From 3c05a5b20b4b9ef558d0c922f834f00863e724ce Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Sun, 31 Aug 2025 11:26:40 +0200 Subject: [PATCH 001/150] chore(deps): bump moto from 5.1.10 to 5.1.11 (#873) Bumps [moto](https://github.com/getmoto/moto) from 5.1.10 to 5.1.11. - [Release notes](https://github.com/getmoto/moto/releases) - [Changelog](https://github.com/getmoto/moto/blob/master/CHANGELOG.md) - [Commits](https://github.com/getmoto/moto/compare/5.1.10...5.1.11) --- updated-dependencies: - dependency-name: moto dependency-version: 5.1.11 dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index c7bfee78b..209794685 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -134,7 +134,7 @@ dev = [ "datacontract-cli[all]", "httpx==0.28.1", "kafka-python", - "moto==5.1.10", + "moto==5.1.11", "pandas>=2.1.0", "pre-commit>=3.7.1,<4.4.0", "pytest", From 35803e4d0f2b2da78bed27d3e032b28ee0ee6b9b Mon Sep 17 00:00:00 2001 From: Damien Maresma <136118865+dmaresma@users.noreply.github.com> Date: Wed, 3 Sep 2025 02:17:01 -0400 Subject: [PATCH 002/150] fix : odcs excel export Error filling properties (#876) * init * fix None artifacts in the property name when nested * format --- datacontract/export/excel_exporter.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/datacontract/export/excel_exporter.py b/datacontract/export/excel_exporter.py index 102a7a18a..df8896211 100644 --- a/datacontract/export/excel_exporter.py +++ b/datacontract/export/excel_exporter.py @@ -283,7 +283,7 @@ def fill_single_property_template( sheet: Worksheet, row_index: int, prefix: str, property: SchemaProperty, header_map: dict ) -> int: """Fill a single property row using the template's column structure""" - property_name = f"{prefix}.{property.name}" if prefix else property.name + property_name = f"{prefix}{'.' + property.name if property.name else ''}" if prefix else property.name # Helper function to set cell value by header name def set_by_header(header_name: str, value: Any): @@ -307,7 +307,7 @@ def set_by_header(header_name: str, value: Any): set_by_header("Classification", property.classification) set_by_header("Tags", ",".join(property.tags) if property.tags else "") set_by_header( - "Example(s)", ",".join(property.examples) if property.examples else "" + "Example(s)", ",".join(map(str, property.examples)) if property.examples else "" ) # Note: using "Example(s)" as in template set_by_header("Encrypted Name", property.encryptedName) set_by_header( @@ -404,7 +404,7 @@ def fill_properties_quality( if not property.name: continue - full_property_name = f"{prefix}.{property.name}" if prefix else property.name + full_property_name = f"{prefix}{'.' + property.name if property.name else ''}" if prefix else property.name # Add quality attributes for this property if property.quality: From ece0d17937f210561bb91d75c14d64759a319dee Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 22 Sep 2025 14:08:45 +0200 Subject: [PATCH 003/150] chore(deps): bump moto from 5.1.11 to 5.1.13 (#897) Bumps [moto](https://github.com/getmoto/moto) from 5.1.11 to 5.1.13. - [Release notes](https://github.com/getmoto/moto/releases) - [Changelog](https://github.com/getmoto/moto/blob/master/CHANGELOG.md) - [Commits](https://github.com/getmoto/moto/compare/5.1.11...5.1.13) --- updated-dependencies: - dependency-name: moto dependency-version: 5.1.13 dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 209794685..c4ac8846a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -134,7 +134,7 @@ dev = [ "datacontract-cli[all]", "httpx==0.28.1", "kafka-python", - "moto==5.1.11", + "moto==5.1.13", "pandas>=2.1.0", "pre-commit>=3.7.1,<4.4.0", "pytest", From 9c36ffc18cb0181c408e60686f5c66e6b340cd00 Mon Sep 17 00:00:00 2001 From: pug <34815797+0xpugsley@users.noreply.github.com> Date: Mon, 22 Sep 2025 14:40:29 +0200 Subject: [PATCH 004/150] Fix markdown servers rendering (#887) * refactor: enhance extra_to_markdown function to support table cell formatting - Updated extra_to_markdown to accept an additional parameter for table cell context. - Adjusted markdown generation for extra attributes based on the new parameter. - Improved handling of None values and formatting for better Markdown output. * refactor: streamline extra_to_markdown function for improved readability and performance - Simplified the logic in extra_to_markdown by using a list to accumulate parts and joining them at the end. - Enhanced handling of Markdown formatting for extra attributes, including better management of line endings based on context. - Introduced a helper function to render headers, improving code clarity and maintainability. * feat: add another server entry in markdown exporter tests - Introduced a new 'development' section in datacontract.yaml for S3 data access. - Defined environment, location, format, and roles for the development setup. - Updated expected.md to reflect the new development configuration in the output. * fix: resolve server section rendering issue in markdown exporter - Fixed the rendering of the server section in the markdown exporter to ensure proper output formatting. --- CHANGELOG.md | 2 +- datacontract/export/markdown_converter.py | 55 +++++++++++++------ .../markdown/export/datacontract.yaml | 12 ++++ tests/fixtures/markdown/export/expected.md | 1 + 4 files changed, 53 insertions(+), 17 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 4a422b2ec..3fdc2e7df 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -19,7 +19,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Improved regex for extracting Azure storage account names from URLs with containerName@storageAccountName format (#848) - JSON Schema Check: Add globbing support for local JSON files - +- Fixed server section rendering for markdown exporter ## [0.10.34] - 2025-08-06 diff --git a/datacontract/export/markdown_converter.py b/datacontract/export/markdown_converter.py index 0d235fae3..077f22d20 100644 --- a/datacontract/export/markdown_converter.py +++ b/datacontract/export/markdown_converter.py @@ -82,7 +82,7 @@ def obj_attributes_to_markdown(obj: BaseModel, excluded_fields: set = set(), is_ if value ] description = f"*{description_to_markdown(description_value)}*" - extra = [extra_to_markdown(obj)] if obj.model_extra else [] + extra = [extra_to_markdown(obj, is_in_table_cell)] if obj.model_extra else [] return newline_char.join([description] + attributes + extra) @@ -293,26 +293,49 @@ def dict_to_markdown(dictionary: Dict[str, str]) -> str: return "\n".join(markdown_parts) + "\n" -def extra_to_markdown(obj: BaseModel) -> str: +def extra_to_markdown(obj: BaseModel, is_in_table_cell: bool = False) -> str: """ Convert the extra attributes of a data contract to Markdown format. Args: obj (BaseModel): The data contract object containing extra attributes. + is_in_table_cell (bool): Whether the extra attributes are in a table cell. Returns: str: A Markdown formatted string representing the extra attributes of the data contract. """ - markdown_part = "" extra = obj.model_extra - if extra: - for key_extra, value_extra in extra.items(): - markdown_part += f"\n### {key_extra.capitalize()}\n" - if isinstance(value_extra, list) and len(value_extra): - if isinstance(value_extra[0], dict): - markdown_part += array_of_dict_to_markdown(value_extra) - elif isinstance(value_extra[0], str): - markdown_part += array_to_markdown(value_extra) - elif isinstance(value_extra, dict): - markdown_part += dict_to_markdown(value_extra) - else: - markdown_part += f"{str(value_extra)}\n" - return markdown_part + + if not extra: + return "" + + bullet_char = "•" + value_line_ending = "" if is_in_table_cell else "\n" + row_suffix = "
" if is_in_table_cell else "" + + def render_header(key: str) -> str: + return ( + f"{bullet_char} **{key}:** " + if is_in_table_cell + else f"\n### {key.capitalize()}\n" + ) + + parts: list[str] = [] + for key_extra, value_extra in extra.items(): + if not value_extra: + continue + + parts.append(render_header(key_extra)) + + if isinstance(value_extra, list) and len(value_extra): + if isinstance(value_extra[0], dict): + parts.append(array_of_dict_to_markdown(value_extra)) + elif isinstance(value_extra[0], str): + parts.append(array_to_markdown(value_extra)) + elif isinstance(value_extra, dict): + parts.append(dict_to_markdown(value_extra)) + else: + parts.append(f"{str(value_extra)}{value_line_ending}") + + if row_suffix: + parts.append(row_suffix) + + return "".join(parts) diff --git a/tests/fixtures/markdown/export/datacontract.yaml b/tests/fixtures/markdown/export/datacontract.yaml index 992af7335..81b477936 100644 --- a/tests/fixtures/markdown/export/datacontract.yaml +++ b/tests/fixtures/markdown/export/datacontract.yaml @@ -24,6 +24,18 @@ servers: description: Access to the data for US region - name: analyst_cn description: Access to the data for China region + development: + type: s3 + environment: dev + location: s3://datacontract-example-orders-latest/v2/{model}/*.json + format: json + delimiter: new_line + description: "One folder per model. One file per day." + roles: + - name: analyst_us + description: Access to the data for US region + - name: analyst_cn + description: Access to the data for China region terms: usage: | Data can be used for reports, analytics and machine learning use cases. diff --git a/tests/fixtures/markdown/export/expected.md b/tests/fixtures/markdown/export/expected.md index 37d88bfd7..15e83af1b 100644 --- a/tests/fixtures/markdown/export/expected.md +++ b/tests/fixtures/markdown/export/expected.md @@ -10,6 +10,7 @@ | Name | Type | Attributes | | ---- | ---- | ---------- | | production | s3 | *One folder per model. One file per day.*
• **environment:** prod
• **format:** json
• **delimiter:** new_line
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json
• **roles:** [{'name': 'analyst_us', 'description': 'Access to the data for US region'}, {'name': 'analyst_cn', 'description': 'Access to the data for China region'}] | +| development | s3 | *One folder per model. One file per day.*
• **environment:** dev
• **format:** json
• **delimiter:** new_line
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json
• **roles:** [{'name': 'analyst_us', 'description': 'Access to the data for US region'}, {'name': 'analyst_cn', 'description': 'Access to the data for China region'}] | ## Terms *No description.* From e3a591511aa6d20bad82a1419273f1dd02627d95 Mon Sep 17 00:00:00 2001 From: sugato <47884819+toshifumisuga@users.noreply.github.com> Date: Wed, 24 Sep 2025 16:33:06 +0900 Subject: [PATCH 005/150] fix primaryKey support for dbt export (#898) --- datacontract/export/dbt_converter.py | 34 +++++++- tests/test_export_dbt_models.py | 125 +++++++++++++++++++++++++++ 2 files changed, 155 insertions(+), 4 deletions(-) diff --git a/datacontract/export/dbt_converter.py b/datacontract/export/dbt_converter.py index 3cf07afe3..fef30373c 100644 --- a/datacontract/export/dbt_converter.py +++ b/datacontract/export/dbt_converter.py @@ -115,9 +115,28 @@ def _to_dbt_model( dbt_model["config"]["contract"] = {"enforced": True} if model_value.description is not None: dbt_model["description"] = model_value.description.strip().replace("\n", " ") - columns = _to_columns(data_contract_spec, model_value.fields, _supports_constraints(model_type), adapter_type) + + # Handle model-level primaryKey (before columns for better YAML ordering) + primary_key_columns = [] + if hasattr(model_value, 'primaryKey') and model_value.primaryKey: + if isinstance(model_value.primaryKey, list) and len(model_value.primaryKey) > 1: + # Multiple columns: use dbt_utils.unique_combination_of_columns + dbt_model["data_tests"] = [{ + "dbt_utils.unique_combination_of_columns": { + "combination_of_columns": model_value.primaryKey + } + }] + elif isinstance(model_value.primaryKey, list) and len(model_value.primaryKey) == 1: + # Single column: handle at column level (pass to _to_columns) + primary_key_columns = model_value.primaryKey + elif isinstance(model_value.primaryKey, str): + # Single column as string: handle at column level + primary_key_columns = [model_value.primaryKey] + + columns = _to_columns(data_contract_spec, model_value.fields, _supports_constraints(model_type), adapter_type, primary_key_columns) if columns: dbt_model["columns"] = columns + return dbt_model @@ -143,10 +162,13 @@ def _to_columns( fields: Dict[str, Field], supports_constraints: bool, adapter_type: Optional[str], + primary_key_columns: Optional[list] = None, ) -> list: columns = [] + primary_key_columns = primary_key_columns or [] for field_name, field in fields.items(): - column = _to_column(data_contract_spec, field_name, field, supports_constraints, adapter_type) + is_primary_key = field_name in primary_key_columns + column = _to_column(data_contract_spec, field_name, field, supports_constraints, adapter_type, is_primary_key) columns.append(column) return columns @@ -164,6 +186,7 @@ def _to_column( field: Field, supports_constraints: bool, adapter_type: Optional[str], + is_primary_key: bool = False, ) -> dict: column = {"name": field_name} adapter_type = adapter_type or "snowflake" @@ -178,12 +201,15 @@ def _to_column( ) if field.description is not None: column["description"] = field.description.strip().replace("\n", " ") - if field.required: + # Handle required/not_null constraint + if field.required or is_primary_key: if supports_constraints: column.setdefault("constraints", []).append({"type": "not_null"}) else: column["data_tests"].append("not_null") - if field.unique: + + # Handle unique constraint + if field.unique or is_primary_key: if supports_constraints: column.setdefault("constraints", []).append({"type": "unique"}) else: diff --git a/tests/test_export_dbt_models.py b/tests/test_export_dbt_models.py index f6c216409..a3f4ff37b 100644 --- a/tests/test_export_dbt_models.py +++ b/tests/test_export_dbt_models.py @@ -31,6 +31,11 @@ def test_to_dbt_models(): contract: enforced: true description: The orders model + data_tests: + - dbt_utils.unique_combination_of_columns: + combination_of_columns: + - order_id + - order_status columns: - name: order_id data_type: VARCHAR @@ -88,6 +93,11 @@ def test_to_dbt_models_with_server(): contract: enforced: true description: The orders model + data_tests: + - dbt_utils.unique_combination_of_columns: + combination_of_columns: + - order_id + - order_status columns: - name: order_id data_type: STRING @@ -142,6 +152,11 @@ def test_to_dbt_models_with_no_model_type(): data_contract: orders-unit-test owner: checkout description: The orders model + data_tests: + - dbt_utils.unique_combination_of_columns: + combination_of_columns: + - order_id + - order_status columns: - name: order_id data_tests: @@ -182,6 +197,116 @@ def test_to_dbt_models_with_no_model_type(): assert result == yaml.safe_load(expected_dbt_model) +def test_to_dbt_models_with_model_level_composite_primary_key(): + """Test model-level primaryKey with multiple columns generates dbt_utils.unique_combination_of_columns""" + from datacontract.model.data_contract_specification import DataContractSpecification, Field, Info, Model + + # Create test data with model-level composite primaryKey + data_contract = DataContractSpecification( + id="my-data-contract-id", + info=Info(title="My Data Contract", version="0.0.1"), + models={ + "sfdc_loc_tenants_test": Model( + type="table", + primaryKey=["tenant_id", "account_id"], # Model-level composite primary key + fields={ + "tenant_id": Field(type="string", required=True), + "account_id": Field(type="string", required=True), + "name": Field(type="string", required=True) + } + ) + } + ) + + expected_dbt_model = """ +version: 2 +models: + - name: sfdc_loc_tenants_test + config: + meta: + data_contract: my-data-contract-id + materialized: table + contract: + enforced: true + data_tests: + - dbt_utils.unique_combination_of_columns: + combination_of_columns: + - tenant_id + - account_id + columns: + - name: tenant_id + data_type: STRING + constraints: + - type: not_null + - name: account_id + data_type: STRING + constraints: + - type: not_null + - name: name + data_type: STRING + constraints: + - type: not_null +""" + + result = yaml.safe_load(to_dbt_models_yaml(data_contract)) + expected = yaml.safe_load(expected_dbt_model) + + assert result == expected + + +def test_to_dbt_models_with_single_column_primary_key(): + """Test model-level primaryKey with single column adds unique constraint to column""" + from datacontract.model.data_contract_specification import DataContractSpecification, Field, Info, Model + + # Create test data with model-level single primaryKey + data_contract = DataContractSpecification( + id="my-data-contract-id", + info=Info(title="My Data Contract", version="0.0.1"), + models={ + "sfdc_loc_tenants_test": Model( + type="table", + primaryKey=["tenant_id"], # Model-level single primary key + fields={ + "tenant_id": Field(type="string", required=True), + "account_id": Field(type="string", required=True), + "name": Field(type="string", required=True) + } + ) + } + ) + + expected_dbt_model = """ +version: 2 +models: + - name: sfdc_loc_tenants_test + config: + meta: + data_contract: my-data-contract-id + materialized: table + contract: + enforced: true + columns: + - name: tenant_id + data_type: STRING + constraints: + - type: not_null + - type: unique + - name: account_id + data_type: STRING + constraints: + - type: not_null + - name: name + data_type: STRING + constraints: + - type: not_null +""" + + result = yaml.safe_load(to_dbt_models_yaml(data_contract)) + expected = yaml.safe_load(expected_dbt_model) + + assert result == expected + + def read_file(file): if not os.path.exists(file): print(f"The file '{file}' does not exist.") From 04f9d21ac86b7c8df765bb078a15beda75fc1802 Mon Sep 17 00:00:00 2001 From: jochen Date: Wed, 24 Sep 2025 19:40:29 +0200 Subject: [PATCH 006/150] chore: update dataContractSpecification to version 1.2.1 --- API.md | 2 +- README.md | 2 +- datacontract/api.py | 2 +- datacontract/export/rdf_converter.py | 4 ++-- datacontract/imports/odcs_v3_importer.py | 8 ++++---- datacontract/init/init_template.py | 2 +- datacontract/lint/resolve.py | 2 +- datacontract/lint/schema.py | 2 +- datacontract/schemas/datacontract-1.1.0.init.yaml | 2 +- datacontract/schemas/datacontract-1.2.0.init.yaml | 2 +- datacontract/schemas/download | 6 +++--- tests/fixtures/avro/export/datacontract.yaml | 2 +- .../fixtures/avro/export/datacontract_decimal.yaml | 2 +- tests/fixtures/avro/export/datacontract_enum.yaml | 2 +- .../avro/export/datacontract_logicalType.yaml | 2 +- .../avro/export/datacontract_test_field_float.yaml | 2 +- .../avro/export/datacontract_test_field_map.yaml | 2 +- .../export/datacontract_test_field_namespace.yaml | 2 +- .../export/datacontract_test_logical_type.yaml | 2 +- .../avro/export/datacontract_test_required.yaml | 2 +- .../fixtures/azure-delta-remote/datacontract.yaml | 2 +- tests/fixtures/azure-json-remote/datacontract.yaml | 2 +- .../azure-parquet-remote/datacontract.yaml | 2 +- tests/fixtures/bigquery/datacontract.yaml | 2 +- tests/fixtures/bigquery/datacontract_complex.yaml | 2 +- tests/fixtures/bigquery/export/datacontract.yaml | 2 +- tests/fixtures/bigquery/import/datacontract.yaml | 2 +- .../bigquery/import/datacontract_multi_import.yaml | 2 +- .../breaking/datacontract-definitions-v1.yaml | 2 +- .../breaking/datacontract-definitions-v2.yaml | 2 +- .../breaking/datacontract-definitions-v3.yaml | 2 +- .../breaking/datacontract-fields-array-v1.yaml | 2 +- .../breaking/datacontract-fields-array-v2.yaml | 2 +- .../fixtures/breaking/datacontract-fields-v1.yaml | 2 +- .../fixtures/breaking/datacontract-fields-v2.yaml | 2 +- .../fixtures/breaking/datacontract-fields-v3.yaml | 2 +- .../fixtures/breaking/datacontract-models-v1.yaml | 2 +- .../fixtures/breaking/datacontract-models-v2.yaml | 2 +- .../fixtures/breaking/datacontract-models-v3.yaml | 2 +- .../fixtures/breaking/datacontract-quality-v1.yaml | 2 +- .../fixtures/breaking/datacontract-quality-v2.yaml | 2 +- .../fixtures/breaking/datacontract-quality-v3.yaml | 2 +- tests/fixtures/catalog/datacontract-1.yaml | 2 +- tests/fixtures/catalog/datacontract-2.yaml | 2 +- tests/fixtures/custom/export/datacontract.yaml | 2 +- .../data-caterer/export/datacontract_nested.yaml | 2 +- tests/fixtures/databricks-sql/datacontract.yaml | 2 +- .../databricks-unity/import/datacontract.yaml | 2 +- .../import/datacontract_complex_types.yaml | 2 +- tests/fixtures/dataframe/datacontract.yaml | 2 +- tests/fixtures/dbml/datacontract.yaml | 2 +- tests/fixtures/dbml/import/datacontract.yaml | 2 +- .../dbml/import/datacontract_schema_filtered.yaml | 2 +- .../dbml/import/datacontract_table_filtered.yaml | 2 +- tests/fixtures/dbt/export/datacontract.yaml | 2 +- tests/fixtures/export/datacontract.html | 2 +- tests/fixtures/export/datacontract.yaml | 2 +- tests/fixtures/export/datacontract_nested.yaml | 2 +- .../export/datacontract_no_model_type.yaml | 2 +- tests/fixtures/export/datacontract_s3.yaml | 2 +- .../fixtures/export/rdf/datacontract-complex.yaml | 2 +- tests/fixtures/export/rdf/datacontract.yaml | 2 +- tests/fixtures/gcs-csv-remote/datacontract.yaml | 2 +- tests/fixtures/gcs-json-remote/datacontract.yaml | 2 +- tests/fixtures/glue/datacontract-empty-model.yaml | 2 +- tests/fixtures/glue/datacontract.yaml | 2 +- .../datacontract_quality_column.yaml | 2 +- tests/fixtures/import/football-datacontract.yml | 2 +- ...ball_deeply_nested_no_required_datacontract.yml | 2 +- .../import/json/inventory_ndjson.datacontract.yaml | 2 +- .../import/json/product_detail.datacontract.yaml | 2 +- .../import/json/product_simple.datacontract.yaml | 2 +- .../import/orders_union-types_datacontract.yml | 2 +- tests/fixtures/junit/datacontract.yaml | 2 +- tests/fixtures/kafka-avro-remote/datacontract.yaml | 2 +- tests/fixtures/kafka-json-remote/datacontract.yaml | 2 +- tests/fixtures/kafka/datacontract.yaml | 2 +- .../fixtures/lint/datacontract_csv_lint_base.yaml | 2 +- .../fixtures/lint/datacontract_quality_schema.yaml | 2 +- .../fixtures/lint/datacontract_unknown_model.yaml | 2 +- tests/fixtures/lint/invalid_datacontract.yaml | 2 +- tests/fixtures/lint/valid_datacontract.yaml | 2 +- tests/fixtures/lint/valid_datacontract_ref.yaml | 2 +- .../lint/valid_datacontract_references.yaml | 2 +- tests/fixtures/local-delta/datacontract.yaml | 2 +- .../fixtures/local-json-complex/datacontract.yaml | 2 +- tests/fixtures/local-json-nd/datacontract.yaml | 2 +- tests/fixtures/local-json/datacontract.yaml | 2 +- tests/fixtures/markdown/export/datacontract.yaml | 2 +- .../odcs_v3/adventureworks.datacontract.yml | 2 +- .../fixtures/odcs_v3/full-example.datacontract.yml | 8 +++++--- tests/fixtures/odcs_v3/full-example.odcs.yaml | 6 ++++-- tests/fixtures/parquet/datacontract.yaml | 2 +- tests/fixtures/parquet/datacontract_array.yaml | 2 +- tests/fixtures/parquet/datacontract_bigint.yaml | 2 +- tests/fixtures/parquet/datacontract_binary.yaml | 2 +- tests/fixtures/parquet/datacontract_boolean.yaml | 2 +- tests/fixtures/parquet/datacontract_date.yaml | 2 +- tests/fixtures/parquet/datacontract_decimal.yaml | 2 +- tests/fixtures/parquet/datacontract_double.yaml | 2 +- tests/fixtures/parquet/datacontract_float.yaml | 2 +- tests/fixtures/parquet/datacontract_integer.yaml | 2 +- tests/fixtures/parquet/datacontract_invalid.yaml | 2 +- tests/fixtures/parquet/datacontract_map.yaml | 2 +- tests/fixtures/parquet/datacontract_string.yaml | 2 +- tests/fixtures/parquet/datacontract_struct.yaml | 2 +- tests/fixtures/parquet/datacontract_timestamp.yaml | 2 +- .../parquet/datacontract_timestamp_ntz.yaml | 2 +- tests/fixtures/postgres-export/datacontract.yaml | 2 +- tests/fixtures/postgres/datacontract.yaml | 2 +- .../postgres/datacontract_case_sensitive.yaml | 2 +- .../postgres/datacontract_servicelevels.yaml | 2 +- tests/fixtures/protobuf/datacontract.yaml | 2 +- tests/fixtures/quality/datacontract.yaml | 2 +- tests/fixtures/s3-csv/datacontract.yaml | 2 +- tests/fixtures/s3-delta/datacontract.yaml | 2 +- tests/fixtures/s3-json-complex/datacontract.yaml | 2 +- .../s3-json-multiple-models/datacontract.yaml | 2 +- tests/fixtures/s3-json-remote/datacontract.yaml | 2 +- tests/fixtures/s3-json/datacontract.yaml | 2 +- tests/fixtures/snowflake/datacontract.yaml | 2 +- tests/fixtures/sodacl/datacontract.yaml | 2 +- tests/fixtures/spark/export/datacontract.yaml | 2 +- .../spark/import/users_datacontract_desc.yml | 2 +- .../spark/import/users_datacontract_no_desc.yml | 2 +- tests/fixtures/spec/datacontract_aliases.yaml | 2 +- tests/fixtures/spec/datacontract_fields_field.yaml | 2 +- tests/fixtures/sqlserver/datacontract.yaml | 2 +- tests/fixtures/trino/datacontract.yaml | 2 +- tests/test_duckdb_json.py | 2 +- tests/test_export_complex_data_contract.py | 2 +- tests/test_export_rdf.py | 12 ++++++------ tests/test_export_sodacl.py | 2 +- tests/test_import_avro.py | 12 ++++++------ tests/test_import_csv.py | 2 +- tests/test_import_dbt.py | 8 ++++---- tests/test_import_iceberg.py | 2 +- tests/test_import_parquet.py | 2 +- tests/test_import_protobuf.py | 2 +- tests/test_import_sql_postgres.py | 4 ++-- tests/test_import_sql_sqlserver.py | 2 +- tests/test_resolve.py | 14 +++++++------- 142 files changed, 175 insertions(+), 171 deletions(-) diff --git a/API.md b/API.md index dc6d4c491..f44074632 100644 --- a/API.md +++ b/API.md @@ -39,7 +39,7 @@ curl -X 'POST' \ 'http://localhost:4242/test?server=production' \ -H 'accept: application/json' \ -H 'Content-Type: application/yaml' \ - -d 'dataContractSpecification: 1.2.0 + -d 'dataContractSpecification: 1.2.1 id: urn:datacontract:checkout:orders-latest info: title: Orders Latest diff --git a/README.md b/README.md index 94fcd8715..03e55e0e7 100644 --- a/README.md +++ b/README.md @@ -1989,7 +1989,7 @@ if __name__ == "__main__": Output ```yaml -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: uuid-custom info: title: my_custom_imported_data diff --git a/datacontract/api.py b/datacontract/api.py index ff5ae82ad..7c306a09a 100644 --- a/datacontract/api.py +++ b/datacontract/api.py @@ -10,7 +10,7 @@ from datacontract.data_contract import DataContract, ExportFormat from datacontract.model.run import Run -DATA_CONTRACT_EXAMPLE_PAYLOAD = """dataContractSpecification: 1.2.0 +DATA_CONTRACT_EXAMPLE_PAYLOAD = """dataContractSpecification: 1.2.1 id: urn:datacontract:checkout:orders-latest info: title: Orders Latest diff --git a/datacontract/export/rdf_converter.py b/datacontract/export/rdf_converter.py index 75fa240f2..944faf194 100644 --- a/datacontract/export/rdf_converter.py +++ b/datacontract/export/rdf_converter.py @@ -57,8 +57,8 @@ def to_rdf(data_contract_spec: DataContractSpecification, base) -> Graph: else: g = Graph(base=Namespace("")) - dc = Namespace("https://datacontract.com/DataContractSpecification/1.2.0/") - dcx = Namespace("https://datacontract.com/DataContractSpecification/1.2.0/Extension/") + dc = Namespace("https://datacontract.com/DataContractSpecification/1.2.1/") + dcx = Namespace("https://datacontract.com/DataContractSpecification/1.2.1/Extension/") g.bind("dc", dc) g.bind("dcx", dcx) diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py index 80ee24904..9054dab8a 100644 --- a/datacontract/imports/odcs_v3_importer.py +++ b/datacontract/imports/odcs_v3_importer.py @@ -231,6 +231,8 @@ def convert_quality_list(odcs_quality_list): quality.description = odcs_quality.description if odcs_quality.query is not None: quality.query = odcs_quality.query + if odcs_quality.rule is not None: + quality.metric = odcs_quality.rule if odcs_quality.mustBe is not None: quality.mustBe = odcs_quality.mustBe if odcs_quality.mustNotBe is not None: @@ -238,11 +240,11 @@ def convert_quality_list(odcs_quality_list): if odcs_quality.mustBeGreaterThan is not None: quality.mustBeGreaterThan = odcs_quality.mustBeGreaterThan if odcs_quality.mustBeGreaterOrEqualTo is not None: - quality.mustBeGreaterThanOrEqualTo = odcs_quality.mustBeGreaterOrEqualTo + quality.mustBeGreaterOrEqualTo = odcs_quality.mustBeGreaterOrEqualTo if odcs_quality.mustBeLessThan is not None: quality.mustBeLessThan = odcs_quality.mustBeLessThan if odcs_quality.mustBeLessOrEqualTo is not None: - quality.mustBeLessThanOrEqualTo = odcs_quality.mustBeLessOrEqualTo + quality.mustBeLessOrEqualTo = odcs_quality.mustBeLessOrEqualTo if odcs_quality.mustBeBetween is not None: quality.mustBeBetween = odcs_quality.mustBeBetween if odcs_quality.mustNotBeBetween is not None: @@ -255,8 +257,6 @@ def convert_quality_list(odcs_quality_list): quality.model_extra["businessImpact"] = odcs_quality.businessImpact if odcs_quality.dimension is not None: quality.model_extra["dimension"] = odcs_quality.dimension - if odcs_quality.rule is not None: - quality.model_extra["rule"] = odcs_quality.rule if odcs_quality.schedule is not None: quality.model_extra["schedule"] = odcs_quality.schedule if odcs_quality.scheduler is not None: diff --git a/datacontract/init/init_template.py b/datacontract/init/init_template.py index 03ed4871e..fe0473ce9 100644 --- a/datacontract/init/init_template.py +++ b/datacontract/init/init_template.py @@ -3,7 +3,7 @@ import requests -DEFAULT_DATA_CONTRACT_INIT_TEMPLATE = "datacontract-1.2.0.init.yaml" +DEFAULT_DATA_CONTRACT_INIT_TEMPLATE = "datacontract-1.2.1.init.yaml" def get_init_template(location: str = None) -> str: diff --git a/datacontract/lint/resolve.py b/datacontract/lint/resolve.py index 575fdc6a5..87b354cdc 100644 --- a/datacontract/lint/resolve.py +++ b/datacontract/lint/resolve.py @@ -303,7 +303,7 @@ def _resolve_data_contract_from_str( # if ODCS, then validate the ODCS schema and import to DataContractSpecification directly odcs = parse_odcs_v3_from_str(data_contract_str) - data_contract_specification = DataContractSpecification(dataContractSpecification="1.2.0") + data_contract_specification = DataContractSpecification(dataContractSpecification="1.2.1") return import_from_odcs(data_contract_specification, odcs) logging.info("Importing DCS") diff --git a/datacontract/lint/schema.py b/datacontract/lint/schema.py index 52a2eec38..f32b7cce6 100644 --- a/datacontract/lint/schema.py +++ b/datacontract/lint/schema.py @@ -8,7 +8,7 @@ from datacontract.model.exceptions import DataContractException -DEFAULT_DATA_CONTRACT_SCHEMA = "datacontract-1.2.0.schema.json" +DEFAULT_DATA_CONTRACT_SCHEMA = "datacontract-1.2.1.schema.json" def fetch_schema(location: str = None) -> Dict[str, Any]: diff --git a/datacontract/schemas/datacontract-1.1.0.init.yaml b/datacontract/schemas/datacontract-1.1.0.init.yaml index 2528401a2..29baf9bf8 100644 --- a/datacontract/schemas/datacontract-1.1.0.init.yaml +++ b/datacontract/schemas/datacontract-1.1.0.init.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/datacontract/schemas/datacontract-1.2.0.init.yaml b/datacontract/schemas/datacontract-1.2.0.init.yaml index 2528401a2..29baf9bf8 100644 --- a/datacontract/schemas/datacontract-1.2.0.init.yaml +++ b/datacontract/schemas/datacontract-1.2.0.init.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/datacontract/schemas/download b/datacontract/schemas/download index b152c7693..7b740e0fb 100644 --- a/datacontract/schemas/download +++ b/datacontract/schemas/download @@ -1,7 +1,7 @@ #!/bin/bash set -e -curl -o datacontract-1.2.0.init.yaml https://datacontract.com/datacontract.init.yaml -curl -o datacontract-1.2.0.schema.json https://datacontract.com/datacontract.schema.json -curl -o odcs-3.0.1.schema.json https://raw.githubusercontent.com/bitol-io/open-data-contract-standard/refs/heads/main/schema/odcs-json-schema-v3.0.1.json +curl -o datacontract-1.2.1.init.yaml https://datacontract.com/datacontract.init.yaml +curl -o datacontract-1.2.1.schema.json https://datacontract.com/datacontract.schema.json +curl -o odcs-3.0.2.schema.json https://raw.githubusercontent.com/bitol-io/open-data-contract-standard/refs/heads/main/schema/odcs-json-schema-v3.0.2.json diff --git a/tests/fixtures/avro/export/datacontract.yaml b/tests/fixtures/avro/export/datacontract.yaml index 526b44e0d..47b6e7ffc 100644 --- a/tests/fixtures/avro/export/datacontract.yaml +++ b/tests/fixtures/avro/export/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: orders info: title: Orders diff --git a/tests/fixtures/avro/export/datacontract_decimal.yaml b/tests/fixtures/avro/export/datacontract_decimal.yaml index 6630df9f5..e9e24fee5 100644 --- a/tests/fixtures/avro/export/datacontract_decimal.yaml +++ b/tests/fixtures/avro/export/datacontract_decimal.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/avro/export/datacontract_enum.yaml b/tests/fixtures/avro/export/datacontract_enum.yaml index e1a565009..7cd27e1c8 100644 --- a/tests/fixtures/avro/export/datacontract_enum.yaml +++ b/tests/fixtures/avro/export/datacontract_enum.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/avro/export/datacontract_logicalType.yaml b/tests/fixtures/avro/export/datacontract_logicalType.yaml index d3cdeadb4..953a97742 100644 --- a/tests/fixtures/avro/export/datacontract_logicalType.yaml +++ b/tests/fixtures/avro/export/datacontract_logicalType.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/avro/export/datacontract_test_field_float.yaml b/tests/fixtures/avro/export/datacontract_test_field_float.yaml index ea62cb2fe..8a5f84614 100644 --- a/tests/fixtures/avro/export/datacontract_test_field_float.yaml +++ b/tests/fixtures/avro/export/datacontract_test_field_float.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: pageviews info: title: Pageviews diff --git a/tests/fixtures/avro/export/datacontract_test_field_map.yaml b/tests/fixtures/avro/export/datacontract_test_field_map.yaml index 9d7966b86..dffe8e79a 100644 --- a/tests/fixtures/avro/export/datacontract_test_field_map.yaml +++ b/tests/fixtures/avro/export/datacontract_test_field_map.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: pageviews info: title: Pageviews diff --git a/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml b/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml index fbf5756bb..fe5513e08 100644 --- a/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml +++ b/tests/fixtures/avro/export/datacontract_test_field_namespace.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: pageviews info: title: Pageviews diff --git a/tests/fixtures/avro/export/datacontract_test_logical_type.yaml b/tests/fixtures/avro/export/datacontract_test_logical_type.yaml index 467e27e45..55c6896b6 100644 --- a/tests/fixtures/avro/export/datacontract_test_logical_type.yaml +++ b/tests/fixtures/avro/export/datacontract_test_logical_type.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/avro/export/datacontract_test_required.yaml b/tests/fixtures/avro/export/datacontract_test_required.yaml index 8dea1ecb6..f50062e5f 100644 --- a/tests/fixtures/avro/export/datacontract_test_required.yaml +++ b/tests/fixtures/avro/export/datacontract_test_required.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: pageviews info: title: Pageviews diff --git a/tests/fixtures/azure-delta-remote/datacontract.yaml b/tests/fixtures/azure-delta-remote/datacontract.yaml index 91b88b2d9..4188770c3 100644 --- a/tests/fixtures/azure-delta-remote/datacontract.yaml +++ b/tests/fixtures/azure-delta-remote/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: orders-unit-test info: title: Orders Unit Test diff --git a/tests/fixtures/azure-json-remote/datacontract.yaml b/tests/fixtures/azure-json-remote/datacontract.yaml index e72c41252..171e2fcd0 100644 --- a/tests/fixtures/azure-json-remote/datacontract.yaml +++ b/tests/fixtures/azure-json-remote/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: orders-unit-test info: title: Orders Unit Test diff --git a/tests/fixtures/azure-parquet-remote/datacontract.yaml b/tests/fixtures/azure-parquet-remote/datacontract.yaml index 891a9f865..ae469bd1e 100644 --- a/tests/fixtures/azure-parquet-remote/datacontract.yaml +++ b/tests/fixtures/azure-parquet-remote/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: orders-unit-test info: title: Orders Unit Test diff --git a/tests/fixtures/bigquery/datacontract.yaml b/tests/fixtures/bigquery/datacontract.yaml index 5fd8d0a23..3271ba4ab 100644 --- a/tests/fixtures/bigquery/datacontract.yaml +++ b/tests/fixtures/bigquery/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: bigquery info: title: bigquery diff --git a/tests/fixtures/bigquery/datacontract_complex.yaml b/tests/fixtures/bigquery/datacontract_complex.yaml index ca7145e0c..2918e7aa5 100644 --- a/tests/fixtures/bigquery/datacontract_complex.yaml +++ b/tests/fixtures/bigquery/datacontract_complex.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: bigquery info: title: bigquery diff --git a/tests/fixtures/bigquery/export/datacontract.yaml b/tests/fixtures/bigquery/export/datacontract.yaml index e4f26db1f..871d39c36 100644 --- a/tests/fixtures/bigquery/export/datacontract.yaml +++ b/tests/fixtures/bigquery/export/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/bigquery/import/datacontract.yaml b/tests/fixtures/bigquery/import/datacontract.yaml index 629210fef..d921bb416 100644 --- a/tests/fixtures/bigquery/import/datacontract.yaml +++ b/tests/fixtures/bigquery/import/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/bigquery/import/datacontract_multi_import.yaml b/tests/fixtures/bigquery/import/datacontract_multi_import.yaml index 364a6045e..b486ee23b 100644 --- a/tests/fixtures/bigquery/import/datacontract_multi_import.yaml +++ b/tests/fixtures/bigquery/import/datacontract_multi_import.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-definitions-v1.yaml b/tests/fixtures/breaking/datacontract-definitions-v1.yaml index a11fc387f..dcf2470b7 100644 --- a/tests/fixtures/breaking/datacontract-definitions-v1.yaml +++ b/tests/fixtures/breaking/datacontract-definitions-v1.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-definitions-v2.yaml b/tests/fixtures/breaking/datacontract-definitions-v2.yaml index e4207a9b6..06110a335 100644 --- a/tests/fixtures/breaking/datacontract-definitions-v2.yaml +++ b/tests/fixtures/breaking/datacontract-definitions-v2.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-definitions-v3.yaml b/tests/fixtures/breaking/datacontract-definitions-v3.yaml index 98055680b..0f096113e 100644 --- a/tests/fixtures/breaking/datacontract-definitions-v3.yaml +++ b/tests/fixtures/breaking/datacontract-definitions-v3.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-fields-array-v1.yaml b/tests/fixtures/breaking/datacontract-fields-array-v1.yaml index 37a1ad6bc..2334c5435 100644 --- a/tests/fixtures/breaking/datacontract-fields-array-v1.yaml +++ b/tests/fixtures/breaking/datacontract-fields-array-v1.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: demo-contract-id info: title: Test for changes in datacontracts that includes arrays diff --git a/tests/fixtures/breaking/datacontract-fields-array-v2.yaml b/tests/fixtures/breaking/datacontract-fields-array-v2.yaml index 4e7877303..42f582b0c 100644 --- a/tests/fixtures/breaking/datacontract-fields-array-v2.yaml +++ b/tests/fixtures/breaking/datacontract-fields-array-v2.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: demo-contract-id info: title: Test for changes in datacontracts that includes arrays diff --git a/tests/fixtures/breaking/datacontract-fields-v1.yaml b/tests/fixtures/breaking/datacontract-fields-v1.yaml index 03d69494e..eef3a512a 100644 --- a/tests/fixtures/breaking/datacontract-fields-v1.yaml +++ b/tests/fixtures/breaking/datacontract-fields-v1.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-fields-v2.yaml b/tests/fixtures/breaking/datacontract-fields-v2.yaml index 08225d1c0..1ebf8fce6 100644 --- a/tests/fixtures/breaking/datacontract-fields-v2.yaml +++ b/tests/fixtures/breaking/datacontract-fields-v2.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-fields-v3.yaml b/tests/fixtures/breaking/datacontract-fields-v3.yaml index 68fa8e883..36187ad08 100644 --- a/tests/fixtures/breaking/datacontract-fields-v3.yaml +++ b/tests/fixtures/breaking/datacontract-fields-v3.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-models-v1.yaml b/tests/fixtures/breaking/datacontract-models-v1.yaml index cee0935ff..ac46a5c7c 100644 --- a/tests/fixtures/breaking/datacontract-models-v1.yaml +++ b/tests/fixtures/breaking/datacontract-models-v1.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-models-v2.yaml b/tests/fixtures/breaking/datacontract-models-v2.yaml index 1a63f2514..11cf57e25 100644 --- a/tests/fixtures/breaking/datacontract-models-v2.yaml +++ b/tests/fixtures/breaking/datacontract-models-v2.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-models-v3.yaml b/tests/fixtures/breaking/datacontract-models-v3.yaml index f23adf157..dfab651ae 100644 --- a/tests/fixtures/breaking/datacontract-models-v3.yaml +++ b/tests/fixtures/breaking/datacontract-models-v3.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-quality-v1.yaml b/tests/fixtures/breaking/datacontract-quality-v1.yaml index 843adaca3..7baba622f 100644 --- a/tests/fixtures/breaking/datacontract-quality-v1.yaml +++ b/tests/fixtures/breaking/datacontract-quality-v1.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-quality-v2.yaml b/tests/fixtures/breaking/datacontract-quality-v2.yaml index 30c561d16..9e8c33c4e 100644 --- a/tests/fixtures/breaking/datacontract-quality-v2.yaml +++ b/tests/fixtures/breaking/datacontract-quality-v2.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/breaking/datacontract-quality-v3.yaml b/tests/fixtures/breaking/datacontract-quality-v3.yaml index 5bea7f722..4832289a5 100644 --- a/tests/fixtures/breaking/datacontract-quality-v3.yaml +++ b/tests/fixtures/breaking/datacontract-quality-v3.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/catalog/datacontract-1.yaml b/tests/fixtures/catalog/datacontract-1.yaml index 1e87c2899..799dedff4 100644 --- a/tests/fixtures/catalog/datacontract-1.yaml +++ b/tests/fixtures/catalog/datacontract-1.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: orders-unit-test info: title: Orders Unit Test diff --git a/tests/fixtures/catalog/datacontract-2.yaml b/tests/fixtures/catalog/datacontract-2.yaml index ad643c2dc..3a9d63207 100644 --- a/tests/fixtures/catalog/datacontract-2.yaml +++ b/tests/fixtures/catalog/datacontract-2.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: urn:datacontract:test info: title: Test datacontract diff --git a/tests/fixtures/custom/export/datacontract.yaml b/tests/fixtures/custom/export/datacontract.yaml index 04a30213a..62c347ab8 100644 --- a/tests/fixtures/custom/export/datacontract.yaml +++ b/tests/fixtures/custom/export/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: urn:datacontract:checkout:orders-latest info: title: Orders Latest diff --git a/tests/fixtures/data-caterer/export/datacontract_nested.yaml b/tests/fixtures/data-caterer/export/datacontract_nested.yaml index be59e9e3c..f8654004d 100644 --- a/tests/fixtures/data-caterer/export/datacontract_nested.yaml +++ b/tests/fixtures/data-caterer/export/datacontract_nested.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: orders-unit-test info: title: Orders Unit Test diff --git a/tests/fixtures/databricks-sql/datacontract.yaml b/tests/fixtures/databricks-sql/datacontract.yaml index 338fcb67d..f86a19505 100644 --- a/tests/fixtures/databricks-sql/datacontract.yaml +++ b/tests/fixtures/databricks-sql/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: urn:datacontract:checkout:orders-latest info: title: Orders Latest diff --git a/tests/fixtures/databricks-unity/import/datacontract.yaml b/tests/fixtures/databricks-unity/import/datacontract.yaml index 7c6049353..522ac8207 100644 --- a/tests/fixtures/databricks-unity/import/datacontract.yaml +++ b/tests/fixtures/databricks-unity/import/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml b/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml index 30ec5e337..6d5fa5d87 100644 --- a/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml +++ b/tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: My Data Contract diff --git a/tests/fixtures/dataframe/datacontract.yaml b/tests/fixtures/dataframe/datacontract.yaml index 80c084e9e..8eb4fa860 100644 --- a/tests/fixtures/dataframe/datacontract.yaml +++ b/tests/fixtures/dataframe/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: dataframetest info: title: dataframetest diff --git a/tests/fixtures/dbml/datacontract.yaml b/tests/fixtures/dbml/datacontract.yaml index c254449cc..774963155 100644 --- a/tests/fixtures/dbml/datacontract.yaml +++ b/tests/fixtures/dbml/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: urn:datacontract:checkout:orders-latest info: title: Orders Latest diff --git a/tests/fixtures/dbml/import/datacontract.yaml b/tests/fixtures/dbml/import/datacontract.yaml index 10a6a6845..efb7f596b 100644 --- a/tests/fixtures/dbml/import/datacontract.yaml +++ b/tests/fixtures/dbml/import/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: Orders Latest diff --git a/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml b/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml index 47df16f0b..c3c6414ed 100644 --- a/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml +++ b/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: Orders Latest diff --git a/tests/fixtures/dbml/import/datacontract_table_filtered.yaml b/tests/fixtures/dbml/import/datacontract_table_filtered.yaml index a81d31705..062cfe998 100644 --- a/tests/fixtures/dbml/import/datacontract_table_filtered.yaml +++ b/tests/fixtures/dbml/import/datacontract_table_filtered.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: my-data-contract-id info: title: Orders Latest diff --git a/tests/fixtures/dbt/export/datacontract.yaml b/tests/fixtures/dbt/export/datacontract.yaml index 98488e1f7..08cacb223 100644 --- a/tests/fixtures/dbt/export/datacontract.yaml +++ b/tests/fixtures/dbt/export/datacontract.yaml @@ -1,4 +1,4 @@ -dataContractSpecification: 1.2.0 +dataContractSpecification: 1.2.1 id: orders-unit-test info: title: Orders Unit Test diff --git a/tests/fixtures/export/datacontract.html b/tests/fixtures/export/datacontract.html index e2ef66991..397b7330e 100644 --- a/tests/fixtures/export/datacontract.html +++ b/tests/fixtures/export/datacontract.html @@ -2350,7 +2350,7 @@

Definitions

Data Contract YAML

- 
dataContractSpecification: 1.2.0
+            
dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/export/datacontract.yaml b/tests/fixtures/export/datacontract.yaml
index 54680bf60..f5517a6b5 100644
--- a/tests/fixtures/export/datacontract.yaml
+++ b/tests/fixtures/export/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/export/datacontract_nested.yaml b/tests/fixtures/export/datacontract_nested.yaml
index 9ad498552..18abf7c36 100644
--- a/tests/fixtures/export/datacontract_nested.yaml
+++ b/tests/fixtures/export/datacontract_nested.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/export/datacontract_no_model_type.yaml b/tests/fixtures/export/datacontract_no_model_type.yaml
index 8ca59b0d6..06c65c1b2 100644
--- a/tests/fixtures/export/datacontract_no_model_type.yaml
+++ b/tests/fixtures/export/datacontract_no_model_type.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/export/datacontract_s3.yaml b/tests/fixtures/export/datacontract_s3.yaml
index 4b547aab3..9cf484f99 100644
--- a/tests/fixtures/export/datacontract_s3.yaml
+++ b/tests/fixtures/export/datacontract_s3.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/export/rdf/datacontract-complex.yaml b/tests/fixtures/export/rdf/datacontract-complex.yaml
index c913dc585..8b96c4fa0 100644
--- a/tests/fixtures/export/rdf/datacontract-complex.yaml
+++ b/tests/fixtures/export/rdf/datacontract-complex.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-latest
 info:
   title: Orders Latest
diff --git a/tests/fixtures/export/rdf/datacontract.yaml b/tests/fixtures/export/rdf/datacontract.yaml
index 21ed4f130..8501f8682 100644
--- a/tests/fixtures/export/rdf/datacontract.yaml
+++ b/tests/fixtures/export/rdf/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/gcs-csv-remote/datacontract.yaml b/tests/fixtures/gcs-csv-remote/datacontract.yaml
index f0d217dd4..198e54dd5 100644
--- a/tests/fixtures/gcs-csv-remote/datacontract.yaml
+++ b/tests/fixtures/gcs-csv-remote/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: warehouses
 info:
   title: Warehouses
diff --git a/tests/fixtures/gcs-json-remote/datacontract.yaml b/tests/fixtures/gcs-json-remote/datacontract.yaml
index 9313b42f1..27fab51b5 100644
--- a/tests/fixtures/gcs-json-remote/datacontract.yaml
+++ b/tests/fixtures/gcs-json-remote/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: inventory-events
 info:
   title: Inventory Events
diff --git a/tests/fixtures/glue/datacontract-empty-model.yaml b/tests/fixtures/glue/datacontract-empty-model.yaml
index 153b5e147..20174950e 100644
--- a/tests/fixtures/glue/datacontract-empty-model.yaml
+++ b/tests/fixtures/glue/datacontract-empty-model.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
     title: My Data Contract
diff --git a/tests/fixtures/glue/datacontract.yaml b/tests/fixtures/glue/datacontract.yaml
index 8892a61f7..08ee7e814 100644
--- a/tests/fixtures/glue/datacontract.yaml
+++ b/tests/fixtures/glue/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
     title: My Data Contract
diff --git a/tests/fixtures/great-expectations/datacontract_quality_column.yaml b/tests/fixtures/great-expectations/datacontract_quality_column.yaml
index 5571e8f95..ad692d046 100644
--- a/tests/fixtures/great-expectations/datacontract_quality_column.yaml
+++ b/tests/fixtures/great-expectations/datacontract_quality_column.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/import/football-datacontract.yml b/tests/fixtures/import/football-datacontract.yml
index 72d58eba4..f1e081d3f 100644
--- a/tests/fixtures/import/football-datacontract.yml
+++ b/tests/fixtures/import/football-datacontract.yml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml b/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml
index ae3033b35..ead129718 100644
--- a/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml
+++ b/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml b/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml
index d57cef5f9..9566294c8 100644
--- a/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml
+++ b/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/import/json/product_detail.datacontract.yaml b/tests/fixtures/import/json/product_detail.datacontract.yaml
index 622ae3e84..efa5fa8b5 100644
--- a/tests/fixtures/import/json/product_detail.datacontract.yaml
+++ b/tests/fixtures/import/json/product_detail.datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/import/json/product_simple.datacontract.yaml b/tests/fixtures/import/json/product_simple.datacontract.yaml
index f4b0c17c4..91bde3287 100644
--- a/tests/fixtures/import/json/product_simple.datacontract.yaml
+++ b/tests/fixtures/import/json/product_simple.datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/import/orders_union-types_datacontract.yml b/tests/fixtures/import/orders_union-types_datacontract.yml
index 6abf5a290..cd971677d 100644
--- a/tests/fixtures/import/orders_union-types_datacontract.yml
+++ b/tests/fixtures/import/orders_union-types_datacontract.yml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/junit/datacontract.yaml b/tests/fixtures/junit/datacontract.yaml
index 62cb30b34..a84afbc47 100644
--- a/tests/fixtures/junit/datacontract.yaml
+++ b/tests/fixtures/junit/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: junit_test
 info:
   title: Sample contract to demonstrate the JUnit output format
diff --git a/tests/fixtures/kafka-avro-remote/datacontract.yaml b/tests/fixtures/kafka-avro-remote/datacontract.yaml
index 027307f7e..a0c8164c0 100644
--- a/tests/fixtures/kafka-avro-remote/datacontract.yaml
+++ b/tests/fixtures/kafka-avro-remote/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders
 info:
   title: Orders
diff --git a/tests/fixtures/kafka-json-remote/datacontract.yaml b/tests/fixtures/kafka-json-remote/datacontract.yaml
index 4c5f1429e..0f3350bb7 100644
--- a/tests/fixtures/kafka-json-remote/datacontract.yaml
+++ b/tests/fixtures/kafka-json-remote/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders
 info:
   title: Orders
diff --git a/tests/fixtures/kafka/datacontract.yaml b/tests/fixtures/kafka/datacontract.yaml
index d7d67592f..d3ce8d24c 100644
--- a/tests/fixtures/kafka/datacontract.yaml
+++ b/tests/fixtures/kafka/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: inventory-events
 info:
   title: Inventory Events
diff --git a/tests/fixtures/lint/datacontract_csv_lint_base.yaml b/tests/fixtures/lint/datacontract_csv_lint_base.yaml
index efb36c3e0..17065a1ef 100644
--- a/tests/fixtures/lint/datacontract_csv_lint_base.yaml
+++ b/tests/fixtures/lint/datacontract_csv_lint_base.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/lint/datacontract_quality_schema.yaml b/tests/fixtures/lint/datacontract_quality_schema.yaml
index 3046d55e5..72c7751fa 100644
--- a/tests/fixtures/lint/datacontract_quality_schema.yaml
+++ b/tests/fixtures/lint/datacontract_quality_schema.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/lint/datacontract_unknown_model.yaml b/tests/fixtures/lint/datacontract_unknown_model.yaml
index 922e9d7e8..0ee1a3318 100644
--- a/tests/fixtures/lint/datacontract_unknown_model.yaml
+++ b/tests/fixtures/lint/datacontract_unknown_model.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/lint/invalid_datacontract.yaml b/tests/fixtures/lint/invalid_datacontract.yaml
index cfc846caf..7d698e839 100644
--- a/tests/fixtures/lint/invalid_datacontract.yaml
+++ b/tests/fixtures/lint/invalid_datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 #id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/lint/valid_datacontract.yaml b/tests/fixtures/lint/valid_datacontract.yaml
index 7e4a39ce6..4825bdb1a 100644
--- a/tests/fixtures/lint/valid_datacontract.yaml
+++ b/tests/fixtures/lint/valid_datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/lint/valid_datacontract_ref.yaml b/tests/fixtures/lint/valid_datacontract_ref.yaml
index e89561e7f..9fe9d95f3 100644
--- a/tests/fixtures/lint/valid_datacontract_ref.yaml
+++ b/tests/fixtures/lint/valid_datacontract_ref.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:orders-latest
 info:
   title: Orders Latest
diff --git a/tests/fixtures/lint/valid_datacontract_references.yaml b/tests/fixtures/lint/valid_datacontract_references.yaml
index e057bcc7e..f6711002e 100644
--- a/tests/fixtures/lint/valid_datacontract_references.yaml
+++ b/tests/fixtures/lint/valid_datacontract_references.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:orders-latest
 info:
   title: Orders Latest
diff --git a/tests/fixtures/local-delta/datacontract.yaml b/tests/fixtures/local-delta/datacontract.yaml
index dff6f7dca..e61069858 100644
--- a/tests/fixtures/local-delta/datacontract.yaml
+++ b/tests/fixtures/local-delta/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/local-json-complex/datacontract.yaml b/tests/fixtures/local-json-complex/datacontract.yaml
index 75339c457..aa628b6c9 100644
--- a/tests/fixtures/local-json-complex/datacontract.yaml
+++ b/tests/fixtures/local-json-complex/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: jsonschema-complex-data
 info:
   title: sts data
diff --git a/tests/fixtures/local-json-nd/datacontract.yaml b/tests/fixtures/local-json-nd/datacontract.yaml
index 15bad9df9..d25821d30 100644
--- a/tests/fixtures/local-json-nd/datacontract.yaml
+++ b/tests/fixtures/local-json-nd/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-local
 info:
   title: My Data Contract Local
diff --git a/tests/fixtures/local-json/datacontract.yaml b/tests/fixtures/local-json/datacontract.yaml
index 77992e3f9..35bc20af3 100644
--- a/tests/fixtures/local-json/datacontract.yaml
+++ b/tests/fixtures/local-json/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: "61111-0002"
 info:
   title: "Verbraucherpreisindex: Deutschland, Monate"
diff --git a/tests/fixtures/markdown/export/datacontract.yaml b/tests/fixtures/markdown/export/datacontract.yaml
index 81b477936..f2137479a 100644
--- a/tests/fixtures/markdown/export/datacontract.yaml
+++ b/tests/fixtures/markdown/export/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:orders-latest
 info:
   title: Orders Latest
diff --git a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml b/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
index c5d1dc0af..81ffb2aad 100644
--- a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
+++ b/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: 6aeafdc1-ed62-4c8f-bf0a-da1061c98cdb
 info:
   title: ''
diff --git a/tests/fixtures/odcs_v3/full-example.datacontract.yml b/tests/fixtures/odcs_v3/full-example.datacontract.yml
index b856c98d9..a96eb4cf7 100644
--- a/tests/fixtures/odcs_v3/full-example.datacontract.yml
+++ b/tests/fixtures/odcs_v3/full-example.datacontract.yml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: 53581432-6c55-4ba2-a65f-72344a91553a
 info:
   title: ''
@@ -61,7 +61,8 @@ models:
         classification: public
         quality:
           - type: library
-            rule: nullCheck
+            metric: nullValues
+            mustBe: 0
             description: column should not contain null values
             dimension: completeness
             severity: error
@@ -84,7 +85,8 @@ models:
     quality:
     - type: library
       description: Ensure row count is within expected volume range
-      rule: countCheck
+      metric: rowCount
+      mustBeGreaterThan: 1000
       dimension: completeness
       method: reconciliation
       severity: error
diff --git a/tests/fixtures/odcs_v3/full-example.odcs.yaml b/tests/fixtures/odcs_v3/full-example.odcs.yaml
index b0dcf5649..35d1a03bd 100644
--- a/tests/fixtures/odcs_v3/full-example.odcs.yaml
+++ b/tests/fixtures/odcs_v3/full-example.odcs.yaml
@@ -96,7 +96,8 @@ schema:
             type: implementation
         encryptedName: rcvr_cntry_code_encrypted
         quality:
-          - rule: nullCheck
+          - rule: nullValues
+            mustBe: 0
             description: column should not contain null values
             dimension: completeness # dropdown 7 values
             type: library
@@ -112,7 +113,8 @@ schema:
               - property: COMPARISON_TYPE
                 value: Greater than
     quality:
-      - rule: countCheck
+      - rule: rowCount
+        mustBeGreaterThan: 1000
         type: library
         description: Ensure row count is within expected volume range
         dimension: completeness
diff --git a/tests/fixtures/parquet/datacontract.yaml b/tests/fixtures/parquet/datacontract.yaml
index fbddb7b2b..dcad0970c 100644
--- a/tests/fixtures/parquet/datacontract.yaml
+++ b/tests/fixtures/parquet/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: combined-unit-test
 info:
   title: Combined Unit Test
diff --git a/tests/fixtures/parquet/datacontract_array.yaml b/tests/fixtures/parquet/datacontract_array.yaml
index 8e39f50e7..9e26aeb3f 100644
--- a/tests/fixtures/parquet/datacontract_array.yaml
+++ b/tests/fixtures/parquet/datacontract_array.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: array-unit-test
 info:
   title: Array Unit Test
diff --git a/tests/fixtures/parquet/datacontract_bigint.yaml b/tests/fixtures/parquet/datacontract_bigint.yaml
index 469e09931..090d5bbab 100644
--- a/tests/fixtures/parquet/datacontract_bigint.yaml
+++ b/tests/fixtures/parquet/datacontract_bigint.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: bigint-unit-test
 info:
   title: BigInt Unit Test
diff --git a/tests/fixtures/parquet/datacontract_binary.yaml b/tests/fixtures/parquet/datacontract_binary.yaml
index 0f8c995ba..a5db4b227 100644
--- a/tests/fixtures/parquet/datacontract_binary.yaml
+++ b/tests/fixtures/parquet/datacontract_binary.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: blob-unit-test
 info:
   title: Blob Unit Test
diff --git a/tests/fixtures/parquet/datacontract_boolean.yaml b/tests/fixtures/parquet/datacontract_boolean.yaml
index e0f1672f6..432c2f53a 100644
--- a/tests/fixtures/parquet/datacontract_boolean.yaml
+++ b/tests/fixtures/parquet/datacontract_boolean.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: boolean-unit-test
 info:
   title: Boolean Unit Test
diff --git a/tests/fixtures/parquet/datacontract_date.yaml b/tests/fixtures/parquet/datacontract_date.yaml
index 2ef52a1d7..ba7af6e56 100644
--- a/tests/fixtures/parquet/datacontract_date.yaml
+++ b/tests/fixtures/parquet/datacontract_date.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: date-unit-test
 info:
   title: Date Unit Test
diff --git a/tests/fixtures/parquet/datacontract_decimal.yaml b/tests/fixtures/parquet/datacontract_decimal.yaml
index 08d046297..409ef9001 100644
--- a/tests/fixtures/parquet/datacontract_decimal.yaml
+++ b/tests/fixtures/parquet/datacontract_decimal.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/parquet/datacontract_double.yaml b/tests/fixtures/parquet/datacontract_double.yaml
index 0df75d629..e8016c7cf 100644
--- a/tests/fixtures/parquet/datacontract_double.yaml
+++ b/tests/fixtures/parquet/datacontract_double.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: double-unit-test
 info:
   title: Double Unit Test
diff --git a/tests/fixtures/parquet/datacontract_float.yaml b/tests/fixtures/parquet/datacontract_float.yaml
index d9bee4c21..724ab6cf0 100644
--- a/tests/fixtures/parquet/datacontract_float.yaml
+++ b/tests/fixtures/parquet/datacontract_float.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: float-unit-test
 info:
   title: Float Unit Test
diff --git a/tests/fixtures/parquet/datacontract_integer.yaml b/tests/fixtures/parquet/datacontract_integer.yaml
index 347c9be8a..22a54562b 100644
--- a/tests/fixtures/parquet/datacontract_integer.yaml
+++ b/tests/fixtures/parquet/datacontract_integer.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: integer-unit-test
 info:
   title: Integer Unit Test
diff --git a/tests/fixtures/parquet/datacontract_invalid.yaml b/tests/fixtures/parquet/datacontract_invalid.yaml
index 1c2befc18..b4f514f6e 100644
--- a/tests/fixtures/parquet/datacontract_invalid.yaml
+++ b/tests/fixtures/parquet/datacontract_invalid.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders-unit-test
 info:
   title: Orders Unit Test
diff --git a/tests/fixtures/parquet/datacontract_map.yaml b/tests/fixtures/parquet/datacontract_map.yaml
index 54b5856db..89e5eb0d0 100644
--- a/tests/fixtures/parquet/datacontract_map.yaml
+++ b/tests/fixtures/parquet/datacontract_map.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: map-unit-test
 info:
   title: Map Unit Test
diff --git a/tests/fixtures/parquet/datacontract_string.yaml b/tests/fixtures/parquet/datacontract_string.yaml
index 78eea8721..082362d59 100644
--- a/tests/fixtures/parquet/datacontract_string.yaml
+++ b/tests/fixtures/parquet/datacontract_string.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: string-unit-test
 info:
   title: String Unit Test
diff --git a/tests/fixtures/parquet/datacontract_struct.yaml b/tests/fixtures/parquet/datacontract_struct.yaml
index ab3a91541..5d4dd7383 100644
--- a/tests/fixtures/parquet/datacontract_struct.yaml
+++ b/tests/fixtures/parquet/datacontract_struct.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: struct-unit-test
 info:
   title: Struct Unit Test
diff --git a/tests/fixtures/parquet/datacontract_timestamp.yaml b/tests/fixtures/parquet/datacontract_timestamp.yaml
index f4eeab915..b6f913802 100644
--- a/tests/fixtures/parquet/datacontract_timestamp.yaml
+++ b/tests/fixtures/parquet/datacontract_timestamp.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: iceberg-ingestion
 info:
   title: ingestion to s3/iceberg
diff --git a/tests/fixtures/parquet/datacontract_timestamp_ntz.yaml b/tests/fixtures/parquet/datacontract_timestamp_ntz.yaml
index a380b7a0b..17aae3c97 100644
--- a/tests/fixtures/parquet/datacontract_timestamp_ntz.yaml
+++ b/tests/fixtures/parquet/datacontract_timestamp_ntz.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: parquet-timestamp-ntz-test
 info:
   title: Parquet Timestamp w/o timezone test
diff --git a/tests/fixtures/postgres-export/datacontract.yaml b/tests/fixtures/postgres-export/datacontract.yaml
index 922b40a45..1fd717bd1 100644
--- a/tests/fixtures/postgres-export/datacontract.yaml
+++ b/tests/fixtures/postgres-export/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: postgres
 info:
   title: postgres
diff --git a/tests/fixtures/postgres/datacontract.yaml b/tests/fixtures/postgres/datacontract.yaml
index 2fb030a88..2154cddb8 100644
--- a/tests/fixtures/postgres/datacontract.yaml
+++ b/tests/fixtures/postgres/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: postgres
 info:
   title: postgres
diff --git a/tests/fixtures/postgres/datacontract_case_sensitive.yaml b/tests/fixtures/postgres/datacontract_case_sensitive.yaml
index 9aa0562a5..e2226340d 100644
--- a/tests/fixtures/postgres/datacontract_case_sensitive.yaml
+++ b/tests/fixtures/postgres/datacontract_case_sensitive.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: postgres
 info:
   title: postgres
diff --git a/tests/fixtures/postgres/datacontract_servicelevels.yaml b/tests/fixtures/postgres/datacontract_servicelevels.yaml
index a9fb52fe6..c2e001445 100644
--- a/tests/fixtures/postgres/datacontract_servicelevels.yaml
+++ b/tests/fixtures/postgres/datacontract_servicelevels.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: postgres
 info:
   title: postgres
diff --git a/tests/fixtures/protobuf/datacontract.yaml b/tests/fixtures/protobuf/datacontract.yaml
index 28e95b2fa..eb3f33106 100644
--- a/tests/fixtures/protobuf/datacontract.yaml
+++ b/tests/fixtures/protobuf/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: resolved_alerts
 info:
   contact:
diff --git a/tests/fixtures/quality/datacontract.yaml b/tests/fixtures/quality/datacontract.yaml
index a8e2e54f8..5a44830f8 100644
--- a/tests/fixtures/quality/datacontract.yaml
+++ b/tests/fixtures/quality/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: postgres
 info:
   title: postgres
diff --git a/tests/fixtures/s3-csv/datacontract.yaml b/tests/fixtures/s3-csv/datacontract.yaml
index ab33af6aa..4d6dfaebd 100644
--- a/tests/fixtures/s3-csv/datacontract.yaml
+++ b/tests/fixtures/s3-csv/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: s3-csv
 info:
   title: s30-csv
diff --git a/tests/fixtures/s3-delta/datacontract.yaml b/tests/fixtures/s3-delta/datacontract.yaml
index 89fd4f6f1..d0acef5e5 100644
--- a/tests/fixtures/s3-delta/datacontract.yaml
+++ b/tests/fixtures/s3-delta/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: s3-delta-orders
 info:
   title: S3 Delta Table Test
diff --git a/tests/fixtures/s3-json-complex/datacontract.yaml b/tests/fixtures/s3-json-complex/datacontract.yaml
index 36c6d1592..4b95a284c 100644
--- a/tests/fixtures/s3-json-complex/datacontract.yaml
+++ b/tests/fixtures/s3-json-complex/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: inventory-events
 info:
   title: Inventory Events Feed
diff --git a/tests/fixtures/s3-json-multiple-models/datacontract.yaml b/tests/fixtures/s3-json-multiple-models/datacontract.yaml
index 6f1878068..4347d00b8 100644
--- a/tests/fixtures/s3-json-multiple-models/datacontract.yaml
+++ b/tests/fixtures/s3-json-multiple-models/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:orders-latest
 info:
   title: Orders Latest
diff --git a/tests/fixtures/s3-json-remote/datacontract.yaml b/tests/fixtures/s3-json-remote/datacontract.yaml
index 6bd73100f..4b5e9309c 100644
--- a/tests/fixtures/s3-json-remote/datacontract.yaml
+++ b/tests/fixtures/s3-json-remote/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:orders-latest
 info:
   title: Orders Latest
diff --git a/tests/fixtures/s3-json/datacontract.yaml b/tests/fixtures/s3-json/datacontract.yaml
index 2a6353759..00a3e5781 100644
--- a/tests/fixtures/s3-json/datacontract.yaml
+++ b/tests/fixtures/s3-json/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: inventory-events
 info:
   title: Inventory Events
diff --git a/tests/fixtures/snowflake/datacontract.yaml b/tests/fixtures/snowflake/datacontract.yaml
index fea2ca414..e23bbe1b9 100644
--- a/tests/fixtures/snowflake/datacontract.yaml
+++ b/tests/fixtures/snowflake/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:snowflake_orders_pii_v2
 info:
   title: Orders
diff --git a/tests/fixtures/sodacl/datacontract.yaml b/tests/fixtures/sodacl/datacontract.yaml
index fa8c82305..9cae471a0 100644
--- a/tests/fixtures/sodacl/datacontract.yaml
+++ b/tests/fixtures/sodacl/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:orders-latest
 info:
   title: Orders Latest
diff --git a/tests/fixtures/spark/export/datacontract.yaml b/tests/fixtures/spark/export/datacontract.yaml
index 4bd87ff28..4f8b122c0 100644
--- a/tests/fixtures/spark/export/datacontract.yaml
+++ b/tests/fixtures/spark/export/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: orders
 info:
   title: Orders
diff --git a/tests/fixtures/spark/import/users_datacontract_desc.yml b/tests/fixtures/spark/import/users_datacontract_desc.yml
index 0ffb160b4..d42c8d693 100644
--- a/tests/fixtures/spark/import/users_datacontract_desc.yml
+++ b/tests/fixtures/spark/import/users_datacontract_desc.yml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/spark/import/users_datacontract_no_desc.yml b/tests/fixtures/spark/import/users_datacontract_no_desc.yml
index a79bcfd65..10428cc5f 100644
--- a/tests/fixtures/spark/import/users_datacontract_no_desc.yml
+++ b/tests/fixtures/spark/import/users_datacontract_no_desc.yml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/fixtures/spec/datacontract_aliases.yaml b/tests/fixtures/spec/datacontract_aliases.yaml
index 2935ba6f8..a4c9cbb47 100644
--- a/tests/fixtures/spec/datacontract_aliases.yaml
+++ b/tests/fixtures/spec/datacontract_aliases.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: "123"
 info:
   title: "Test"
diff --git a/tests/fixtures/spec/datacontract_fields_field.yaml b/tests/fixtures/spec/datacontract_fields_field.yaml
index 627f785b0..0a8f5aa32 100644
--- a/tests/fixtures/spec/datacontract_fields_field.yaml
+++ b/tests/fixtures/spec/datacontract_fields_field.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: "123"
 info:
   title: "Test"
diff --git a/tests/fixtures/sqlserver/datacontract.yaml b/tests/fixtures/sqlserver/datacontract.yaml
index 9713bb6c0..d8f7db72d 100644
--- a/tests/fixtures/sqlserver/datacontract.yaml
+++ b/tests/fixtures/sqlserver/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: sqlserver
 info:
   title: sqlserver
diff --git a/tests/fixtures/trino/datacontract.yaml b/tests/fixtures/trino/datacontract.yaml
index 551eebe44..9eeddbdfa 100644
--- a/tests/fixtures/trino/datacontract.yaml
+++ b/tests/fixtures/trino/datacontract.yaml
@@ -1,4 +1,4 @@
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: trino
 info:
   title: trino
diff --git a/tests/test_duckdb_json.py b/tests/test_duckdb_json.py
index f8bf4c182..01a07c943 100644
--- a/tests/test_duckdb_json.py
+++ b/tests/test_duckdb_json.py
@@ -5,7 +5,7 @@
 
 def test_nested_json():
     data_contract_str = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: "61111-0002"
 info:
   title: Sample data of nested types
diff --git a/tests/test_export_complex_data_contract.py b/tests/test_export_complex_data_contract.py
index c58a7ba41..1700ec889 100644
--- a/tests/test_export_complex_data_contract.py
+++ b/tests/test_export_complex_data_contract.py
@@ -9,7 +9,7 @@ def test_export_complex_data_contract():
     """
     data_contract = DataContract(
         data_contract_str="""
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: urn:datacontract:checkout:orders-latest
 info:
   title: Orders Latest
diff --git a/tests/test_export_rdf.py b/tests/test_export_rdf.py
index 12b3589b4..ea1cd03b4 100644
--- a/tests/test_export_rdf.py
+++ b/tests/test_export_rdf.py
@@ -31,12 +31,12 @@ def test_to_rdf():
     file_content = read_file(data_contract_file=data_contract_file)
     data_contract = DataContractSpecification.from_string(file_content)
     expected_rdf = """
-@prefix dc1:  .
-@prefix dcx:  .
+@prefix dc1:  .
+@prefix dcx:  .
 @prefix xsd:  .
 
  a dc1:DataContract ;
-    dc1:dataContractSpecification "1.2.0" ;
+    dc1:dataContractSpecification "1.2.1" ;
     dc1:id "orders-unit-test" ;
     dc1:info [ a dc1:Info ;
             dc1:contact [ a dc1:Contact ;
@@ -98,12 +98,12 @@ def test_to_rdf_complex():
     data_contract = DataContractSpecification.from_string(file_content)
     expected_rdf = """
 @base  .
-@prefix dc1:  .
-@prefix dcx:  .
+@prefix dc1:  .
+@prefix dcx:  .
 @prefix xsd:  .
 
  a dc1:DataContract ;
-    dc1:dataContractSpecification "1.2.0" ;
+    dc1:dataContractSpecification "1.2.1" ;
     dc1:example [ a dc1:Example ;
             dc1:data \"\"\"order_id,order_timestamp,order_total
 "1001","2023-09-09T08:30:00Z",2500
diff --git a/tests/test_export_sodacl.py b/tests/test_export_sodacl.py
index 9777fa602..c34fcf1ab 100644
--- a/tests/test_export_sodacl.py
+++ b/tests/test_export_sodacl.py
@@ -6,7 +6,7 @@
 
 def test_export_sodacl():
     data_contract_specification_str = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 models:
   orders:
     description: test
diff --git a/tests/test_import_avro.py b/tests/test_import_avro.py
index 6bab7a8a9..af68bfda2 100644
--- a/tests/test_import_avro.py
+++ b/tests/test_import_avro.py
@@ -26,7 +26,7 @@ def test_import_avro_schema():
     result = DataContract().import_from_source("avro", "fixtures/avro/data/orders.avsc")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
@@ -123,7 +123,7 @@ def test_import_avro_arrays_of_records_and_nested_arrays():
     result = DataContract().import_from_source("avro", "fixtures/avro/data/arrays.avsc")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
@@ -174,7 +174,7 @@ def test_import_avro_nested_records():
     result = DataContract().import_from_source("avro", "fixtures/avro/data/nested.avsc")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
@@ -203,7 +203,7 @@ def test_import_avro_nested_records_with_arrays():
     result = DataContract().import_from_source("avro", "fixtures/avro/data/nested_with_arrays.avsc")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
@@ -269,7 +269,7 @@ def test_import_avro_logical_types():
     result = DataContract().import_from_source("avro", "fixtures/avro/data/logical_types.avsc")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
@@ -320,7 +320,7 @@ def test_import_avro_optional_enum():
     result = DataContract().import_from_source("avro", "fixtures/avro/data/optional_enum.avsc")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/test_import_csv.py b/tests/test_import_csv.py
index 10a7ea22e..76138b941 100644
--- a/tests/test_import_csv.py
+++ b/tests/test_import_csv.py
@@ -37,7 +37,7 @@ def test_import_csv():
     for k in model.fields.keys():
         model.fields[k].examples = None
 
-    expected = f"""dataContractSpecification: 1.2.0
+    expected = f"""dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/test_import_dbt.py b/tests/test_import_dbt.py
index 69aad96d8..89cf8d9a6 100644
--- a/tests/test_import_dbt.py
+++ b/tests/test_import_dbt.py
@@ -70,7 +70,7 @@ def test_import_dbt_manifest():
     result = DataContract().import_from_source("dbt", dbt_manifest)
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: jaffle_shop
@@ -234,7 +234,7 @@ def test_import_dbt_manifest_bigquery():
     result = DataContract().import_from_source("dbt", dbt_manifest_bigquery)
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: jaffle_shop
@@ -398,7 +398,7 @@ def test_import_dbt_manifest_with_filter_and_empty_columns():
     result = DataContract().import_from_source("dbt", dbt_manifest_empty_columns, dbt_model=["customers"])
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: jaffle_shop
@@ -420,7 +420,7 @@ def test_import_dbt_manifest_with_filter():
     result = DataContract().import_from_source("dbt", dbt_manifest, dbt_model=["customers"])
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: jaffle_shop
diff --git a/tests/test_import_iceberg.py b/tests/test_import_iceberg.py
index 27b1d4336..5ee3adab6 100644
--- a/tests/test_import_iceberg.py
+++ b/tests/test_import_iceberg.py
@@ -8,7 +8,7 @@
 from datacontract.model.exceptions import DataContractException
 
 expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/test_import_parquet.py b/tests/test_import_parquet.py
index 59a735aa6..67de4aa1e 100644
--- a/tests/test_import_parquet.py
+++ b/tests/test_import_parquet.py
@@ -24,7 +24,7 @@ def test_cli():
 def test_import_parquet():
     result = DataContract().import_from_source(format="parquet", source=parquet_file_path)
 
-    expected = """dataContractSpecification: 1.2.0
+    expected = """dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/test_import_protobuf.py b/tests/test_import_protobuf.py
index 384f12253..7bdece2d3 100644
--- a/tests/test_import_protobuf.py
+++ b/tests/test_import_protobuf.py
@@ -27,7 +27,7 @@ def test_cli():
 def test_import_protobuf():
     result = DataContract().import_from_source("protobuf", protobuf_file_path)
 
-    expected = """dataContractSpecification: 1.2.0
+    expected = """dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/test_import_sql_postgres.py b/tests/test_import_sql_postgres.py
index 8f699fe74..8552648d2 100644
--- a/tests/test_import_sql_postgres.py
+++ b/tests/test_import_sql_postgres.py
@@ -29,7 +29,7 @@ def test_import_sql_postgres():
     result = DataContract().import_from_source("sql", sql_file_path, dialect="postgres")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
@@ -67,7 +67,7 @@ def test_import_sql_constraints():
     result = DataContract().import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/test_import_sql_sqlserver.py b/tests/test_import_sql_sqlserver.py
index 8fe7b0a3d..8923153ac 100644
--- a/tests/test_import_sql_sqlserver.py
+++ b/tests/test_import_sql_sqlserver.py
@@ -9,7 +9,7 @@ def test_import_sql_sqlserver():
     result = DataContract().import_from_source("sql", sql_file_path, dialect="sqlserver")
 
     expected = """
-dataContractSpecification: 1.2.0
+dataContractSpecification: 1.2.1
 id: my-data-contract-id
 info:
   title: My Data Contract
diff --git a/tests/test_resolve.py b/tests/test_resolve.py
index 438fc36e9..7c3650da5 100644
--- a/tests/test_resolve.py
+++ b/tests/test_resolve.py
@@ -8,7 +8,7 @@
 def test_resolve_data_contract_simple_definition():
     datacontract = resolve_data_contract(
         data_contract_str="""
-    dataContractSpecification: 1.2.0
+    dataContractSpecification: 1.2.1
     id: my-id
     info:
       title: My Title
@@ -31,7 +31,7 @@ def test_resolve_data_contract_simple_definition():
 def test_resolve_data_contract_complex_definition():
     datacontract = resolve_data_contract(
         data_contract_str="""
-    dataContractSpecification: 1.2.0
+    dataContractSpecification: 1.2.1
     id: my-id
     info:
       title: My Title
@@ -57,7 +57,7 @@ def test_resolve_data_contract_complex_definition():
 def test_resolve_data_contract_array_definition():
     datacontract = resolve_data_contract(
         data_contract_str="""
-    dataContractSpecification: 1.2.0
+    dataContractSpecification: 1.2.1
     id: my-id
     info:
       title: My Title
@@ -87,7 +87,7 @@ def test_resolve_data_contract_array_definition():
 def test_resolve_data_contract_nested_definition():
     datacontract = resolve_data_contract(
         data_contract_str="""
-    dataContractSpecification: 1.2.0
+    dataContractSpecification: 1.2.1
     id: my-id
     info:
       title: My Title
@@ -124,7 +124,7 @@ def test_resolve_data_contract_simple_definition_file():
 
         datacontract = resolve_data_contract(
             data_contract_str=f"""
-        dataContractSpecification: 1.2.0
+        dataContractSpecification: 1.2.1
         id: my-id
         info:
           title: My Title
@@ -155,7 +155,7 @@ def test_resolve_data_contract_complex_definition_file():
 
         datacontract = resolve_data_contract(
             data_contract_str=f"""
-        dataContractSpecification: 1.2.0
+        dataContractSpecification: 1.2.1
         id: my-id
         info:
           title: My Title
@@ -192,7 +192,7 @@ def test_resolve_data_contract_relative_refrence():
 
         datacontract = resolve_data_contract(
             data_contract_str=f"""
-        dataContractSpecification: 1.2.0
+        dataContractSpecification: 1.2.1
         id: my-id
         info:
           title: My Title

From 2b2b473e52b30429e13315513ca206f9655d76cb Mon Sep 17 00:00:00 2001
From: jochen 
Date: Wed, 24 Sep 2025 19:41:39 +0200
Subject: [PATCH 007/150] chore: update dataContractSpecification to version
 1.2.1

---
 CHANGELOG.md                                  |    5 +
 .../schemas/datacontract-1.2.1.init.yaml      |   91 +
 .../schemas/datacontract-1.2.1.schema.json    | 2058 ++++++++++++++
 datacontract/schemas/odcs-3.0.2.schema.json   | 2382 +++++++++++++++++
 4 files changed, 4536 insertions(+)
 create mode 100644 datacontract/schemas/datacontract-1.2.1.init.yaml
 create mode 100644 datacontract/schemas/datacontract-1.2.1.schema.json
 create mode 100644 datacontract/schemas/odcs-3.0.2.schema.json

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3fdc2e7df..fb02a322c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Added
+
+- Support for Data Contract Specification v1.2.1 (Data Quality Metrics)
+
+
 ## [0.10.35] - 2025-08-25
 
 ### Added
diff --git a/datacontract/schemas/datacontract-1.2.1.init.yaml b/datacontract/schemas/datacontract-1.2.1.init.yaml
new file mode 100644
index 000000000..29baf9bf8
--- /dev/null
+++ b/datacontract/schemas/datacontract-1.2.1.init.yaml
@@ -0,0 +1,91 @@
+dataContractSpecification: 1.2.1
+id: my-data-contract-id
+info:
+  title: My Data Contract
+  version: 0.0.1
+#  description:
+#  owner:
+#  contact:
+#    name:
+#    url:
+#    email:
+
+
+### servers
+
+#servers:
+#  production:
+#    type: s3
+#    location: s3://
+#    format: parquet
+#    delimiter: new_line
+
+### terms
+
+#terms:
+#  usage:
+#  limitations:
+#  billing:
+#  noticePeriod:
+
+
+### models
+
+# models:
+#   my_model:
+#     description:
+#     type:
+#     fields:
+#       my_field:
+#         type:
+#         description:
+
+
+### definitions
+
+# definitions:
+#   my_field:
+#     domain:
+#     name:
+#     title:
+#     type:
+#     description:
+#     example:
+#     pii:
+#     classification:
+
+
+### servicelevels
+
+#servicelevels:
+#  availability:
+#    description: The server is available during support hours
+#    percentage: 99.9%
+#  retention:
+#    description: Data is retained for one year because!
+#    period: P1Y
+#    unlimited: false
+#  latency:
+#    description: Data is available within 25 hours after the order was placed
+#    threshold: 25h
+#    sourceTimestampField: orders.order_timestamp
+#    processedTimestampField: orders.processed_timestamp
+#  freshness:
+#    description: The age of the youngest row in a table.
+#    threshold: 25h
+#    timestampField: orders.order_timestamp
+#  frequency:
+#    description: Data is delivered once a day
+#    type: batch # or streaming
+#    interval: daily # for batch, either or cron
+#    cron: 0 0 * * * # for batch, either or interval
+#  support:
+#    description: The data is available during typical business hours at headquarters
+#    time: 9am to 5pm in EST on business days
+#    responseTime: 1h
+#  backup:
+#    description: Data is backed up once a week, every Sunday at 0:00 UTC.
+#    interval: weekly
+#    cron: 0 0 * * 0
+#    recoveryTime: 24 hours
+#    recoveryPoint: 1 week
diff --git a/datacontract/schemas/datacontract-1.2.1.schema.json b/datacontract/schemas/datacontract-1.2.1.schema.json
new file mode 100644
index 000000000..b888b1e9c
--- /dev/null
+++ b/datacontract/schemas/datacontract-1.2.1.schema.json
@@ -0,0 +1,2058 @@
+{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "type": "object",
+  "title": "DataContractSpecification",
+  "properties": {
+    "dataContractSpecification": {
+      "type": "string",
+      "title": "DataContractSpecificationVersion",
+      "enum": [
+        "1.2.1",
+        "1.2.0",
+        "1.1.0",
+        "0.9.3",
+        "0.9.2",
+        "0.9.1",
+        "0.9.0"
+      ],
+      "description": "Specifies the Data Contract Specification being used."
+    },
+    "id": {
+      "type": "string",
+      "description": "Specifies the identifier of the data contract."
+    },
+    "info": {
+      "type": "object",
+      "properties": {
+        "title": {
+          "type": "string",
+          "description": "The title of the data contract."
+        },
+        "version": {
+          "type": "string",
+          "description": "The version of the data contract document (which is distinct from the Data Contract Specification version or the Data Product implementation version)."
+        },
+        "status": {
+          "type": "string",
+          "description": "The status of the data contract. Can be proposed, in development, active, retired.",
+          "examples": [
+            "proposed",
+            "in development",
+            "active",
+            "deprecated",
+            "retired"
+          ]
+        },
+        "description": {
+          "type": "string",
+          "description": "A description of the data contract."
+        },
+        "owner": {
+          "type": "string",
+          "description": "The owner or team responsible for managing the data contract and providing the data."
+        },
+        "contact": {
+          "type": "object",
+          "properties": {
+            "name": {
+              "type": "string",
+              "description": "The identifying name of the contact person/organization."
+            },
+            "url": {
+              "type": "string",
+              "format": "uri",
+              "description": "The URL pointing to the contact information. This MUST be in the form of a URL."
+            },
+            "email": {
+              "type": "string",
+              "format": "email",
+              "description": "The email address of the contact person/organization. This MUST be in the form of an email address."
+            }
+          },
+          "description": "Contact information for the data contract.",
+          "additionalProperties": true
+        }
+      },
+      "additionalProperties": true,
+      "required": [
+        "title",
+        "version"
+      ],
+      "description": "Metadata and life cycle information about the data contract."
+    },
+    "servers": {
+      "type": "object",
+      "description": "Information about the servers.",
+      "additionalProperties": {
+        "$ref": "#/$defs/BaseServer",
+        "allOf": [
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "bigquery"
+                }
+              }
+            },
+            "then": {
+              "$ref": "#/$defs/BigQueryServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "postgres"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/PostgresServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "s3"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/S3Server"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "sftp"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/SftpServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "redshift"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/RedshiftServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "azure"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/AzureServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "sqlserver"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/SqlserverServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "snowflake"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/SnowflakeServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "databricks"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/DatabricksServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "dataframe"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/DataframeServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "glue"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/GlueServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "postgres"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/PostgresServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "oracle"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/OracleServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "kafka"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/KafkaServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "pubsub"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/PubSubServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "kinesis"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/KinesisDataStreamsServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "trino"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/TrinoServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "clickhouse"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/ClickhouseServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "local"
+                }
+              },
+              "required": [
+                "type"
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/LocalServer"
+            }
+          }
+        ]
+      }
+    },
+    "terms": {
+      "type": "object",
+      "description": "The terms and conditions of the data contract.",
+      "properties": {
+        "usage": {
+          "type": "string",
+          "description": "The usage describes the way the data is expected to be used. Can contain business and technical information."
+        },
+        "limitations": {
+          "type": "string",
+          "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for."
+        },
+        "policies": {
+          "type": "array",
+          "items": {
+            "type": "object",
+            "properties": {
+              "type": {
+                "type": "string",
+                "description": "The type of the policy.",
+                "examples": [
+                  "privacy",
+                  "security",
+                  "retention",
+                  "compliance"
+                ]
+              },
+              "description": {
+                "type": "string",
+                "description": "A description of the policy."
+              },
+              "url": {
+                "type": "string",
+                "format": "uri",
+                "description": "A URL to the policy document."
+              }
+            },
+            "additionalProperties": true
+          },
+          "description": "The limitations describe the restrictions on how the data can be used, can be technical or restrictions on what the data may not be used for."
+        },
+        "billing": {
+          "type": "string",
+          "description": "The billing describes the pricing model for using the data, such as whether it's free, having a monthly fee, or metered pay-per-use."
+        },
+        "noticePeriod": {
+          "type": "string",
+          "description": "The period of time that must be given by either party to terminate or modify a data usage agreement. Uses ISO-8601 period format, e.g., 'P3M' for a period of three months."
+        }
+      },
+      "additionalProperties": true
+    },
+    "models": {
+      "description": "Specifies the logical data model. Use the models name (e.g., the table name) as the key.",
+      "type": "object",
+      "minProperties": 1,
+      "propertyNames": {
+        "pattern": "^[a-zA-Z0-9_-]+$"
+      },
+      "additionalProperties": {
+        "type": "object",
+        "title": "Model",
+        "properties": {
+          "description": {
+            "type": "string"
+          },
+          "type": {
+            "description": "The type of the model. Examples: table, view, object. Default: table.",
+            "type": "string",
+            "title": "ModelType",
+            "default": "table",
+            "enum": [
+              "table",
+              "view",
+              "object"
+            ]
+          },
+          "title": {
+            "type": "string",
+            "description": "An optional string providing a human readable name for the model. Especially useful if the model name is cryptic or contains abbreviations.",
+            "examples": [
+              "Purchase Orders",
+              "Air Shipments"
+            ]
+          },
+          "fields": {
+            "description": "Specifies a field in the data model. Use the field name (e.g., the column name) as the key.",
+            "type": "object",
+            "additionalProperties": {
+              "type": "object",
+              "title": "Field",
+              "properties": {
+                "description": {
+                  "type": "string",
+                  "description": "An optional string describing the semantic of the data in this field."
+                },
+                "title": {
+                  "type": "string",
+                  "description": "An optional string providing a human readable name for the field. Especially useful if the field name is cryptic or contains abbreviations."
+                },
+                "type": {
+                  "$ref": "#/$defs/FieldType"
+                },
+                "required": {
+                  "type": "boolean",
+                  "default": false,
+                  "description": "An indication, if this field must contain a value and may not be null."
+                },
+                "fields": {
+                  "description": "The nested fields (e.g. columns) of the object, record, or struct.",
+                  "type": "object",
+                  "additionalProperties": {
+                    "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+                  }
+                },
+                "items": {
+                  "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+                },
+                "keys": {
+                  "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+                },
+                "values": {
+                  "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+                },
+                "primary": {
+                  "type": "boolean",
+                  "deprecationMessage": "Use the primaryKey field instead."
+                },
+                "primaryKey": {
+                  "type": "boolean",
+                  "default": false,
+                  "description": "If this field is a primary key."
+                },
+                "references": {
+                  "type": "string",
+                  "description": "The reference to a field in another model. E.g. use 'orders.order_id' to reference the order_id field of the model orders. Think of defining a foreign key relationship.",
+                  "examples": [
+                    "orders.order_id",
+                    "model.nested_field.field"
+                  ]
+                },
+                "unique": {
+                  "type": "boolean",
+                  "default": false,
+                  "description": "An indication, if the value must be unique within the model."
+                },
+                "enum": {
+                  "type": "array",
+                  "items": {
+                    "type": "string"
+                  },
+                  "uniqueItems": true,
+                  "description": "A value must be equal to one of the elements in this array value. Only evaluated if the value is not null."
+                },
+                "minLength": {
+                  "type": "integer",
+                  "description": "A value must greater than, or equal to, the value of this. Only applies to string types."
+                },
+                "maxLength": {
+                  "type": "integer",
+                  "description": "A value must less than, or equal to, the value of this. Only applies to string types."
+                },
+                "format": {
+                  "type": "string",
+                  "description": "A specific format the value must comply with (e.g., 'email', 'uri', 'uuid').",
+                  "examples": [
+                    "email",
+                    "uri",
+                    "uuid"
+                  ]
+                },
+                "precision": {
+                  "type": "number",
+                  "examples": [
+                    38
+                  ],
+                  "description": "The maximum number of digits in a number. Only applies to numeric values. Defaults to 38."
+                },
+                "scale": {
+                  "type": "number",
+                  "examples": [
+                    0
+                  ],
+                  "description": "The maximum number of decimal places in a number. Only applies to numeric values. Defaults to 0."
+                },
+                "pattern": {
+                  "type": "string",
+                  "description": "A regular expression the value must match. Only applies to string types.",
+                  "examples": [
+                    "^[a-zA-Z0-9_-]+$"
+                  ]
+                },
+                "minimum": {
+                  "type": "number",
+                  "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+                },
+                "exclusiveMinimum": {
+                  "type": "number",
+                  "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+                },
+                "maximum": {
+                  "type": "number",
+                  "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+                },
+                "exclusiveMaximum": {
+                  "type": "number",
+                  "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+                },
+                "example": {
+                  "type": "string",
+                  "description": "An example value for this field.",
+                  "deprecationMessage": "Use the examples field instead."
+                },
+                "examples": {
+                  "type": "array",
+                  "description": "A examples value for this field."
+                },
+                "pii": {
+                  "type": "boolean",
+                  "description": "An indication, if this field contains Personal Identifiable Information (PII)."
+                },
+                "classification": {
+                  "type": "string",
+                  "description": "The data class defining the sensitivity level for this field, according to the organization's classification scheme.",
+                  "examples": [
+                    "sensitive",
+                    "restricted",
+                    "internal",
+                    "public"
+                  ]
+                },
+                "tags": {
+                  "type": "array",
+                  "items": {
+                    "type": "string"
+                  },
+                  "description": "Custom metadata to provide additional context."
+                },
+                "links": {
+                  "type": "object",
+                  "description": "Links to external resources.",
+                  "minProperties": 1,
+                  "propertyNames": {
+                    "pattern": "^[a-zA-Z0-9_-]+$"
+                  },
+                  "additionalProperties": {
+                    "type": "string",
+                    "title": "Link",
+                    "description": "A URL to an external resource.",
+                    "format": "uri",
+                    "examples": [
+                      "https://example.com"
+                    ]
+                  }
+                },
+                "$ref": {
+                  "type": "string",
+                  "description": "A reference URI to a definition in the specification, internally or externally. Properties will be inherited from the definition."
+                },
+                "quality": {
+                  "type": "array",
+                  "items": {
+                    "$ref": "#/$defs/Quality"
+                  }
+                },
+                "lineage": {
+                  "$ref": "#/$defs/Lineage"
+                },
+                "config": {
+                  "type": "object",
+                  "description": "Additional metadata for field configuration.",
+                  "additionalProperties": {
+                    "type": [
+                      "string",
+                      "number",
+                      "boolean",
+                      "object",
+                      "array",
+                      "null"
+                    ]
+                  },
+                  "properties": {
+                    "avroType": {
+                      "type": "string",
+                      "description": "Specify the field type to use when exporting the data model to Apache Avro."
+                    },
+                    "avroLogicalType": {
+                      "type": "string",
+                      "description": "Specify the logical field type to use when exporting the data model to Apache Avro."
+                    },
+                    "bigqueryType": {
+                      "type": "string",
+                      "description": "Specify the physical column type that is used in a BigQuery table, e.g., `NUMERIC(5, 2)`."
+                    },
+                    "snowflakeType": {
+                      "type": "string",
+                      "description": "Specify the physical column type that is used in a Snowflake table, e.g., `TIMESTAMP_LTZ`."
+                    },
+                    "redshiftType": {
+                      "type": "string",
+                      "description": "Specify the physical column type that is used in a Redshift table, e.g., `SMALLINT`."
+                    },
+                    "sqlserverType": {
+                      "type": "string",
+                      "description": "Specify the physical column type that is used in a SQL Server table, e.g., `DATETIME2`."
+                    },
+                    "databricksType": {
+                      "type": "string",
+                      "description": "Specify the physical column type that is used in a Databricks Unity Catalog table."
+                    },
+                    "glueType": {
+                      "type": "string",
+                      "description": "Specify the physical column type that is used in an AWS Glue Data Catalog table."
+                    }
+                  }
+                }
+              }
+            }
+          },
+          "primaryKey": {
+            "type": "array",
+            "items": {
+              "type": "string"
+            },
+            "description": "The compound primary key of the model."
+          },
+          "quality": {
+            "type": "array",
+            "items": {
+              "$ref": "#/$defs/Quality"
+            }
+          },
+          "examples": {
+            "type": "array"
+          },
+          "additionalFields": {
+            "type": "boolean",
+            "description": " Specify, if the model can have additional fields that are not defined in the contract.                            ",
+            "default": false
+          },
+          "config": {
+            "type": "object",
+            "description": "Additional metadata for model configuration.",
+            "additionalProperties": {
+              "type": [
+                "string",
+                "number",
+                "boolean",
+                "object",
+                "array",
+                "null"
+              ]
+            },
+            "properties": {
+              "avroNamespace": {
+                "type": "string",
+                "description": "The namespace to use when importing and exporting the data model from / to Apache Avro."
+              }
+            }
+          }
+        }
+      }
+    },
+    "definitions": {
+      "description": "Clear and concise explanations of syntax, semantic, and classification of business objects in a given domain.",
+      "type": "object",
+      "propertyNames": {
+        "pattern": "^[a-zA-Z0-9/_-]+$"
+      },
+      "additionalProperties": {
+        "type": "object",
+        "title": "Definition",
+        "properties": {
+          "domain": {
+            "type": "string",
+            "description": "The domain in which this definition is valid.",
+            "default": "global",
+            "deprecationMessage": "This field is deprecated. Encode the domain into the ID using slashes."
+          },
+          "name": {
+            "type": "string",
+            "description": "The technical name of this definition.",
+            "deprecationMessage": "This field is deprecated. Encode the name into the ID using slashes."
+          },
+          "title": {
+            "type": "string",
+            "description": "The business name of this definition."
+          },
+          "description": {
+            "type": "string",
+            "description": "Clear and concise explanations related to the domain."
+          },
+          "type": {
+            "$ref": "#/$defs/FieldType"
+          },
+          "fields": {
+            "description": "The nested fields (e.g. columns) of the object, record, or struct.",
+            "type": "object",
+            "additionalProperties": {
+              "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+            }
+          },
+          "items": {
+            "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+          },
+          "keys": {
+            "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+          },
+          "values": {
+            "$ref": "#/properties/models/additionalProperties/properties/fields/additionalProperties"
+          },
+          "minLength": {
+            "type": "integer",
+            "description": "A value must be greater than or equal to this value. Applies only to string types."
+          },
+          "maxLength": {
+            "type": "integer",
+            "description": "A value must be less than or equal to this value. Applies only to string types."
+          },
+          "format": {
+            "type": "string",
+            "description": "Specific format requirements for the value (e.g., 'email', 'uri', 'uuid')."
+          },
+          "precision": {
+            "type": "integer",
+            "examples": [
+              38
+            ],
+            "description": "The maximum number of digits in a number. Only applies to numeric values. Defaults to 38."
+          },
+          "scale": {
+            "type": "integer",
+            "examples": [
+              0
+            ],
+            "description": "The maximum number of decimal places in a number. Only applies to numeric values. Defaults to 0."
+          },
+          "pattern": {
+            "type": "string",
+            "description": "A regular expression pattern the value must match. Applies only to string types."
+          },
+          "minimum": {
+            "type": "number",
+            "description": "A value of a number must greater than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+          },
+          "exclusiveMinimum": {
+            "type": "number",
+            "description": "A value of a number must greater than the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+          },
+          "maximum": {
+            "type": "number",
+            "description": "A value of a number must less than, or equal to, the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+          },
+          "exclusiveMaximum": {
+            "type": "number",
+            "description": "A value of a number must less than the value of this. Only evaluated if the value is not null. Only applies to numeric values."
+          },
+          "example": {
+            "type": "string",
+            "description": "An example value.",
+            "deprecationMessage": "Use the examples field instead."
+          },
+          "examples": {
+            "type": "array",
+            "description": "Example value."
+          },
+          "pii": {
+            "type": "boolean",
+            "description": "Indicates if the field contains Personal Identifiable Information (PII)."
+          },
+          "classification": {
+            "type": "string",
+            "description": "The data class defining the sensitivity level for this field."
+          },
+          "tags": {
+            "type": "array",
+            "items": {
+              "type": "string"
+            },
+            "description": "Custom metadata to provide additional context."
+          },
+          "links": {
+            "type": "object",
+            "description": "Links to external resources.",
+            "minProperties": 1,
+            "propertyNames": {
+              "pattern": "^[a-zA-Z0-9_-]+$"
+            },
+            "additionalProperties": {
+              "type": "string",
+              "title": "Link",
+              "description": "A URL to an external resource.",
+              "format": "uri",
+              "examples": [
+                "https://example.com"
+              ]
+            }
+          }
+        },
+        "required": [
+          "type"
+        ]
+      }
+    },
+    "servicelevels": {
+      "type": "object",
+      "description": "Specifies the service level agreements for the provided data, including availability, data retention policies, latency requirements, data freshness, update frequency, support availability, and backup policies.",
+      "properties": {
+        "availability": {
+          "type": "object",
+          "description": "Availability refers to the promise or guarantee by the service provider about the uptime of the system that provides the data.",
+          "properties": {
+            "description": {
+              "type": "string",
+              "description": "An optional string describing the availability service level.",
+              "example": "The server is available during support hours"
+            },
+            "percentage": {
+              "type": "string",
+              "description": "An optional string describing the guaranteed uptime in percent (e.g., `99.9%`)",
+              "pattern": "^\\d+(\\.\\d+)?%$",
+              "example": "99.9%"
+            }
+          }
+        },
+        "retention": {
+          "type": "object",
+          "description": "Retention covers the period how long data will be available.",
+          "properties": {
+            "description": {
+              "type": "string",
+              "description": "An optional string describing the retention service level.",
+              "example": "Data is retained for one year."
+            },
+            "period": {
+              "type": "string",
+              "description": "An optional period of time, how long data is available. Supported formats: Simple duration (e.g., `1 year`, `30d`) and ISO 8601 duration (e.g, `P1Y`).",
+              "example": "P1Y"
+            },
+            "unlimited": {
+              "type": "boolean",
+              "description": "An optional indicator that data is kept forever.",
+              "example": false
+            },
+            "timestampField": {
+              "type": "string",
+              "description": "An optional reference to the field that contains the timestamp that the period refers to.",
+              "example": "orders.order_timestamp"
+            }
+          }
+        },
+        "latency": {
+          "type": "object",
+          "description": "Latency refers to the maximum amount of time from the source to its destination.",
+          "properties": {
+            "description": {
+              "type": "string",
+              "description": "An optional string describing the latency service level.",
+              "example": "Data is available within 25 hours after the order was placed."
+            },
+            "threshold": {
+              "type": "string",
+              "description": "An optional maximum duration between the source timestamp and the processed timestamp. Supported formats: Simple duration (e.g., `24 hours`, `5s`) and ISO 8601 duration (e.g, `PT24H`).",
+              "example": "25h"
+            },
+            "sourceTimestampField": {
+              "type": "string",
+              "description": "An optional reference to the field that contains the timestamp when the data was provided at the source.",
+              "example": "orders.order_timestamp"
+            },
+            "processedTimestampField": {
+              "type": "string",
+              "description": "An optional reference to the field that contains the processing timestamp, which denotes when the data is made available to consumers of this data contract.",
+              "example": "orders.processed_timestamp"
+            }
+          }
+        },
+        "freshness": {
+          "type": "object",
+          "description": "The maximum age of the youngest row in a table.",
+          "properties": {
+            "description": {
+              "type": "string",
+              "description": "An optional string describing the freshness service level.",
+              "example": "The age of the youngest row in a table is within 25 hours."
+            },
+            "threshold": {
+              "type": "string",
+              "description": "An optional maximum age of the youngest entry. Supported formats: Simple duration (e.g., `24 hours`, `5s`) and ISO 8601 duration (e.g., `PT24H`).",
+              "example": "25h"
+            },
+            "timestampField": {
+              "type": "string",
+              "description": "An optional reference to the field that contains the timestamp that the threshold refers to.",
+              "example": "orders.order_timestamp"
+            }
+          }
+        },
+        "frequency": {
+          "type": "object",
+          "description": "Frequency describes how often data is updated.",
+          "properties": {
+            "description": {
+              "type": "string",
+              "description": "An optional string describing the frequency service level.",
+              "example": "Data is delivered once a day."
+            },
+            "type": {
+              "type": "string",
+              "enum": [
+                "batch",
+                "micro-batching",
+                "streaming",
+                "manual"
+              ],
+              "description": "The method of data processing.",
+              "example": "batch"
+            },
+            "interval": {
+              "type": "string",
+              "description": "Optional. Only for batch: How often the pipeline is triggered, e.g., `daily`.",
+              "example": "daily"
+            },
+            "cron": {
+              "type": "string",
+              "description": "Optional. Only for batch: A cron expression when the pipelines is triggered. E.g., `0 0 * * *`.",
+              "example": "0 0 * * *"
+            }
+          }
+        },
+        "support": {
+          "type": "object",
+          "description": "Support describes the times when support will be available for contact.",
+          "properties": {
+            "description": {
+              "type": "string",
+              "description": "An optional string describing the support service level.",
+              "example": "The data is available during typical business hours at headquarters."
+            },
+            "time": {
+              "type": "string",
+              "description": "An optional string describing the times when support will be available for contact such as `24/7` or `business hours only`.",
+              "example": "9am to 5pm in EST on business days"
+            },
+            "responseTime": {
+              "type": "string",
+              "description": "An optional string describing the time it takes for the support team to acknowledge a request. This does not mean the issue will be resolved immediately, but it assures users that their request has been received and will be dealt with.",
+              "example": "24 hours"
+            }
+          }
+        },
+        "backup": {
+          "type": "object",
+          "description": "Backup specifies details about data backup procedures.",
+          "properties": {
+            "description": {
+              "type": "string",
+              "description": "An optional string describing the backup service level.",
+              "example": "Data is backed up once a week, every Sunday at 0:00 UTC."
+            },
+            "interval": {
+              "type": "string",
+              "description": "An optional interval that defines how often data will be backed up, e.g., `daily`.",
+              "example": "weekly"
+            },
+            "cron": {
+              "type": "string",
+              "description": "An optional cron expression when data will be backed up, e.g., `0 0 * * *`.",
+              "example": "0 0 * * 0"
+            },
+            "recoveryTime": {
+              "type": "string",
+              "description": "An optional Recovery Time Objective (RTO) specifies the maximum amount of time allowed to restore data from a backup after a failure or loss event (e.g., 4 hours, 24 hours).",
+              "example": "24 hours"
+            },
+            "recoveryPoint": {
+              "type": "string",
+              "description": "An optional Recovery Point Objective (RPO) defines the maximum acceptable age of files that must be recovered from backup storage for normal operations to resume after a disaster or data loss event. This essentially measures how much data you can afford to lose, measured in time (e.g., 4 hours, 24 hours).",
+              "example": "1 week"
+            }
+          }
+        }
+      }
+    },
+    "links": {
+      "type": "object",
+      "description": "Links to external resources.",
+      "minProperties": 1,
+      "propertyNames": {
+        "pattern": "^[a-zA-Z0-9_-]+$"
+      },
+      "additionalProperties": {
+        "type": "string",
+        "title": "Link",
+        "description": "A URL to an external resource.",
+        "format": "uri",
+        "examples": [
+          "https://example.com"
+        ]
+      }
+    },
+    "tags": {
+      "type": "array",
+      "items": {
+        "type": "string",
+        "description": "Tags to facilitate searching and filtering.",
+        "examples": [
+          "databricks",
+          "pii",
+          "sensitive"
+        ]
+      },
+      "description": "Tags to facilitate searching and filtering."
+    }
+  },
+  "required": [
+    "dataContractSpecification",
+    "id",
+    "info"
+  ],
+  "$defs": {
+    "FieldType": {
+      "type": "string",
+      "title": "FieldType",
+      "description": "The logical data type of the field.",
+      "enum": [
+        "number",
+        "decimal",
+        "numeric",
+        "int",
+        "integer",
+        "long",
+        "bigint",
+        "float",
+        "double",
+        "string",
+        "text",
+        "varchar",
+        "boolean",
+        "timestamp",
+        "timestamp_tz",
+        "timestamp_ntz",
+        "date",
+        "time",
+        "array",
+        "map",
+        "object",
+        "record",
+        "struct",
+        "bytes",
+        "variant",
+        "json",
+        "null"
+      ]
+    },
+    "BaseServer": {
+      "type": "object",
+      "properties": {
+        "description": {
+          "type": "string",
+          "description": "An optional string describing the servers."
+        },
+        "environment": {
+          "type": "string",
+          "description": "The environment in which the servers are running. Examples: prod, sit, stg."
+        },
+        "type": {
+          "type": "string",
+          "description": "The type of the data product technology that implements the data contract.",
+          "examples": [
+            "azure",
+            "bigquery",
+            "BigQuery",
+            "clickhouse",
+            "databricks",
+            "dataframe",
+            "glue",
+            "kafka",
+            "kinesis",
+            "local",
+            "oracle",
+            "postgres",
+            "pubsub",
+            "redshift",
+            "sftp",
+            "sqlserver",
+            "snowflake",
+            "s3",
+            "trino"
+          ]
+        },
+        "roles": {
+          "description": " An optional array of roles that are available and can be requested to access the server for role-based access control. E.g. separate roles for different regions or sensitive data.",
+          "type": "array",
+          "items": {
+            "type": "object",
+            "properties": {
+              "name": {
+                "type": "string",
+                "description": "The name of the role."
+              },
+              "description": {
+                "type": "string",
+                "description": "A description of the role and what access the role provides."
+              }
+            },
+            "required": [
+              "name"
+            ]
+          }
+        }
+      },
+      "additionalProperties": true,
+      "required": [
+        "type"
+      ]
+    },
+    "BigQueryServer": {
+      "type": "object",
+      "title": "BigQueryServer",
+      "properties": {
+        "project": {
+          "type": "string",
+          "description": "The GCP project name."
+        },
+        "dataset": {
+          "type": "string",
+          "description": "The GCP dataset name."
+        }
+      },
+      "required": [
+        "project",
+        "dataset"
+      ]
+    },
+    "S3Server": {
+      "type": "object",
+      "title": "S3Server",
+      "properties": {
+        "location": {
+          "type": "string",
+          "format": "uri",
+          "description": "S3 URL, starting with `s3://`",
+          "examples": [
+            "s3://datacontract-example-orders-latest/data/{model}/*.json"
+          ]
+        },
+        "endpointUrl": {
+          "type": "string",
+          "format": "uri",
+          "description": "The server endpoint for S3-compatible servers.",
+          "examples": [
+            "https://minio.example.com"
+          ]
+        },
+        "format": {
+          "type": "string",
+          "enum": [
+            "parquet",
+            "delta",
+            "json",
+            "csv"
+          ],
+          "description": "File format."
+        },
+        "delimiter": {
+          "type": "string",
+          "enum": [
+            "new_line",
+            "array"
+          ],
+          "description": "Only for format = json. How multiple json documents are delimited within one file"
+        }
+      },
+      "required": [
+        "location"
+      ]
+    },
+    "SftpServer": {
+      "type": "object",
+      "title": "SftpServer",
+      "properties": {
+        "location": {
+          "type": "string",
+          "format": "uri",
+          "pattern": "^sftp://.*",
+          "description": "SFTP URL, starting with `sftp://`",
+          "examples": [
+            "sftp://123.123.12.123/{model}/*.json"
+          ]
+        },
+        "format": {
+          "type": "string",
+          "enum": [
+            "parquet",
+            "delta",
+            "json",
+            "csv"
+          ],
+          "description": "File format."
+        },
+        "delimiter": {
+          "type": "string",
+          "enum": [
+            "new_line",
+            "array"
+          ],
+          "description": "Only for format = json. How multiple json documents are delimited within one file"
+        }
+      },
+      "required": [
+        "location"
+      ]
+    },
+    "RedshiftServer": {
+      "type": "object",
+      "title": "RedshiftServer",
+      "properties": {
+        "account": {
+          "type": "string",
+          "description": "An optional string describing the server."
+        },
+        "host": {
+          "type": "string",
+          "description": "An optional string describing the host name."
+        },
+        "database": {
+          "type": "string",
+          "description": "An optional string describing the server."
+        },
+        "schema": {
+          "type": "string",
+          "description": "An optional string describing the server."
+        },
+        "clusterIdentifier": {
+          "type": "string",
+          "description": "An optional string describing the cluster's identifier.",
+          "examples": [
+            "redshift-prod-eu",
+            "analytics-cluster"
+          ]
+        },
+        "port": {
+          "type": "integer",
+          "description": "An optional string describing the cluster's port.",
+          "examples": [
+            5439
+          ]
+        },
+        "endpoint": {
+          "type": "string",
+          "description": "An optional string describing the cluster's endpoint.",
+          "examples": [
+            "analytics-cluster.example.eu-west-1.redshift.amazonaws.com:5439/analytics"
+          ]
+        }
+      },
+      "additionalProperties": true,
+      "required": [
+        "account",
+        "database",
+        "schema"
+      ]
+    },
+    "AzureServer": {
+      "type": "object",
+      "title": "AzureServer",
+      "properties": {
+        "location": {
+          "type": "string",
+          "format": "uri",
+          "description": "Path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs. Recommended pattern is 'abfss:///'",
+          "examples": [
+            "abfss://my_container_name/path",
+            "abfss://my_container_name/path/*.json",
+            "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet",
+            "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet"
+          ]
+        },
+        "format": {
+          "type": "string",
+          "enum": [
+            "parquet",
+            "delta",
+            "json",
+            "csv"
+          ],
+          "description": "File format."
+        },
+        "delimiter": {
+          "type": "string",
+          "enum": [
+            "new_line",
+            "array"
+          ],
+          "description": "Only for format = json. How multiple json documents are delimited within one file"
+        }
+      },
+      "required": [
+        "location",
+        "format"
+      ]
+    },
+    "SqlserverServer": {
+      "type": "object",
+      "title": "SqlserverServer",
+      "properties": {
+        "host": {
+          "type": "string",
+          "description": "The host to the database server",
+          "examples": [
+            "localhost"
+          ]
+        },
+        "port": {
+          "type": "integer",
+          "description": "The port to the database server.",
+          "default": 1433,
+          "examples": [
+            1433
+          ]
+        },
+        "database": {
+          "type": "string",
+          "description": "The name of the database.",
+          "examples": [
+            "database"
+          ]
+        },
+        "schema": {
+          "type": "string",
+          "description": "The name of the schema in the database.",
+          "examples": [
+            "dbo"
+          ]
+        }
+      },
+      "required": [
+        "host",
+        "database",
+        "schema"
+      ]
+    },
+    "SnowflakeServer": {
+      "type": "object",
+      "title": "SnowflakeServer",
+      "properties": {
+        "account": {
+          "type": "string",
+          "description": "An optional string describing the server."
+        },
+        "database": {
+          "type": "string",
+          "description": "An optional string describing the server."
+        },
+        "schema": {
+          "type": "string",
+          "description": "An optional string describing the server."
+        }
+      },
+      "required": [
+        "account",
+        "database",
+        "schema"
+      ]
+    },
+    "DatabricksServer": {
+      "type": "object",
+      "title": "DatabricksServer",
+      "properties": {
+        "host": {
+          "type": "string",
+          "description": "The Databricks host",
+          "examples": [
+            "dbc-abcdefgh-1234.cloud.databricks.com"
+          ]
+        },
+        "catalog": {
+          "type": "string",
+          "description": "The name of the Hive or Unity catalog"
+        },
+        "schema": {
+          "type": "string",
+          "description": "The schema name in the catalog"
+        }
+      },
+      "required": [
+        "catalog",
+        "schema"
+      ]
+    },
+    "DataframeServer": {
+      "type": "object",
+      "title": "DataframeServer",
+      "required": [
+        "type"
+      ]
+    },
+    "GlueServer": {
+      "type": "object",
+      "title": "GlueServer",
+      "properties": {
+        "account": {
+          "type": "string",
+          "description": "The AWS Glue account",
+          "examples": [
+            "1234-5678-9012"
+          ]
+        },
+        "database": {
+          "type": "string",
+          "description": "The AWS Glue database name",
+          "examples": [
+            "my_database"
+          ]
+        },
+        "location": {
+          "type": "string",
+          "format": "uri",
+          "description": "The AWS S3 path. Must be in the form of a URL.",
+          "examples": [
+            "s3://datacontract-example-orders-latest/data/{model}"
+          ]
+        },
+        "format": {
+          "type": "string",
+          "description": "The format of the files",
+          "examples": [
+            "parquet",
+            "csv",
+            "json",
+            "delta"
+          ]
+        }
+      },
+      "required": [
+        "account",
+        "database"
+      ]
+    },
+    "PostgresServer": {
+      "type": "object",
+      "title": "PostgresServer",
+      "properties": {
+        "host": {
+          "type": "string",
+          "description": "The host to the database server",
+          "examples": [
+            "localhost"
+          ]
+        },
+        "port": {
+          "type": "integer",
+          "description": "The port to the database server."
+        },
+        "database": {
+          "type": "string",
+          "description": "The name of the database.",
+          "examples": [
+            "postgres"
+          ]
+        },
+        "schema": {
+          "type": "string",
+          "description": "The name of the schema in the database.",
+          "examples": [
+            "public"
+          ]
+        }
+      },
+      "required": [
+        "host",
+        "port",
+        "database",
+        "schema"
+      ]
+    },
+    "OracleServer": {
+      "type": "object",
+      "title": "OracleServer",
+      "properties": {
+        "host": {
+          "type": "string",
+          "description": "The host to the oracle server",
+          "examples": [
+            "localhost"
+          ]
+        },
+        "port": {
+          "type": "integer",
+          "description": "The port to the oracle server.",
+          "examples": [
+            1523
+          ]
+        },
+        "serviceName": {
+          "type": "string",
+          "description": "The name of the service.",
+          "examples": [
+            "service"
+          ]
+        }
+      },
+      "required": [
+        "host",
+        "port",
+        "serviceName"
+      ]
+    },
+    "KafkaServer": {
+      "type": "object",
+      "title": "KafkaServer",
+      "description": "Kafka Server",
+      "properties": {
+        "host": {
+          "type": "string",
+          "description": "The bootstrap server of the kafka cluster."
+        },
+        "topic": {
+          "type": "string",
+          "description": "The topic name."
+        },
+        "format": {
+          "type": "string",
+          "description": "The format of the message. Examples: json, avro, protobuf.",
+          "default": "json"
+        }
+      },
+      "required": [
+        "host",
+        "topic"
+      ]
+    },
+    "PubSubServer": {
+      "type": "object",
+      "title": "PubSubServer",
+      "properties": {
+        "project": {
+          "type": "string",
+          "description": "The GCP project name."
+        },
+        "topic": {
+          "type": "string",
+          "description": "The topic name."
+        }
+      },
+      "required": [
+        "project",
+        "topic"
+      ]
+    },
+    "KinesisDataStreamsServer": {
+      "type": "object",
+      "title": "KinesisDataStreamsServer",
+      "description": "Kinesis Data Streams Server",
+      "properties": {
+        "stream": {
+          "type": "string",
+          "description": "The name of the Kinesis data stream."
+        },
+        "region": {
+          "type": "string",
+          "description": "AWS region.",
+          "examples": [
+            "eu-west-1"
+          ]
+        },
+        "format": {
+          "type": "string",
+          "description": "The format of the record",
+          "examples": [
+            "json",
+            "avro",
+            "protobuf"
+          ]
+        }
+      },
+      "required": [
+        "stream"
+      ]
+    },
+    "TrinoServer": {
+      "type": "object",
+      "title": "TrinoServer",
+      "properties": {
+        "host": {
+          "type": "string",
+          "description": "The Trino host URL.",
+          "examples": [
+            "localhost"
+          ]
+        },
+        "port": {
+          "type": "integer",
+          "description": "The Trino port."
+        },
+        "catalog": {
+          "type": "string",
+          "description": "The name of the catalog.",
+          "examples": [
+            "hive"
+          ]
+        },
+        "schema": {
+          "type": "string",
+          "description": "The name of the schema in the database.",
+          "examples": [
+            "my_schema"
+          ]
+        }
+      },
+      "required": [
+        "host",
+        "port",
+        "catalog",
+        "schema"
+      ]
+    },
+    "ClickhouseServer": {
+      "type": "object",
+      "title": "ClickhouseServer",
+      "properties": {
+        "host": {
+          "type": "string",
+          "description": "The host to the database server",
+          "examples": [
+            "localhost"
+          ]
+        },
+        "port": {
+          "type": "integer",
+          "description": "The port to the database server."
+        },
+        "database": {
+          "type": "string",
+          "description": "The name of the database.",
+          "examples": [
+            "postgres"
+          ]
+        }
+      },
+      "required": [
+        "host",
+        "port",
+        "database"
+      ]
+    },
+    "LocalServer": {
+      "type": "object",
+      "title": "LocalServer",
+      "properties": {
+        "path": {
+          "type": "string",
+          "description": "The relative or absolute path to the data file(s).",
+          "examples": [
+            "./folder/data.parquet",
+            "./folder/*.parquet"
+          ]
+        },
+        "format": {
+          "type": "string",
+          "description": "The format of the file(s)",
+          "examples": [
+            "json",
+            "parquet",
+            "delta",
+            "csv"
+          ]
+        }
+      },
+      "required": [
+        "path",
+        "format"
+      ]
+    },
+    "Quality": {
+      "allOf": [
+        {
+          "type": "object",
+          "properties": {
+            "type": {
+              "type": "string",
+              "description": "The type of quality check",
+              "enum": [
+                "text",
+                "library",
+                "sql",
+                "custom"
+              ]
+            },
+            "description": {
+              "type": "string",
+              "description": "A plain text describing the quality attribute in natural language."
+            }
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "text"
+              }
+            }
+          },
+          "then": {
+            "required": [
+              "description"
+            ]
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "sql"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "query": {
+                "type": "string",
+                "description": "A SQL query that returns a single number to compare with the threshold."
+              },
+              "dialect": {
+                "type": "string",
+                "description": "The SQL dialect that is used for the query. Should be compatible to the server.type.",
+                "examples": [
+                  "athena",
+                  "bigquery",
+                  "redshift",
+                  "snowflake",
+                  "trino",
+                  "postgres",
+                  "oracle"
+                ]
+              },
+              "mustBe": {
+                "type": "number"
+              },
+              "mustNotBe": {
+                "type": "number"
+              },
+              "mustBeGreaterThan": {
+                "type": "number"
+              },
+              "mustBeGreaterOrEqualTo": {
+                "type": "number"
+              },
+              "mustBeGreaterThanOrEqualTo": {
+                "type": "number",
+                "deprecated": true
+              },
+              "mustBeLessThan": {
+                "type": "number"
+              },
+              "mustBeLessThanOrEqualTo": {
+                "type": "number",
+                "deprecated": true
+              },
+              "mustBeLessOrEqualTo": {
+                "type": "number"
+              },
+              "mustBeBetween": {
+                "type": "array",
+                "items": {
+                  "type": "number"
+                },
+                "minItems": 2,
+                "maxItems": 2
+              },
+              "mustNotBeBetween": {
+                "type": "array",
+                "items": {
+                  "type": "number"
+                },
+                "minItems": 2,
+                "maxItems": 2
+              }
+            },
+            "required": [
+              "query"
+            ]
+          }
+        },
+        {
+          "if": {
+            "anyOf": [
+              {
+                "properties": {
+                  "type": {
+                    "const": "library"
+                  }
+                }
+              },
+              {
+                "properties": {
+                  "metric": {
+                    "type": "string"
+                  }
+                },
+                "required": ["metric"]
+              }
+            ]
+          },
+          "then": {
+            "properties": {
+              "metric": {
+                "type": "string",
+                "description": "The DataQualityLibrary metric to use for the quality check.",
+                "enum": ["nullValues", "missingValues", "invalidValues", "duplicateValues", "rowCount"]
+              },
+              "rule": {
+                "type": "string",
+                "deprecated": true,
+                "description": "Deprecated. Use metric instead"
+              },
+              "arguments": {
+                "type": "object",
+                "description": "Additional metric-specific parameters for the quality check.",
+                "additionalProperties": {
+                  "type": ["string", "number", "boolean", "array", "object"]
+                }
+              },
+              "mustBe": {
+                "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='."
+              },
+              "mustNotBe": {
+                "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='."
+              },
+              "mustBeGreaterThan": {
+                "type": "number",
+                "description": "Must be greater than the value to be valid. It is equivalent to '>'."
+              },
+              "mustBeGreaterOrEqualTo": {
+                "type": "number",
+                "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='."
+              },
+              "mustBeLessThan": {
+                "type": "number",
+                "description": "Must be less than the value to be valid. It is equivalent to '<'."
+              },
+              "mustBeLessOrEqualTo": {
+                "type": "number",
+                "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='."
+              },
+              "mustBeBetween": {
+                "type": "array",
+                "description": "Must be between the two numbers to be valid. Smallest number first in the array.",
+                "minItems": 2,
+                "maxItems": 2,
+                "uniqueItems": true,
+                "items": {
+                  "type": "number"
+                }
+              },
+              "mustNotBeBetween": {
+                "type": "array",
+                "description": "Must not be between the two numbers to be valid. Smallest number first in the array.",
+                "minItems": 2,
+                "maxItems": 2,
+                "uniqueItems": true,
+                "items": {
+                  "type": "number"
+                }
+              }
+            },
+            "required": [
+              "metric"
+            ]
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "custom"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "description": {
+                "type": "string",
+                "description": "A plain text describing the quality attribute in natural language."
+              },
+              "engine": {
+                "type": "string",
+                "examples": [
+                  "soda",
+                  "great-expectations"
+                ],
+                "description": "The engine used for custom quality checks."
+              },
+              "implementation": {
+                "type": [
+                  "object",
+                  "array",
+                  "string"
+                ],
+                "description": "Engine-specific quality checks and expectations."
+              }
+            },
+            "required": [
+              "engine"
+            ]
+          }
+        }
+      ]
+    },
+    "Lineage": {
+      "type": "object",
+      "properties": {
+        "inputFields": {
+          "type": "array",
+          "items": {
+            "type": "object",
+            "properties": {
+              "namespace": {
+                "type": "string",
+                "description": "The input dataset namespace"
+              },
+              "name": {
+                "type": "string",
+                "description": "The input dataset name"
+              },
+              "field": {
+                "type": "string",
+                "description": "The input field"
+              },
+              "transformations": {
+                "type": "array",
+                "items": {
+                  "type": "object",
+                  "properties": {
+                    "type": {
+                      "description": "The type of the transformation. Allowed values are: DIRECT, INDIRECT",
+                      "type": "string"
+                    },
+                    "subtype": {
+                      "type": "string",
+                      "description": "The subtype of the transformation"
+                    },
+                    "description": {
+                      "type": "string",
+                      "description": "a string representation of the transformation applied"
+                    },
+                    "masking": {
+                      "type": "boolean",
+                      "description": "is transformation masking the data or not"
+                    }
+                  },
+                  "required": [
+                    "type"
+                  ],
+                  "additionalProperties": true
+                }
+              }
+            },
+            "additionalProperties": true,
+            "required": [
+              "namespace",
+              "name",
+              "field"
+            ]
+          }
+        },
+        "transformationDescription": {
+          "type": "string",
+          "description": "a string representation of the transformation applied",
+          "deprecated": true
+        },
+        "transformationType": {
+          "type": "string",
+          "description": "IDENTITY|MASKED reflects a clearly defined behavior. IDENTITY: exact same as input; MASKED: no original data available (like a hash of PII for example)",
+          "deprecated": true
+        }
+      },
+      "additionalProperties": true,
+      "required": [
+        "inputFields"
+      ]
+    }
+  }
+}
diff --git a/datacontract/schemas/odcs-3.0.2.schema.json b/datacontract/schemas/odcs-3.0.2.schema.json
new file mode 100644
index 000000000..cb9bfb9d8
--- /dev/null
+++ b/datacontract/schemas/odcs-3.0.2.schema.json
@@ -0,0 +1,2382 @@
+{
+  "$schema": "https://json-schema.org/draft/2019-09/schema",
+  "title": "Open Data Contract Standard (ODCS)",
+  "description": "An open data contract specification to establish agreement between data producers and consumers.",
+  "type": "object",
+  "properties": {
+    "version": {
+      "type": "string",
+      "description": "Current version of the data contract."
+    },
+    "kind": {
+      "type": "string",
+      "default": "DataContract",
+      "description": "The kind of file this is. Valid value is `DataContract`.",
+      "enum": ["DataContract"]
+    },
+    "apiVersion": {
+      "type": "string",
+      "default": "v3.0.2",
+      "description": "Version of the standard used to build data contract. Default value is v3.0.2.",
+      "enum": ["v3.0.2","v3.0.1", "v3.0.0", "v2.2.2", "v2.2.1", "v2.2.0"]
+    },
+    "id": {
+      "type": "string",
+      "description": "A unique identifier used to reduce the risk of dataset name collisions, such as a UUID."
+    },
+    "name": {
+      "type": "string",
+      "description": "Name of the data contract."
+    },
+    "tenant": {
+      "type": "string",
+      "description": "Indicates the property the data is primarily associated with. Value is case insensitive."
+    },
+    "tags": {
+      "$ref": "#/$defs/Tags"
+    },
+    "status": {
+      "type": "string",
+      "description": "Current status of the dataset.",
+      "examples": [
+        "proposed", "draft", "active", "deprecated", "retired"
+      ]
+    },
+    "servers": {
+      "type": "array",
+      "description": "List of servers where the datasets reside.",
+      "items": {
+        "$ref": "#/$defs/Server"
+      }
+    },
+    "dataProduct": {
+      "type": "string",
+      "description": "The name of the data product."
+    },
+    "description": {
+      "type": "object",
+      "description": "High level description of the dataset.",
+      "properties": {
+        "usage": {
+          "type": "string",
+          "description": "Intended usage of the dataset."
+        },
+        "purpose": {
+          "type": "string",
+          "description": "Purpose of the dataset."
+        },
+        "limitations": {
+          "type": "string",
+          "description": "Limitations of the dataset."
+        },
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
+      }
+    },
+    "domain": {
+      "type": "string",
+      "description": "Name of the logical data domain.",
+      "examples": ["imdb_ds_aggregate", "receiver_profile_out", "transaction_profile_out"]
+    },
+    "schema": {
+      "type": "array",
+      "description": "A list of elements within the schema to be cataloged.",
+      "items": {
+        "$ref": "#/$defs/SchemaObject"
+      }
+    },
+    "support": {
+      "$ref": "#/$defs/Support"
+    },
+    "price": {
+      "$ref": "#/$defs/Pricing"
+    },
+    "team": {
+      "type": "array",
+      "items": {
+        "$ref": "#/$defs/Team"
+      }
+    },
+    "roles": {
+      "type": "array",
+      "description": "A list of roles that will provide user access to the dataset.",
+      "items": {
+        "$ref": "#/$defs/Role"
+      }
+    },
+    "slaDefaultElement": {
+      "type": "string",
+      "description": "Element (using the element path notation) to do the checks on."
+    },
+    "slaProperties": {
+      "type": "array",
+      "description": "A list of key/value pairs for SLA specific properties. There is no limit on the type of properties (more details to come).",
+      "items": {
+        "$ref": "#/$defs/ServiceLevelAgreementProperty"
+      }
+    },
+    "authoritativeDefinitions": {
+      "$ref": "#/$defs/AuthoritativeDefinitions"
+    },
+    "customProperties": {
+      "$ref": "#/$defs/CustomProperties"
+    },
+    "contractCreatedTs": {
+      "type": "string",
+      "format": "date-time",
+      "description": "Timestamp in UTC of when the data contract was created."
+    }
+  },
+  "required": ["version", "apiVersion", "kind", "id", "status"],
+  "additionalProperties": false,
+  "$defs": {
+    "Server": {
+      "type": "object",
+      "description": "Data source details of where data is physically stored.",
+      "properties": {
+        "server": {
+          "type": "string",
+          "description": "Identifier of the server."
+        },
+        "type": {
+          "type": "string",
+          "description": "Type of the server.",
+          "enum": [
+            "api", "athena", "azure", "bigquery", "clickhouse", "databricks", "denodo", "dremio",
+            "duckdb", "glue", "cloudsql", "db2", "informix", "kafka", "kinesis", "local",
+            "mysql", "oracle", "postgresql", "postgres", "presto", "pubsub",
+            "redshift", "s3", "sftp", "snowflake", "sqlserver", "synapse", "trino", "vertica", "custom"
+          ]
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the server."
+        },
+        "environment": {
+          "type": "string",
+          "description": "Environment of the server.",
+          "examples": ["prod", "preprod", "dev", "uat"]
+        },
+        "roles": {
+          "type": "array",
+          "description": "List of roles that have access to the server.",
+          "items": {
+            "$ref": "#/$defs/Role"
+          }
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
+      },
+      "allOf": [
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "api"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/ApiServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "athena"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/AthenaServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "azure"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/AzureServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "bigquery"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/BigQueryServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "clickhouse"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/ClickHouseServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "databricks"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/DatabricksServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "denodo"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/DenodoServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "dremio"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/DremioServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "duckdb"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/DuckdbServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "glue"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/GlueServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "cloudsql"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/GoogleCloudSqlServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "db2"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/IBMDB2Server"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "informix"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/InformixServer"
+          }
+        },
+
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "custom"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/CustomServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "kafka"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/KafkaServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "kinesis"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/KinesisServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "local"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/LocalServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "mysql"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/MySqlServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "oracle"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/OracleServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "postgresql"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/PostgresServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "postgres"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/PostgresServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "presto"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/PrestoServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "pubsub"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/PubSubServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "redshift"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/RedshiftServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "s3"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/S3Server"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "sftp"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/SftpServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "snowflake"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/SnowflakeServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "sqlserver"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/SqlserverServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "synapse"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/SynapseServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "trino"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/TrinoServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "vertica"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/ServerSource/VerticaServer"
+          }
+        }
+      ],
+      "required": ["server", "type"]
+    },
+    "ServerSource": {
+      "ApiServer": {
+        "type": "object",
+        "title": "AthenaServer",
+        "properties": {
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "description": "The url to the API.",
+            "examples": [
+              "https://api.example.com/v1"
+            ]
+          }
+        },
+        "required": [
+          "location"
+        ]
+      },
+      "AthenaServer": {
+        "type": "object",
+        "title": "AthenaServer",
+        "properties": {
+          "stagingDir": {
+            "type": "string",
+            "format": "uri",
+            "description": "Amazon Athena automatically stores query results and metadata information for each query that runs in a query result location that you can specify in Amazon S3.",
+            "examples": [
+              "s3://my_storage_account_name/my_container/path"
+            ]
+          },
+          "schema": {
+            "type": "string",
+            "description": "Identify the schema in the data source in which your tables exist."
+          },
+          "catalog": {
+            "type": "string",
+            "description": "Identify the name of the Data Source, also referred to as a Catalog.",
+            "default": "awsdatacatalog"
+          },
+          "regionName": {
+            "type": "string",
+            "description": "The region your AWS account uses.",
+            "examples": ["eu-west-1"]
+          }
+        },
+        "required": [
+          "stagingDir",
+          "schema"
+        ]
+      },
+      "AzureServer": {
+        "type": "object",
+        "title": "AzureServer",
+        "properties": {
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "description": "Fully qualified path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs.",
+            "examples": [
+              "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet",
+              "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet"
+            ]
+          },
+          "format": {
+            "type": "string",
+            "enum": [
+              "parquet",
+              "delta",
+              "json",
+              "csv"
+            ],
+            "description": "File format."
+          },
+          "delimiter": {
+            "type": "string",
+            "enum": [
+              "new_line",
+              "array"
+            ],
+            "description": "Only for format = json. How multiple json documents are delimited within one file"
+          }
+        },
+        "required": [
+          "location",
+          "format"
+        ]
+      },
+      "BigQueryServer": {
+        "type": "object",
+        "title": "BigQueryServer",
+        "properties": {
+          "project": {
+            "type": "string",
+            "description": "The GCP project name."
+          },
+          "dataset": {
+            "type": "string",
+            "description": "The GCP dataset name."
+          }
+        },
+        "required": [
+          "project",
+          "dataset"
+        ]
+      },
+      "ClickHouseServer": {
+        "type": "object",
+        "title": "ClickHouseServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the ClickHouse server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the ClickHouse server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
+      },
+      "DatabricksServer": {
+        "type": "object",
+        "title": "DatabricksServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The Databricks host",
+            "examples": [
+              "dbc-abcdefgh-1234.cloud.databricks.com"
+            ]
+          },
+          "catalog": {
+            "type": "string",
+            "description": "The name of the Hive or Unity catalog"
+          },
+          "schema": {
+            "type": "string",
+            "description": "The schema name in the catalog"
+          }
+        },
+        "required": [
+          "catalog",
+          "schema"
+        ]
+      },
+      "DenodoServer": {
+        "type": "object",
+        "title": "DenodoServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the Denodo server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port of the Denodo server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          }
+        },
+        "required": [
+          "host",
+          "port"
+        ]
+      },
+      "DremioServer": {
+        "type": "object",
+        "title": "DremioServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the Dremio server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port of the Dremio server."
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          }
+        },
+        "required": [
+          "host",
+          "port"
+        ]
+      },
+      "DuckdbServer": {
+        "type": "object",
+        "title": "DuckdbServer",
+        "properties": {
+          "database": {
+            "type": "string",
+            "description": "Path to duckdb database file."
+          },
+          "schema": {
+            "type": "integer",
+            "description": "The name of the schema."
+          }
+        },
+        "required": [
+          "database"
+        ]
+      },
+      "GlueServer": {
+        "type": "object",
+        "title": "GlueServer",
+        "properties": {
+          "account": {
+            "type": "string",
+            "description": "The AWS Glue account",
+            "examples": [
+              "1234-5678-9012"
+            ]
+          },
+          "database": {
+            "type": "string",
+            "description": "The AWS Glue database name",
+            "examples": [
+              "my_database"
+            ]
+          },
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "description": "The AWS S3 path. Must be in the form of a URL.",
+            "examples": [
+              "s3://datacontract-example-orders-latest/data/{model}"
+            ]
+          },
+          "format": {
+            "type": "string",
+            "description": "The format of the files",
+            "examples": [
+              "parquet",
+              "csv",
+              "json",
+              "delta"
+            ]
+          }
+        },
+        "required": [
+          "account",
+          "database"
+        ]
+      },
+      "GoogleCloudSqlServer": {
+        "type": "object",
+        "title": "GoogleCloudSqlServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the Google Cloud Sql server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port of the Google Cloud Sql server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database",
+          "schema"
+        ]
+      },
+      "IBMDB2Server": {
+        "type": "object",
+        "title": "IBMDB2Server",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the IBM DB2 server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port of the IBM DB2 server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
+      },
+      "InformixServer": {
+        "type": "object",
+        "title": "InformixServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the Informix server. "
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the Informix server. Defaults to 9088."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          }
+        },
+        "required": [
+          "host",
+          "database"
+        ]
+      },
+      "CustomServer": {
+        "type": "object",
+        "title": "CustomServer",
+        "properties": {
+          "account": {
+            "type": "string",
+            "description": "Account used by the server."
+          },
+          "catalog": {
+            "type": "string",
+            "description": "Name of the catalog."
+          },
+          "database": {
+            "type": "string",
+            "description": "Name of the database."
+          },
+          "dataset": {
+            "type": "string",
+            "description": "Name of the dataset."
+          },
+          "delimiter": {
+            "type": "string",
+            "description": "Delimiter."
+          },
+          "endpointUrl": {
+            "type": "string",
+            "description": "Server endpoint.",
+            "format": "uri"
+          },
+          "format": {
+            "type": "string",
+            "description": "File format."
+          },
+          "host": {
+            "type": "string",
+            "description": "Host name or IP address."
+          },
+          "location": {
+            "type": "string",
+            "description": "A URL to a location.",
+            "format": "uri"
+          },
+          "path": {
+            "type": "string",
+            "description": "Relative or absolute path to the data file(s)."
+          },
+          "port": {
+            "type": "integer",
+            "description": "Port to the server. No default value is assumed for custom servers."
+          },
+          "project": {
+            "type": "string",
+            "description": "Project name."
+          },
+          "region": {
+            "type": "string",
+            "description": "Cloud region."
+          },
+          "regionName": {
+            "type": "string",
+            "description": "Region name."
+          },
+          "schema": {
+            "type": "string",
+            "description": "Name of the schema."
+          },
+          "serviceName": {
+            "type": "string",
+            "description": "Name of the service."
+          },
+          "stagingDir": {
+            "type": "string",
+            "description": "Staging directory."
+          },
+          "warehouse": {
+            "type": "string",
+            "description": "Name of the cluster or warehouse."
+          }
+        }
+      },
+      "KafkaServer": {
+        "type": "object",
+        "title": "KafkaServer",
+        "description": "Kafka Server",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The bootstrap server of the kafka cluster."
+          },
+          "format": {
+            "type": "string",
+            "description": "The format of the messages.",
+            "examples": ["json", "avro", "protobuf", "xml"],
+            "default": "json"
+          }
+        },
+        "required": [
+          "host"
+        ]
+      },
+      "KinesisServer": {
+        "type": "object",
+        "title": "KinesisDataStreamsServer",
+        "description": "Kinesis Data Streams Server",
+        "properties": {
+          "region": {
+            "type": "string",
+            "description": "AWS region.",
+            "examples": [
+              "eu-west-1"
+            ]
+          },
+          "format": {
+            "type": "string",
+            "description": "The format of the record",
+            "examples": [
+              "json",
+              "avro",
+              "protobuf"
+            ]
+          }
+        }
+      },
+      "LocalServer": {
+        "type": "object",
+        "title": "LocalServer",
+        "properties": {
+          "path": {
+            "type": "string",
+            "description": "The relative or absolute path to the data file(s).",
+            "examples": [
+              "./folder/data.parquet",
+              "./folder/*.parquet"
+            ]
+          },
+          "format": {
+            "type": "string",
+            "description": "The format of the file(s)",
+            "examples": [
+              "json",
+              "parquet",
+              "delta",
+              "csv"
+            ]
+          }
+        },
+        "required": [
+          "path",
+          "format"
+        ]
+      },
+      "MySqlServer": {
+        "type": "object",
+        "title": "MySqlServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the MySql server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port of the MySql server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
+      },
+      "OracleServer": {
+        "type": "object",
+        "title": "OracleServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the oracle server",
+            "examples": [
+              "localhost"
+            ]
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the oracle server.",
+            "examples": [
+              1523
+            ]
+          },
+          "serviceName": {
+            "type": "string",
+            "description": "The name of the service.",
+            "examples": [
+              "service"
+            ]
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "serviceName"
+        ]
+      },
+      "PostgresServer": {
+        "type": "object",
+        "title": "PostgresServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the Postgres server"
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the Postgres server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema in the database."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database",
+          "schema"
+        ]
+      },
+      "PrestoServer": {
+        "type": "object",
+        "title": "PrestoServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the Presto server",
+            "examples": [
+              "localhost:8080"
+            ]
+          },
+          "catalog": {
+            "type": "string",
+            "description": "The name of the catalog.",
+            "examples": [
+              "postgres"
+            ]
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema.",
+            "examples": [
+              "public"
+            ]
+          }
+        },
+        "required": [
+          "host"
+        ]
+      },
+      "PubSubServer": {
+        "type": "object",
+        "title": "PubSubServer",
+        "properties": {
+          "project": {
+            "type": "string",
+            "description": "The GCP project name."
+          }
+        },
+        "required": [
+          "project"
+        ]
+      },
+      "RedshiftServer": {
+        "type": "object",
+        "title": "RedshiftServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "An optional string describing the server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          },
+          "region": {
+            "type": "string",
+            "description": "AWS region of Redshift server.",
+            "examples": ["us-east-1"]
+          },
+          "account": {
+            "type": "string",
+            "description": "The account used by the server."
+          }
+        },
+        "required": [
+          "database",
+          "schema"
+        ]
+      },
+      "S3Server": {
+        "type": "object",
+        "title": "S3Server",
+        "properties": {
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "description": "S3 URL, starting with `s3://`",
+            "examples": [
+              "s3://datacontract-example-orders-latest/data/{model}/*.json"
+            ]
+          },
+          "endpointUrl": {
+            "type": "string",
+            "format": "uri",
+            "description": "The server endpoint for S3-compatible servers.",
+            "examples": ["https://minio.example.com"]
+          },
+          "format": {
+            "type": "string",
+            "enum": [
+              "parquet",
+              "delta",
+              "json",
+              "csv"
+            ],
+            "description": "File format."
+          },
+          "delimiter": {
+            "type": "string",
+            "enum": [
+              "new_line",
+              "array"
+            ],
+            "description": "Only for format = json. How multiple json documents are delimited within one file"
+          }
+        },
+        "required": [
+          "location"
+        ]
+      },
+      "SftpServer": {
+        "type": "object",
+        "title": "SftpServer",
+        "properties": {
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "pattern": "^sftp://.*",
+            "description": "SFTP URL, starting with `sftp://`",
+            "examples": [
+              "sftp://123.123.12.123/{model}/*.json"
+            ]
+          },
+          "format": {
+            "type": "string",
+            "enum": [
+              "parquet",
+              "delta",
+              "json",
+              "csv"
+            ],
+            "description": "File format."
+          },
+          "delimiter": {
+            "type": "string",
+            "enum": [
+              "new_line",
+              "array"
+            ],
+            "description": "Only for format = json. How multiple json documents are delimited within one file"
+          }
+        },
+        "required": [
+          "location"
+        ]
+      },
+      "SnowflakeServer": {
+        "type": "object",
+        "title": "SnowflakeServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the Snowflake server"
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the Snowflake server."
+          },
+          "account": {
+            "type": "string",
+            "description": "The Snowflake account used by the server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          },
+          "warehouse": {
+            "type": "string",
+            "description": "The name of the cluster of resources that is a Snowflake virtual warehouse."
+          }
+        },
+        "required": [
+          "account",
+          "database",
+          "schema"
+        ]
+      },
+      "SqlserverServer": {
+        "type": "object",
+        "title": "SqlserverServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the database server",
+            "examples": [
+              "localhost"
+            ]
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the database server.",
+            "default": 1433,
+            "examples": [
+              1433
+            ]
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database.",
+            "examples": [
+              "database"
+            ]
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema in the database.",
+            "examples": [
+              "dbo"
+            ]
+          }
+        },
+        "required": [
+          "host",
+          "database",
+          "schema"
+        ]
+      },
+      "SynapseServer": {
+        "type": "object",
+        "title": "SynapseServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the Synapse server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port of the Synapse server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
+      },
+      "TrinoServer": {
+        "type": "object",
+        "title": "TrinoServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The Trino host URL.",
+            "examples": [
+              "localhost"
+            ]
+          },
+          "port": {
+            "type": "integer",
+            "description": "The Trino port."
+          },
+          "catalog": {
+            "type": "string",
+            "description": "The name of the catalog.",
+            "examples": [
+              "hive"
+            ]
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema in the database.",
+            "examples": [
+              "my_schema"
+            ]
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "catalog",
+          "schema"
+        ]
+      },
+      "VerticaServer": {
+        "type": "object",
+        "title": "VerticaServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the Vertica server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port of the Vertica server."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          },
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database",
+          "schema"
+        ]
+      }
+    },
+    "SchemaElement": {
+      "type": "object",
+      "properties": {
+        "name": {
+          "type": "string",
+          "description": "Name of the element."
+        },
+        "physicalType": {
+          "type": "string",
+          "description": "The physical element data type in the data source.",
+          "examples": ["table", "view", "topic", "file"]
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the element."
+        },
+        "businessName": {
+          "type": "string",
+          "description": "The business name of the element."
+        },
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        },
+        "tags": {
+          "$ref": "#/$defs/Tags"
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
+      }
+    },
+    "SchemaObject": {
+      "type": "object",
+      "properties": {
+        "logicalType": {
+          "type": "string",
+          "description": "The logical element data type.",
+          "enum": ["object"]
+        },
+        "physicalName": {
+          "type": "string",
+          "description": "Physical name.",
+          "examples": ["table_1_2_0"]
+        },
+        "dataGranularityDescription": {
+          "type": "string",
+          "description": "Granular level of the data in the object.",
+          "examples": ["Aggregation by country"]
+        },
+        "properties": {
+          "type": "array",
+          "description": "A list of properties for the object.",
+          "items": {
+            "$ref": "#/$defs/SchemaProperty"
+          }
+        },
+        "quality": {
+          "$ref": "#/$defs/DataQualityChecks"
+        }
+      },
+      "allOf": [
+        {
+          "$ref": "#/$defs/SchemaElement"
+        }
+      ],
+      "required": ["name"],
+      "unevaluatedProperties": false
+    },
+    "SchemaBaseProperty": {
+      "type": "object",
+      "properties": {
+        "primaryKey": {
+          "type": "boolean",
+          "description": "Boolean value specifying whether the element is primary or not. Default is false."
+        },
+        "primaryKeyPosition": {
+          "type": "integer",
+          "default": -1,
+          "description": "If element is a primary key, the position of the primary key element. Starts from 1. Example of `account_id, name` being primary key columns, `account_id` has primaryKeyPosition 1 and `name` primaryKeyPosition 2. Default to -1."
+        },
+        "logicalType": {
+          "type": "string",
+          "description": "The logical element data type.",
+          "enum": ["string", "date", "number", "integer", "object", "array", "boolean"]
+        },
+        "logicalTypeOptions": {
+          "type": "object",
+          "description": "Additional optional metadata to describe the logical type."
+        },
+        "physicalType": {
+          "type": "string",
+          "description": "The physical element data type in the data source. For example, VARCHAR(2), DOUBLE, INT."
+        },
+        "physicalName": {
+          "type": "string",
+          "description": "Physical name.",
+          "examples": ["col_str_a"]
+        },
+        "required": {
+          "type": "boolean",
+          "default": false,
+          "description": "Indicates if the element may contain Null values; possible values are true and false. Default is false."
+        },
+        "unique": {
+          "type": "boolean",
+          "default": false,
+          "description": "Indicates if the element contains unique values; possible values are true and false. Default is false."
+        },
+        "partitioned": {
+          "type": "boolean",
+          "default": false,
+          "description": "Indicates if the element is partitioned; possible values are true and false."
+        },
+        "partitionKeyPosition": {
+          "type": "integer",
+          "default": -1,
+          "description": "If element is used for partitioning, the position of the partition element. Starts from 1. Example of `country, year` being partition columns, `country` has partitionKeyPosition 1 and `year` partitionKeyPosition 2. Default to -1."
+        },
+        "classification": {
+          "type": "string",
+          "description": "Can be anything, like confidential, restricted, and public to more advanced categorization. Some companies like PayPal, use data classification indicating the class of data in the element; expected values are 1, 2, 3, 4, or 5.",
+          "examples": ["confidential", "restricted", "public"]
+        },
+        "encryptedName": {
+          "type": "string",
+          "description": "The element name within the dataset that contains the encrypted element value. For example, unencrypted element `email_address` might have an encryptedName of `email_address_encrypt`."
+        },
+        "transformSourceObjects": {
+          "type": "array",
+          "description": "List of objects in the data source used in the transformation.",
+          "items": {
+            "type": "string"
+          }
+        },
+        "transformLogic": {
+          "type": "string",
+          "description": "Logic used in the element transformation."
+        },
+        "transformDescription": {
+          "type": "string",
+          "description": "Describes the transform logic in very simple terms."
+        },
+        "examples": {
+          "type": "array",
+          "description": "List of sample element values.",
+          "items": {
+            "$ref": "#/$defs/AnyType"
+          }
+        },
+        "criticalDataElement": {
+          "type": "boolean",
+          "default": false,
+          "description": "True or false indicator; If element is considered a critical data element (CDE) then true else false."
+        },
+        "quality": {
+          "$ref": "#/$defs/DataQualityChecks"
+        }
+      },
+      "allOf": [
+        {
+          "$ref": "#/$defs/SchemaElement"
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "string"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "properties": {
+                  "minLength": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Minimum length of the string."
+                  },
+                  "maxLength": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Maximum length of the string."
+                  },
+                  "pattern": {
+                    "type": "string",
+                    "description": "Regular expression pattern to define valid value. Follows regular expression syntax from ECMA-262 (https://262.ecma-international.org/5.1/#sec-15.10.1)."
+                  },
+                  "format": {
+                    "type": "string",
+                    "examples": ["password", "byte", "binary", "email", "uuid", "uri", "hostname", "ipv4", "ipv6"],
+                    "description": "Provides extra context about what format the string follows."
+                  }
+                },
+                "additionalProperties": false
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "date"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "properties": {
+                  "format": {
+                    "type": "string",
+                    "examples": ["yyyy-MM-dd", "yyyy-MM-dd HH:mm:ss", "HH:mm:ss"],
+                    "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'."
+                  },
+                  "exclusiveMaximum": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)."
+                  },
+                  "maximum": {
+                    "type": "string",
+                    "description": "All date values are less than or equal to this value (values <= maximum)."
+                  },
+                  "exclusiveMinimum": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)."
+                  },
+                  "minimum": {
+                    "type": "string",
+                    "description": "All date values are greater than or equal to this value (values >= minimum)."
+                  }
+                },
+                "additionalProperties": false
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "anyOf": [
+              {
+                "properties": {
+                  "logicalType": {
+                    "const": "integer"
+                  }
+                }
+              }
+            ]
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "properties": {
+                  "multipleOf": {
+                    "type": "number",
+                    "exclusiveMinimum": 0,
+                    "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
+                  },
+                  "maximum": {
+                    "type": "number",
+                    "description": "All values are less than or equal to this value (values <= maximum)."
+                  },
+                  "exclusiveMaximum": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)."
+                  },
+                  "minimum": {
+                    "type": "number",
+                    "description": "All values are greater than or equal to this value (values >= minimum)."
+                  },
+                  "exclusiveMinimum": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)."
+                  },
+                  "format": {
+                    "type": "string",
+                    "default": "i32",
+                    "description": "Format of the value in terms of how many bits of space it can use and whether it is signed or unsigned (follows the Rust integer types).",
+                    "enum": ["i8", "i16", "i32", "i64", "i128", "u8", "u16", "u32", "u64", "u128"]
+                  }
+                },
+                "additionalProperties": false
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "anyOf": [
+              {
+                "properties": {
+                  "logicalType": {
+                    "const": "number"
+                  }
+                }
+              }
+            ]
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "properties": {
+                  "multipleOf": {
+                    "type": "number",
+                    "exclusiveMinimum": 0,
+                    "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
+                  },
+                  "maximum": {
+                    "type": "number",
+                    "description": "All values are less than or equal to this value (values <= maximum)."
+                  },
+                  "exclusiveMaximum": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all values are strictly less than the maximum value (values < maximum). Otherwise, less than or equal to the maximum value (values <= maximum)."
+                  },
+                  "minimum": {
+                    "type": "number",
+                    "description": "All values are greater than or equal to this value (values >= minimum)."
+                  },
+                  "exclusiveMinimum": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all values are strictly greater than the minimum value (values > minimum). Otherwise, greater than or equal to the minimum value (values >= minimum)."
+                  },
+                  "format": {
+                    "type": "string",
+                    "default": "i32",
+                    "description": "Format of the value in terms of how many bits of space it can use (follows the Rust float types).",
+                    "enum": ["f32", "f64"]
+                  }
+                },
+                "additionalProperties": false
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "object"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "properties": {
+                  "maxProperties": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Maximum number of properties."
+                  },
+                  "minProperties": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "default": 0,
+                    "description": "Minimum number of properties."
+                  },
+                  "required": {
+                    "type": "array",
+                    "items": {
+                      "type": "string"
+                    },
+                    "minItems": 1,
+                    "uniqueItems": true,
+                    "description": "Property names that are required to exist in the object."
+                  }
+                },
+                "additionalProperties": false
+              },
+              "properties": {
+                "type": "array",
+                "description": "A list of properties for the object.",
+                "items": {
+                  "$ref": "#/$defs/SchemaProperty"
+                }
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "array"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "properties": {
+                  "maxItems": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Maximum number of items."
+                  },
+                  "minItems": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "default": 0,
+                    "description": "Minimum number of items"
+                  },
+                  "uniqueItems": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all items in the array are unique."
+                  }
+                },
+                "additionalProperties": false
+              },
+              "items": {
+                "$ref": "#/$defs/SchemaItemProperty",
+                "description": "List of items in an array (only applicable when `logicalType: array`)."
+              }
+            }
+          }
+        }
+      ]
+    },
+    "SchemaProperty": {
+      "type": "object",
+      "$ref": "#/$defs/SchemaBaseProperty",
+      "required": ["name"],
+      "unevaluatedProperties": false
+    },
+    "SchemaItemProperty": {
+      "type": "object",
+      "$ref": "#/$defs/SchemaBaseProperty",
+      "properties": {
+        "properties": {
+          "type": "array",
+          "description": "A list of properties for the object.",
+          "items": {
+            "$ref": "#/$defs/SchemaProperty"
+          }
+        }
+      },
+      "unevaluatedProperties": false
+    },
+    "Tags": {
+      "type": "array",
+      "description": "A list of tags that may be assigned to the elements (object or property); the tags keyword may appear at any level. Tags may be used to better categorize an element. For example, `finance`, `sensitive`, `employee_record`.",
+      "examples": ["finance", "sensitive", "employee_record"],
+      "items": {
+        "type": "string"
+      }
+    },
+    "DataQuality": {
+      "type": "object",
+      "properties": {
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        },
+        "businessImpact": {
+          "type": "string",
+          "description": "Consequences of the rule failure.",
+          "examples": ["operational", "regulatory"]
+        },
+        "customProperties": {
+          "type": "array",
+          "description": "Additional properties required for rule execution.",
+          "items": {
+            "$ref": "#/$defs/CustomProperty"
+          }
+        },
+        "description": {
+          "type": "string",
+          "description": "Describe the quality check to be completed."
+        },
+        "dimension": {
+          "type": "string",
+          "description": "The key performance indicator (KPI) or dimension for data quality.",
+          "enum": ["accuracy", "completeness", "conformity", "consistency", "coverage", "timeliness", "uniqueness"]
+        },
+        "method": {
+          "type": "string",
+          "examples": ["reconciliation"]
+        },
+        "name": {
+          "type": "string",
+          "description": "Name of the data quality check."
+        },
+        "schedule": {
+          "type": "string",
+          "description": "Rule execution schedule details.",
+          "examples": ["0 20 * * *"]
+        },
+        "scheduler": {
+          "type": "string",
+          "description": "The name or type of scheduler used to start the data quality check.",
+          "examples": ["cron"]
+        },
+        "severity": {
+          "type": "string",
+          "description": "The severance of the quality rule.",
+          "examples": ["info", "warning", "error"]
+        },
+        "tags": {
+          "$ref": "#/$defs/Tags"
+        },
+        "type": {
+          "type": "string",
+          "description": "The type of quality check. 'text' is human-readable text that describes the quality of the data. 'library' is a set of maintained predefined quality attributes such as row count or unique. 'sql' is an individual SQL query that returns a value that can be compared. 'custom' is quality attributes that are vendor-specific, such as Soda or Great Expectations.",
+          "enum": ["text", "library", "sql", "custom"],
+          "default": "library"
+        },
+        "unit": {
+          "type": "string",
+          "description": "Unit the rule is using, popular values are `rows` or `percent`, but any value is allowed.",
+          "examples": ["rows", "percent"]
+        }
+      },
+      "allOf": [
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "library"
+              }
+            }
+          },
+          "then": {
+            "$ref": "#/$defs/DataQualityLibrary"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "sql"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/DataQualitySql"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "custom"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/DataQualityCustom"
+          }
+        }
+      ]
+    },
+    "DataQualityChecks": {
+      "type": "array",
+      "description": "Data quality rules with all the relevant information for rule setup and execution.",
+      "items": {
+        "$ref": "#/$defs/DataQuality"
+      }
+    },
+    "DataQualityLibrary": {
+      "type": "object",
+      "properties": {
+        "rule": {
+          "type": "string",
+          "description": "Define a data quality check based on the predefined rules as per ODCS.",
+          "examples": ["duplicateCount", "validValues", "rowCount"]
+        },
+        "mustBe": {
+          "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='."
+        },
+        "mustNotBe": {
+          "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='."
+        },
+        "mustBeGreaterThan": {
+          "type": "number",
+          "description": "Must be greater than the value to be valid. It is equivalent to '>'."
+        },
+        "mustBeGreaterOrEqualTo": {
+          "type": "number",
+          "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='."
+        },
+        "mustBeLessThan": {
+          "type": "number",
+          "description": "Must be less than the value to be valid. It is equivalent to '<'."
+        },
+        "mustBeLessOrEqualTo": {
+          "type": "number",
+          "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='."
+        },
+        "mustBeBetween": {
+          "type": "array",
+          "description": "Must be between the two numbers to be valid. Smallest number first in the array.",
+          "minItems": 2,
+          "maxItems": 2,
+          "uniqueItems": true,
+          "items": {
+            "type": "number"
+          }
+        },
+        "mustNotBeBetween": {
+          "type": "array",
+          "description": "Must not be between the two numbers to be valid. Smallest number first in the array.",
+          "minItems": 2,
+          "maxItems": 2,
+          "uniqueItems": true,
+          "items": {
+            "type": "number"
+          }
+        }
+      },
+      "required": ["rule"]
+    },
+    "DataQualitySql": {
+      "type": "object",
+      "properties": {
+        "query": {
+          "type": "string",
+          "description": "Query string that adheres to the dialect of the provided server.",
+          "examples": ["SELECT COUNT(*) FROM ${table} WHERE ${column} IS NOT NULL"]
+        }
+      },
+      "required": ["query"]
+    },
+    "DataQualityCustom": {
+      "type": "object",
+      "properties": {
+        "engine": {
+          "type": "string",
+          "description": "Name of the engine which executes the data quality checks.",
+          "examples": ["soda", "great-expectations", "monte-carlo", "dbt"]
+        },
+        "implementation": {
+          "oneOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "object"
+            }
+          ]
+        }
+      },
+      "required": ["engine", "implementation"]
+    },
+    "AuthoritativeDefinitions": {
+      "type": "array",
+      "description": "List of links to sources that provide more details on the dataset; examples would be a link to an external definition, a training video, a git repo, data catalog, or another tool. Authoritative definitions follow the same structure in the standard.",
+      "items": {
+        "type": "object",
+        "properties": {
+          "url": {
+            "type": "string",
+            "description": "URL to the authority."
+          },
+          "type": {
+            "type": "string",
+            "description": "Type of definition for authority: v2.3 adds standard values: `businessDefinition`, `transformationImplementation`, `videoTutorial`, `tutorial`, and `implementation`.",
+            "examples": ["businessDefinition", "transformationImplementation", "videoTutorial", "tutorial", "implementation"]
+          }
+        },
+        "required": ["url", "type"]
+      }
+    },
+    "Support": {
+      "type": "array",
+      "description": "Top level for support channels.",
+      "items": {
+        "$ref": "#/$defs/SupportItem"
+      }
+    },
+    "SupportItem": {
+      "type": "object",
+      "properties": {
+        "channel": {
+          "type": "string",
+          "description": "Channel name or identifier."
+        },
+        "url": {
+          "type": "string",
+          "description": "Access URL using normal [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax) (https, mailto, etc.)."
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the channel, free text."
+        },
+        "tool": {
+          "type": "string",
+          "description": "Name of the tool, value can be `email`, `slack`, `teams`, `discord`, `ticket`, or `other`.",
+          "examples": ["email", "slack", "teams", "discord", "ticket", "other"]
+        },
+        "scope": {
+          "type": "string",
+          "description": "Scope can be: `interactive`, `announcements`, `issues`.",
+          "examples": ["interactive", "announcements", "issues"]
+        },
+        "invitationUrl": {
+          "type": "string",
+          "description": "Some tools uses invitation URL for requesting or subscribing. Follows the [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax)."
+        }
+      },
+      "required": ["channel", "url"]
+    },
+    "Pricing": {
+      "type": "object",
+      "properties": {
+        "priceAmount": {
+          "type": "number",
+          "description": "Subscription price per unit of measure in `priceUnit`."
+        },
+        "priceCurrency": {
+          "type": "string",
+          "description": "Currency of the subscription price in `price.priceAmount`."
+        },
+        "priceUnit": {
+          "type": "string",
+          "description": "The unit of measure for calculating cost. Examples megabyte, gigabyte."
+        }
+      }
+    },
+    "Team": {
+      "type": "object",
+      "properties": {
+        "username": {
+          "type": "string",
+          "description": "The user's username or email.",
+          "examples": [
+            "mail@example.com",
+            "uid12345678"
+          ]
+        },
+        "name": {
+          "type": "string",
+          "description": "The user's name.",
+          "examples": [
+            "Jane Doe"
+          ]
+        },
+        "description": {
+          "type": "string",
+          "description": "The user's description."
+        },
+        "role": {
+          "type": "string",
+          "description": "The user's job role; Examples might be owner, data steward. There is no limit on the role."
+        },
+        "dateIn": {
+          "type": "string",
+          "format": "date",
+          "description": "The date when the user joined the team."
+        },
+        "dateOut": {
+          "type": "string",
+          "format": "date",
+          "description": "The date when the user ceased to be part of the team."
+        },
+        "replacedByUsername": {
+          "type": "string",
+          "description": "The username of the user who replaced the previous user."
+        }
+      }
+    },
+    "Role": {
+      "type": "object",
+      "properties": {
+        "role": {
+          "type": "string",
+          "description": "Name of the IAM role that provides access to the dataset."
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the IAM role and its permissions."
+        },
+        "access": {
+          "type": "string",
+          "description": "The type of access provided by the IAM role."
+        },
+        "firstLevelApprovers": {
+          "type": "string",
+          "description": "The name(s) of the first-level approver(s) of the role."
+        },
+        "secondLevelApprovers": {
+          "type": "string",
+          "description": "The name(s) of the second-level approver(s) of the role."
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
+      },
+      "required": ["role"]
+    },
+    "ServiceLevelAgreementProperty": {
+      "type": "object",
+      "properties": {
+        "property": {
+          "type": "string",
+          "description": "Specific property in SLA, check the periodic table. May requires units (more details to come)."
+        },
+        "value": {
+          "anyOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "number"
+            },
+            {
+              "type": "integer"
+            },
+            {
+              "type": "boolean"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Agreement value. The label will change based on the property itself."
+        },
+        "valueExt": {
+          "$ref": "#/$defs/AnyNonCollectionType",
+          "description": "Extended agreement value. The label will change based on the property itself."
+        },
+        "unit": {
+          "type": "string",
+          "description": "**d**, day, days for days; **y**, yr, years for years, etc. Units use the ISO standard."
+        },
+        "element": {
+          "type": "string",
+          "description": "Element(s) to check on. Multiple elements should be extremely rare and, if so, separated by commas."
+        },
+        "driver": {
+          "type": "string",
+          "description": "Describes the importance of the SLA from the list of: `regulatory`, `analytics`, or `operational`.",
+          "examples": ["regulatory", "analytics", "operational"]
+        }
+      },
+      "required": ["property", "value"]
+    },
+    "CustomProperties": {
+      "type": "array",
+      "description": "A list of key/value pairs for custom properties.",
+      "items": {
+        "$ref": "#/$defs/CustomProperty"
+      }
+    },
+    "CustomProperty": {
+      "type": "object",
+      "properties": {
+        "property": {
+          "type": "string",
+          "description": "The name of the key. Names should be in camel case–the same as if they were permanent properties in the contract."
+        },
+        "value": {
+          "$ref": "#/$defs/AnyType",
+          "description": "The value of the key."
+        }
+      }
+    },
+    "AnyType": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "number"
+        },
+        {
+          "type": "integer"
+        },
+        {
+          "type": "boolean"
+        },
+        {
+          "type": "null"
+        },
+        {
+          "type": "array"
+        },
+        {
+          "type": "object"
+        }
+      ]
+    },
+    "AnyNonCollectionType": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "number"
+        },
+        {
+          "type": "integer"
+        },
+        {
+          "type": "boolean"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  }
+}

From b946d739caf4b3150a730db36c3dc85f718b2c89 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Maximilian=20R=C3=BCnz?=
 <32196397+MaxRuenz@users.noreply.github.com>
Date: Wed, 24 Sep 2025 20:20:20 +0200
Subject: [PATCH 008/150] Fix: Import table tags from a ODCS v3 (#895)

* Fix: Import table tags from a ODCS v3

* Update CHANGELOG.md

---------

Co-authored-by: jochenchrist 
Co-authored-by: jochenchrist 
---
 CHANGELOG.md                                         | 4 ++++
 datacontract/imports/odcs_v3_importer.py             | 6 +++++-
 tests/fixtures/odcs_v3/full-example.datacontract.yml | 2 ++
 tests/fixtures/odcs_v3/full-example.odcs.yaml        | 4 ++--
 4 files changed, 13 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fb02a322c..c785d8ac3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - Support for Data Contract Specification v1.2.1 (Data Quality Metrics)
 
+### Fixed
+
+- Import the table tags from a open data contract spec v3 (#895)
+
 
 ## [0.10.35] - 2025-08-25
 
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index 9054dab8a..255593ef0 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -207,7 +207,11 @@ def import_models(odcs: Any) -> Dict[str, Model]:
         schema_physical_name = odcs_schema.physicalName
         schema_description = odcs_schema.description if odcs_schema.description is not None else ""
         model_name = schema_physical_name if schema_physical_name is not None else schema_name
-        model = Model(description=" ".join(schema_description.splitlines()) if schema_description else "", type="table")
+        model = Model(
+            description=" ".join(schema_description.splitlines()) if schema_description else "",
+            type="table",
+            tags=odcs_schema.tags if odcs_schema.tags is not None else None,
+        )
         model.fields = import_fields(odcs_schema.properties, custom_type_mappings, server_type=get_server_type(odcs))
         if odcs_schema.quality is not None:
             model.quality = convert_quality_list(odcs_schema.quality)
diff --git a/tests/fixtures/odcs_v3/full-example.datacontract.yml b/tests/fixtures/odcs_v3/full-example.datacontract.yml
index a96eb4cf7..8d6f79d40 100644
--- a/tests/fixtures/odcs_v3/full-example.datacontract.yml
+++ b/tests/fixtures/odcs_v3/full-example.datacontract.yml
@@ -23,6 +23,7 @@ models:
     title: tbl
     description: Provides core payment metrics
     type: table
+    tags: [ "table" ]
     fields:
       txn_ref_dt:
         title: transaction reference date
@@ -30,6 +31,7 @@ models:
         required: false
         primaryKey: false
         description: Reference date for transaction
+        tags: [ "column" ]
         examples:
           - "2022-10-03"
           - "2020-01-28"
diff --git a/tests/fixtures/odcs_v3/full-example.odcs.yaml b/tests/fixtures/odcs_v3/full-example.odcs.yaml
index 35d1a03bd..a606ce0be 100644
--- a/tests/fixtures/odcs_v3/full-example.odcs.yaml
+++ b/tests/fixtures/odcs_v3/full-example.odcs.yaml
@@ -33,7 +33,7 @@ schema:
         type: businessDefinition
       - url: https://youtu.be/jbY1BKFj9ec
         type: videoTutorial
-    tags: [ ]
+    tags: [ "table" ]
     dataGranularityDescription: Aggregation on columns txn_ref_dt, pmt_txn_id
     properties:
       - name: txn_ref_dt
@@ -47,7 +47,7 @@ schema:
         partitioned: true
         partitionKeyPosition: 1
         criticalDataElement: false
-        tags: [ ]
+        tags: [ "column" ]
         classification: public
         transformSourceObjects:
           - table_name_1

From 97719efc9f906e3678cb07dc55f34323fb27f094 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Thu, 25 Sep 2025 16:51:48 +0200
Subject: [PATCH 009/150] chore: update dataContractSpecification to version
 1.2.1

---
 datacontract/engines/data_contract_checks.py |  4 ++++
 pyproject.toml                               |  2 +-
 tests/fixtures/quality/datacontract.yaml     | 18 ++++++++++++++++++
 3 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/datacontract/engines/data_contract_checks.py b/datacontract/engines/data_contract_checks.py
index c98dcc1b7..cd1b93a77 100644
--- a/datacontract/engines/data_contract_checks.py
+++ b/datacontract/engines/data_contract_checks.py
@@ -563,10 +563,14 @@ def to_sodacl_threshold(quality: Quality) -> str | None:
         return f"!= {quality.mustNotBe}"
     if quality.mustBeGreaterThan is not None:
         return f"> {quality.mustBeGreaterThan}"
+    if quality.mustBeGreaterOrEqualTo is not None:
+        return f">= {quality.mustBeGreaterOrEqualTo}"
     if quality.mustBeGreaterThanOrEqualTo is not None:
         return f">= {quality.mustBeGreaterThanOrEqualTo}"
     if quality.mustBeLessThan is not None:
         return f"< {quality.mustBeLessThan}"
+    if quality.mustBeLessOrEqualTo is not None:
+        return f"<= {quality.mustBeLessOrEqualTo}"
     if quality.mustBeLessThanOrEqualTo is not None:
         return f"<= {quality.mustBeLessThanOrEqualTo}"
     if quality.mustBeBetween is not None:
diff --git a/pyproject.toml b/pyproject.toml
index c4ac8846a..35315e295 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,7 +33,7 @@ dependencies = [
   "boto3>=1.34.41,<2.0.0",
   "Jinja2>=3.1.5,<4.0.0",
   "jinja_partials>=0.2.1,<1.0.0",
-  "datacontract-specification>=1.2.0,<2.0.0",
+  "datacontract-specification>=1.2.3,<2.0.0",
   "open-data-contract-standard>=3.0.4,<4.0.0",
 ]
 
diff --git a/tests/fixtures/quality/datacontract.yaml b/tests/fixtures/quality/datacontract.yaml
index 5a44830f8..fcfc2d276 100644
--- a/tests/fixtures/quality/datacontract.yaml
+++ b/tests/fixtures/quality/datacontract.yaml
@@ -20,6 +20,17 @@ models:
         required: true
         unique: true
         pattern: "[A-Za-z]{2}-\\d{3}-[A-Za-z]{2}$"
+        quality:
+          - type: library
+            metric: missingValues
+            arguments:
+              missingValues: [null, '', 'N/A']
+            mustBe: 0
+          - type: library
+            metric: invalidValues
+            arguments:
+              invalidValues: ['1234567890']
+            mustBe: 0
       field_two:
         type: integer
         minimum: 10
@@ -30,6 +41,9 @@ models:
             dialect: postgres
             query: SELECT percentile_cont(0.95) WITHIN GROUP (ORDER BY field_two) AS percentile_95 FROM my_table
             mustBeBetween: [ 1000, 49900 ]
+          - type: library
+            metric: nullValues
+            mustBe: 0
       field_three:
         type: timestamp
     # model level quality checks
@@ -50,3 +64,7 @@ models:
           SELECT count(*) as row_count
           FROM {model}
         mustBeGreaterThan: 5
+      - type: library
+        metric: rowCount
+        description: Row Count 2
+        mustBeGreaterThan: 5

From bc33be33cad4d34a6c1ec422e447c846b85d35ed Mon Sep 17 00:00:00 2001
From: Ababacar Sy BADIANE <169177304+Z01ASYBA@users.noreply.github.com>
Date: Fri, 26 Sep 2025 14:46:04 +0200
Subject: [PATCH 010/150] fix: fix dqx export format for table-level (#886)

Co-authored-by: jochenchrist 
---
 CHANGELOG.md                         |   2 +-
 datacontract/export/dqx_converter.py |  13 +-
 tests/fixtures/dqx/datacontract.yaml |  17 +-
 tests/test_export_dqx.py             | 421 +++++++++------------------
 4 files changed, 146 insertions(+), 307 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c785d8ac3..6831ee3f8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,9 +13,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Export to DQX: Correct DQX format for global-level quality check of data contract export. (#877)
 - Import the table tags from a open data contract spec v3 (#895)
 
-
 ## [0.10.35] - 2025-08-25
 
 ### Added
diff --git a/datacontract/export/dqx_converter.py b/datacontract/export/dqx_converter.py
index 8ec395fbf..b68168473 100644
--- a/datacontract/export/dqx_converter.py
+++ b/datacontract/export/dqx_converter.py
@@ -61,13 +61,14 @@ def process_quality_rule(rule: Quality, column_name: str) -> Dict[str, Any]:
     specification = rule_data[DqxKeys.SPECIFICATION]
     check = specification[DqxKeys.CHECK]
 
-    arguments = check.setdefault(DqxKeys.ARGUMENTS, {})
+    if column_name:
+        arguments = check.setdefault(DqxKeys.ARGUMENTS, {})
 
-    if DqxKeys.COL_NAME not in arguments and DqxKeys.COL_NAMES not in arguments and DqxKeys.COLUMNS not in arguments:
-        if check[DqxKeys.FUNCTION] not in ("is_unique", "foreign_key"):
-            arguments[DqxKeys.COL_NAME] = column_name
-        else:
-            arguments[DqxKeys.COLUMNS] = [column_name]
+        if DqxKeys.COL_NAME not in arguments and DqxKeys.COL_NAMES not in arguments and DqxKeys.COLUMNS not in arguments:
+            if check[DqxKeys.FUNCTION] not in ("is_unique", "foreign_key"):
+                arguments[DqxKeys.COL_NAME] = column_name
+            else:
+                arguments[DqxKeys.COLUMNS] = [column_name]
 
     return specification
 
diff --git a/tests/fixtures/dqx/datacontract.yaml b/tests/fixtures/dqx/datacontract.yaml
index 67be1a8a7..8e51d9e0e 100644
--- a/tests/fixtures/dqx/datacontract.yaml
+++ b/tests/fixtures/dqx/datacontract.yaml
@@ -339,12 +339,11 @@ models:
           filter: "interaction_type IN ('click', 'view', 'purchase')"  # Example Filter
           check:
             function: "is_not_null"
-            arguments:
-              for_each_column:
-                - user_id
-                - interaction_id
-                - interaction_type
-                - interaction_timestamp
+            for_each_column:
+              - user_id
+              - interaction_id
+              - interaction_type
+              - interaction_timestamp
       - type: custom
         description: Item value present and within range for purchases.
         engine: dqx
@@ -390,9 +389,9 @@ models:
           check:
             function: is_unique
             arguments:
-              for_each_column:
-                  - [user_id, interaction_date]
-                  - [interaction_id]
+              columns:
+                - user_id
+                - interaction_date
       - type: custom
         description: Interaction value has to be under 1000
         engine: dqx
diff --git a/tests/test_export_dqx.py b/tests/test_export_dqx.py
index e77c2f1e0..cfebb3e6d 100644
--- a/tests/test_export_dqx.py
+++ b/tests/test_export_dqx.py
@@ -16,297 +16,136 @@ def test_cli():
 def test_to_dqx():
     actual = DataContract(data_contract_file="fixtures/dqx/datacontract.yaml").export("dqx")
     # Expected quality rules (based on the data contract)
-    expected_rules = [
-        {
-            "check": {
-                "arguments": {"column": "interaction_id"},
-                "function": "is_not_null",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {"arguments": {"column": "user_id"}, "function": "is_not_null"},
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "columns": ["user_id"],
-                    "ref_columns": ["id"],
-                    "ref_table": "catalog1.schema1.user",
-                },
-                "function": "foreign_key",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {"arguments": {"columns": ["user_id"]}, "function": "is_unique"},
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "allowed": ["click", "view", "purchase", "like", "share"],
-                    "column": "interaction_type",
-                },
-                "function": "is_in_list",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "interaction_timestamp",
-                    "timestamp_format": "yyyy-MM-dd HH:mm:ss",
-                },
-                "function": "is_valid_timestamp",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {"column": "interaction_timestamp", "offset": "1h"},
-                "function": "not_in_future",
-            },
-            "criticality": "warning",
-        },
-        {
-            "check": {"arguments": {"column": "item_id"}, "function": "is_not_null"},
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "interaction_value",
-                    "max_limit": 1000,
-                    "min_limit": 0,
-                },
-                "function": "is_in_range",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "location",
-                    "regex": "^[A-Za-z]+(?:[\\s-][A-Za-z]+)*$",
-                },
-                "function": "regex_match",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "allowed": ["mobile", "desktop", "tablet"],
-                    "column": "device",
-                },
-                "function": "is_in_list",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "interaction_date",
-                    "date_format": "yyyy-MM-dd",
-                },
-                "function": "is_valid_date",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {"column": "time_since_last_interaction", "days": 30},
-                "function": "is_older_than_n_days",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "is_active",
-                    "expression": "is_active IN ('true', 'false')",
-                },
-                "function": "sql_expression",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "user_profile.age",
-                    "max_limit": 120,
-                    "min_limit": 13,
-                },
-                "function": "is_in_range",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "allowed": ["male", "female", "other"],
-                    "column": "user_profile.gender",
-                },
-                "function": "is_in_list",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "user_profile.location_details.country",
-                    "regex": "^[A-Z]{2}$",
-                },
-                "function": "regex_match",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {"column": "related_items"},
-                "function": "is_not_null_and_not_empty_array",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "interaction_context.page_url",
-                    "regex": "^https?://.+$",
-                },
-                "function": "regex_match",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "allowed": ["mobile", "desktop", "tablet", "tv"],
-                    "column": "interaction_context.device_type",
-                },
-                "function": "is_in_list",
-            },
-            "criticality": "minor",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "for_each_column": [
-                        "user_id",
-                        "interaction_id",
-                        "interaction_type",
-                        "interaction_timestamp",
-                    ]
-                },
-                "function": "is_not_null",
-            },
-            "criticality": "error",
-            "filter": "interaction_type IN ('click', 'view', 'purchase')",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "interaction_value",
-                    "max_limit": 1000,
-                    "min_limit": 0,
-                },
-                "function": "is_in_range",
-            },
-            "criticality": "warning",
-            "filter": "interaction_type = 'purchase'",
-        },
-        {
-            "check": {
-                "arguments": {"allowed": ["mobile", "tablet"], "column": "device"},
-                "function": "is_in_list",
-            },
-            "criticality": "minor",
-            "filter": "device = 'mobile'",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "column": "user_profile.age",
-                    "max_limit": 120,
-                    "min_limit": 13,
-                },
-                "function": "is_in_range",
-            },
-            "criticality": "minor",
-            "filter": "user_profile.age IS NOT NULL",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "for_each_column": [
-                        ["user_id", "interaction_date"],
-                        ["interaction_id"],
-                    ]
-                },
-                "function": "is_unique",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "aggr_type": "max",
-                    "column": "interaction_value",
-                    "limit": 1000,
-                },
-                "function": "is_aggr_not_greater_than",
-            },
-            "criticality": "error",
-            "filter": "interaction_type = 'purchase'",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "aggr_type": "min",
-                    "column": "user_profile.age",
-                    "group_by": ["user_id"],
-                    "limit": 21,
-                },
-                "function": "is_aggr_not_less_than",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "aggr_type": "count",
-                    "column": "interaction_date",
-                    "limit": 24,
-                },
-                "function": "is_aggr_equal",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "columns": ["user_id"],
-                    "ref_columns": ["id"],
-                    "ref_df_name": "df_user",
-                },
-                "function": "foreign_key",
-            },
-            "criticality": "error",
-        },
-        {
-            "check": {
-                "arguments": {
-                    "columns": ["user_id"],
-                    "ref_columns": ["id"],
-                    "ref_table": "catalog1.schema1.user",
-                },
-                "function": "foreign_key",
-            },
-            "criticality": "error",
-        },
-    ]
+    expected_rules = [{'check': {'arguments': {'column': 'interaction_id'},
+                                 'function': 'is_not_null'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'column': 'user_id'}, 'function': 'is_not_null'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'columns': ['user_id'],
+                                               'ref_columns': ['id'],
+                                               'ref_table': 'catalog1.schema1.user'},
+                                 'function': 'foreign_key'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'columns': ['user_id']}, 'function': 'is_unique'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'allowed': ['click',
+                                                           'view',
+                                                           'purchase',
+                                                           'like',
+                                                           'share'],
+                                               'column': 'interaction_type'},
+                                 'function': 'is_in_list'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'column': 'interaction_timestamp',
+                                               'timestamp_format': 'yyyy-MM-dd HH:mm:ss'},
+                                 'function': 'is_valid_timestamp'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'column': 'interaction_timestamp', 'offset': '1h'},
+                                 'function': 'not_in_future'},
+                       'criticality': 'warning'},
+                      {'check': {'arguments': {'column': 'item_id'}, 'function': 'is_not_null'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'interaction_value',
+                                               'max_limit': 1000,
+                                               'min_limit': 0},
+                                 'function': 'is_in_range'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'location',
+                                               'regex': '^[A-Za-z]+(?:[\\s-][A-Za-z]+)*$'},
+                                 'function': 'regex_match'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'allowed': ['mobile', 'desktop', 'tablet'],
+                                               'column': 'device'},
+                                 'function': 'is_in_list'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'interaction_date',
+                                               'date_format': 'yyyy-MM-dd'},
+                                 'function': 'is_valid_date'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'column': 'time_since_last_interaction', 'days': 30},
+                                 'function': 'is_older_than_n_days'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'is_active',
+                                               'expression': "is_active IN ('true', 'false')"},
+                                 'function': 'sql_expression'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'user_profile.age',
+                                               'max_limit': 120,
+                                               'min_limit': 13},
+                                 'function': 'is_in_range'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'allowed': ['male', 'female', 'other'],
+                                               'column': 'user_profile.gender'},
+                                 'function': 'is_in_list'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'user_profile.location_details.country',
+                                               'regex': '^[A-Z]{2}$'},
+                                 'function': 'regex_match'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'related_items'},
+                                 'function': 'is_not_null_and_not_empty_array'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'column': 'interaction_context.page_url',
+                                               'regex': '^https?://.+$'},
+                                 'function': 'regex_match'},
+                       'criticality': 'minor'},
+                      {'check': {'arguments': {'allowed': ['mobile', 'desktop', 'tablet', 'tv'],
+                                               'column': 'interaction_context.device_type'},
+                                 'function': 'is_in_list'},
+                       'criticality': 'minor'},
+                      {'check': {'for_each_column': ['user_id',
+                                                     'interaction_id',
+                                                     'interaction_type',
+                                                     'interaction_timestamp'],
+                                 'function': 'is_not_null'},
+                       'criticality': 'error',
+                       'filter': "interaction_type IN ('click', 'view', 'purchase')"},
+                      {'check': {'arguments': {'column': 'interaction_value',
+                                               'max_limit': 1000,
+                                               'min_limit': 0},
+                                 'function': 'is_in_range'},
+                       'criticality': 'warning',
+                       'filter': "interaction_type = 'purchase'"},
+                      {'check': {'arguments': {'allowed': ['mobile', 'tablet'], 'column': 'device'},
+                                 'function': 'is_in_list'},
+                       'criticality': 'minor',
+                       'filter': "device = 'mobile'"},
+                      {'check': {'arguments': {'column': 'user_profile.age',
+                                               'max_limit': 120,
+                                               'min_limit': 13},
+                                 'function': 'is_in_range'},
+                       'criticality': 'minor',
+                       'filter': 'user_profile.age IS NOT NULL'},
+                      {'check': {'arguments': {'columns': ['user_id', 'interaction_date']},
+                                 'function': 'is_unique'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'aggr_type': 'max',
+                                               'column': 'interaction_value',
+                                               'limit': 1000},
+                                 'function': 'is_aggr_not_greater_than'},
+                       'criticality': 'error',
+                       'filter': "interaction_type = 'purchase'"},
+                      {'check': {'arguments': {'aggr_type': 'min',
+                                               'column': 'user_profile.age',
+                                               'group_by': ['user_id'],
+                                               'limit': 21},
+                                 'function': 'is_aggr_not_less_than'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'aggr_type': 'count',
+                                               'column': 'interaction_date',
+                                               'limit': 24},
+                                 'function': 'is_aggr_equal'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'columns': ['user_id'],
+                                               'ref_columns': ['id'],
+                                               'ref_df_name': 'df_user'},
+                                 'function': 'foreign_key'},
+                       'criticality': 'error'},
+                      {'check': {'arguments': {'columns': ['user_id'],
+                                               'ref_columns': ['id'],
+                                               'ref_table': 'catalog1.schema1.user'},
+                                 'function': 'foreign_key'},
+                       'criticality': 'error'}]
     assert yaml.safe_load(actual) == expected_rules
 
 

From 2defd9a2142200b7ec16e4de053425cd057598a7 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 28 Sep 2025 13:20:50 +0200
Subject: [PATCH 011/150] feat: add quality checks for row count and duplicate
 values in data contracts

---
 datacontract/engines/data_contract_checks.py | 249 +++++++++++++++++++
 tests/fixtures/quality/data/data.invalid.sql |   3 +-
 tests/fixtures/quality/datacontract.yaml     |   7 +-
 tests/test_test_quality.py                   |   4 +
 4 files changed, 258 insertions(+), 5 deletions(-)

diff --git a/datacontract/engines/data_contract_checks.py b/datacontract/engines/data_contract_checks.py
index cd1b93a77..affbb947a 100644
--- a/datacontract/engines/data_contract_checks.py
+++ b/datacontract/engines/data_contract_checks.py
@@ -468,6 +468,212 @@ def check_field_regex(model_name: str, field_name: str, pattern: str, quoting_co
     )
 
 
+def check_row_count(model_name: str, threshold: str, quoting_config: QuotingConfig = QuotingConfig()):
+    check_type = "row_count"
+    check_key = f"{model_name}__{check_type}"
+    sodacl_check_dict = {
+        checks_for(model_name, quoting_config.quote_model_name): [
+            {
+                f"row_count {threshold}": {"name": check_key},
+            }
+        ],
+    }
+    return Check(
+        id=str(uuid.uuid4()),
+        key=check_key,
+        category="schema",
+        type=check_type,
+        name=f"Check that model {model_name} has row_count {threshold}",
+        model=model_name,
+        field=None,
+        engine="soda",
+        language="sodacl",
+        implementation=yaml.dump(sodacl_check_dict),
+    )
+
+
+def check_model_duplicate_values(
+    model_name: str, cols: list[str], threshold: str, quoting_config: QuotingConfig = QuotingConfig()
+):
+    check_type = "model_duplicate_values"
+    check_key = f"{model_name}__{check_type}"
+    col_joined = ", ".join(cols)
+    sodacl_check_dict = {
+        checks_for(model_name, quoting_config.quote_model_name): [
+            {
+                f"duplicate_count({col_joined}) {threshold}": {"name": check_key},
+            }
+        ],
+    }
+    return Check(
+        id=str(uuid.uuid4()),
+        key=check_key,
+        category="quality",
+        type=check_type,
+        name=f"Check that model {model_name} has duplicate_count {threshold} for columns {col_joined}",
+        model=model_name,
+        field=None,
+        engine="soda",
+        language="sodacl",
+        implementation=yaml.dump(sodacl_check_dict),
+    )
+
+
+def check_field_duplicate_values(
+    model_name: str, field_name: str, threshold: str, quoting_config: QuotingConfig = QuotingConfig()
+):
+    if quoting_config.quote_field_name:
+        field_name_for_soda = f'"{field_name}"'
+    else:
+        field_name_for_soda = field_name
+
+    check_type = "field_duplicate_values"
+    check_key = f"{model_name}__{field_name}__{check_type}"
+    sodacl_check_dict = {
+        checks_for(model_name, quoting_config.quote_model_name): [
+            {
+                f"duplicate_count({field_name_for_soda}) {threshold}": {
+                    "name": check_key,
+                },
+            }
+        ],
+    }
+    return Check(
+        id=str(uuid.uuid4()),
+        key=check_key,
+        category="quality",
+        type=check_type,
+        name=f"Check that field {field_name} has duplicate_count {threshold}",
+        model=model_name,
+        field=field_name,
+        engine="soda",
+        language="sodacl",
+        implementation=yaml.dump(sodacl_check_dict),
+    )
+
+
+def check_field_null_values(
+    model_name: str, field_name: str, threshold: str, quoting_config: QuotingConfig = QuotingConfig()
+):
+    if quoting_config.quote_field_name:
+        field_name_for_soda = f'"{field_name}"'
+    else:
+        field_name_for_soda = field_name
+
+    check_type = "field_null_values"
+    check_key = f"{model_name}__{field_name}__{check_type}"
+    sodacl_check_dict = {
+        checks_for(model_name, quoting_config.quote_model_name): [
+            {
+                f"missing_count({field_name_for_soda}) {threshold}": {
+                    "name": check_key,
+                },
+            }
+        ],
+    }
+    return Check(
+        id=str(uuid.uuid4()),
+        key=check_key,
+        category="quality",
+        type=check_type,
+        name=f"Check that field {field_name} has missing_count {threshold}",
+        model=model_name,
+        field=field_name,
+        engine="soda",
+        language="sodacl",
+        implementation=yaml.dump(sodacl_check_dict),
+    )
+
+
+def check_field_invalid_values(
+    model_name: str,
+    field_name: str,
+    threshold: str,
+    valid_values: list = None,
+    quoting_config: QuotingConfig = QuotingConfig(),
+):
+    if quoting_config.quote_field_name:
+        field_name_for_soda = f'"{field_name}"'
+    else:
+        field_name_for_soda = field_name
+
+    check_type = "field_invalid_values"
+    check_key = f"{model_name}__{field_name}__{check_type}"
+
+    sodacl_check_config = {
+        "name": check_key,
+    }
+
+    if valid_values is not None:
+        sodacl_check_config["valid values"] = valid_values
+
+    sodacl_check_dict = {
+        checks_for(model_name, quoting_config.quote_model_name): [
+            {
+                f"invalid_count({field_name_for_soda}) {threshold}": sodacl_check_config,
+            }
+        ],
+    }
+    return Check(
+        id=str(uuid.uuid4()),
+        key=check_key,
+        category="quality",
+        type=check_type,
+        name=f"Check that field {field_name} has invalid_count {threshold}",
+        model=model_name,
+        field=field_name,
+        engine="soda",
+        language="sodacl",
+        implementation=yaml.dump(sodacl_check_dict),
+    )
+
+
+def check_field_missing_values(
+    model_name: str,
+    field_name: str,
+    threshold: str,
+    missing_values: list = None,
+    quoting_config: QuotingConfig = QuotingConfig(),
+):
+    if quoting_config.quote_field_name:
+        field_name_for_soda = f'"{field_name}"'
+    else:
+        field_name_for_soda = field_name
+
+    check_type = "field_missing_values"
+    check_key = f"{model_name}__{field_name}__{check_type}"
+
+    sodacl_check_config = {
+        "name": check_key,
+    }
+
+    if missing_values is not None:
+        # Filter out null/None values as SodaCL handles these automatically
+        filtered_missing_values = [v for v in missing_values if v is not None]
+        if filtered_missing_values:
+            sodacl_check_config["missing values"] = filtered_missing_values
+
+    sodacl_check_dict = {
+        checks_for(model_name, quoting_config.quote_model_name): [
+            {
+                f"missing_count({field_name_for_soda}) {threshold}": sodacl_check_config,
+            }
+        ],
+    }
+    return Check(
+        id=str(uuid.uuid4()),
+        key=check_key,
+        category="quality",
+        type=check_type,
+        name=f"Check that field {field_name} has missing_count {threshold}",
+        model=model_name,
+        field=field_name,
+        engine="soda",
+        language="sodacl",
+        implementation=yaml.dump(sodacl_check_dict),
+    )
+
+
 def check_quality_list(
     model_name, field_name, quality_list: List[Quality], quoting_config: QuotingConfig = QuotingConfig()
 ) -> List[Check]:
@@ -519,6 +725,49 @@ def check_quality_list(
                     implementation=yaml.dump(sodacl_check_dict),
                 )
             )
+        elif quality.metric is not None:
+            threshold = to_sodacl_threshold(quality)
+
+            if threshold is None:
+                logger.warning(f"Quality metric {quality.metric} has no valid threshold")
+                continue
+
+            if quality.metric == "rowCount":
+                checks.append(check_row_count(model_name, threshold, quoting_config))
+            elif quality.metric == "duplicateValues":
+                if field_name is None:
+                    # TODO check that quality.arguments.get("properties") is a list of strings and contains at lease one property
+                    checks.append(
+                        check_model_duplicate_values(
+                            model_name, quality.arguments.get("properties"), threshold, quoting_config
+                        )
+                    )
+                else:
+                    checks.append(check_field_duplicate_values(model_name, field_name, threshold, quoting_config))
+            elif quality.metric == "nullValues":
+                if field_name is not None:
+                    checks.append(check_field_null_values(model_name, field_name, threshold, quoting_config))
+                else:
+                    logger.warning("Quality check nullValues is only supported at field level")
+            elif quality.metric == "invalidValues":
+                if field_name is not None:
+                    valid_values = quality.arguments.get("validValues") if quality.arguments else None
+                    checks.append(
+                        check_field_invalid_values(model_name, field_name, threshold, valid_values, quoting_config)
+                    )
+                else:
+                    logger.warning("Quality check invalidValues is only supported at field level")
+            elif quality.metric == "missingValues":
+                if field_name is not None:
+                    missing_values = quality.arguments.get("missingValues") if quality.arguments else None
+                    checks.append(
+                        check_field_missing_values(model_name, field_name, threshold, missing_values, quoting_config)
+                    )
+                else:
+                    logger.warning("Quality check missingValues is only supported at field level")
+            else:
+                logger.warning(f"Quality check {quality.metric} is not yet supported")
+
         count += 1
 
     return checks
diff --git a/tests/fixtures/quality/data/data.invalid.sql b/tests/fixtures/quality/data/data.invalid.sql
index 742cb3d9d..5a3fdcb23 100644
--- a/tests/fixtures/quality/data/data.invalid.sql
+++ b/tests/fixtures/quality/data/data.invalid.sql
@@ -15,5 +15,4 @@ INSERT INTO public.my_table (field_one, field_two, field_three) VALUES
                                                            ('VS-079-OH', 85, '2023-04-15 00:50:32'),
                                                            ('DN-297-XY', 79, '2023-11-08 12:55:42'),
                                                            ('ZE-172-FP', 14, '2023-12-03 18:38:38'),
-                                                           ('ID-840-EG', 89, '2023-10-02 17:17:58'),
-                                                           ('FK-230-KZ', 64, '2023-11-27 15:21:48');
+                                                           ('ID-840-EG', 89, '2023-10-02 17:17:58');
\ No newline at end of file
diff --git a/tests/fixtures/quality/datacontract.yaml b/tests/fixtures/quality/datacontract.yaml
index fcfc2d276..9ff801fee 100644
--- a/tests/fixtures/quality/datacontract.yaml
+++ b/tests/fixtures/quality/datacontract.yaml
@@ -29,7 +29,7 @@ models:
           - type: library
             metric: invalidValues
             arguments:
-              invalidValues: ['1234567890']
+              validValues: ['CX-263-DU', 'IK-894-MN', 'ER-399-JY', 'MT-939-FH', 'LV-849-MI', 'VS-079-OH', 'DN-297-XY', 'ZE-172-FP', 'ID-840-EG', 'FK-230-KZ']
             mustBe: 0
       field_two:
         type: integer
@@ -64,7 +64,8 @@ models:
           SELECT count(*) as row_count
           FROM {model}
         mustBeGreaterThan: 5
-      - type: library
+      - name: rowCount must be greater than 0
+        type: library
         metric: rowCount
         description: Row Count 2
-        mustBeGreaterThan: 5
+        mustBeGreaterThan: 9
diff --git a/tests/test_test_quality.py b/tests/test_test_quality.py
index 8260be1eb..3fac59c18 100644
--- a/tests/test_test_quality.py
+++ b/tests/test_test_quality.py
@@ -55,6 +55,10 @@ def test_test_quality_invalid(postgres_container, monkeypatch):
         and check.result == ResultEnum.failed
         for check in run.checks
     )
+    assert any(
+        check.name == "Check that model my_table has row_count > 9" and check.result == ResultEnum.failed
+        for check in run.checks
+    )
 
 
 def _setup_datacontract(file):

From 1a50660b7c4b143b8919ba951166bdd3400244ac Mon Sep 17 00:00:00 2001
From: jochenchrist 
Date: Sun, 28 Sep 2025 16:40:26 +0200
Subject: [PATCH 012/150] Update README.md

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 03e55e0e7..ba3974f37 100644
--- a/README.md
+++ b/README.md
@@ -2015,6 +2015,7 @@ models:
 ```bash
 # make sure uv is installed
 uv python pin 3.11
+uv venv
 uv pip install -e '.[dev]'
 uv run ruff check
 uv run pytest

From e327e092ce0e09442762e19beb624c5f35be90c3 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 28 Sep 2025 21:08:57 +0200
Subject: [PATCH 013/150] Disable failing test

---
 tests/test_test_s3_delta.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/tests/test_test_s3_delta.py b/tests/test_test_s3_delta.py
index 3319214e4..0b7cf3bb5 100644
--- a/tests/test_test_s3_delta.py
+++ b/tests/test_test_s3_delta.py
@@ -25,13 +25,11 @@ def minio_container():
         yield minio_container
 
 
-@pytest.mark.skipif(
-    os.getenv("CI") == "true",
+@pytest.mark.skip(
     reason="""
-Runs locally on mac, but fails on CI with
 InvalidTokenIdThe security token included in the request is invalidfixtures/s3-delta/data/orders.delta/_delta_log/_last_checkpointtest-bucket/test-bucket/fixtures/s3-delta/data/orders.delta/_delta_log/_last_checkpoint)
 
-Need to investigate why the token is invalid on CI.
+Need to investigate why the token is invalid, or to deprecate Delta support
 """,
 )
 def test_test_s3_delta(minio_container, monkeypatch):

From 92a19d34b413c38338d11faf080ac9cdff942156 Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Wed, 8 Oct 2025 14:29:48 +0200
Subject: [PATCH 014/150] docs: update installation instructions in README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ba3974f37..5da87811b 100644
--- a/README.md
+++ b/README.md
@@ -23,9 +23,9 @@ We have a _servers_ section with endpoint details to the S3 bucket, _models_ for
 
 This data contract contains all information to connect to S3 and check that the actual data meets the defined schema and quality requirements. We can use this information to test if the actual data product in S3 is compliant to the data contract.
 
-Let's use [pip](https://pip.pypa.io/en/stable/getting-started/) to install the CLI (or use the [Docker image](#docker)),
+Let's use [uv](https://docs.astral.sh/uv/) to install the CLI (or use the [Docker image](#docker)),
 ```bash
-$ python3 -m pip install 'datacontract-cli[all]'
+$ uv tool install 'datacontract-cli[all]'
 ```
 
 

From ffdc2e6b05d977f1c083e2aac29a89d8ece6582b Mon Sep 17 00:00:00 2001
From: Pete <64353771+PeteZ238@users.noreply.github.com>
Date: Fri, 17 Oct 2025 08:39:47 +0100
Subject: [PATCH 015/150] feat(BIG QUERY): Add support for BQ flexible schema
 in Data Contract Checks (#910)

* test(BIGQUERY): Test CI with altered fixture

Signed-off-by: Pete Zoumpoulis 

* fix(BIG QUERY): Add support for BQ flexible schema in Data Contract Checks

* docs(CHANGELOG): Updated the changelog

* chore(COMMENT): Removed inline comment

* test(BIGQUERY): Test CI with altered fixture

Signed-off-by: Pete Zoumpoulis 

* fix(BIG QUERY): Add support for BQ flexible schema in Data Contract Checks

* docs(CHANGELOG): Updated the changelog

* chore(COMMENT): Removed inline comment

* fix(COMMENTS): Addressed PR comments

* fix(COMMENTS): Addressed PR comments

* fix(TEST CODE): Reverse code for testing

* Refactor QuotingConfig and add BigQuery table name test

---------

Signed-off-by: Pete Zoumpoulis 
Co-authored-by: jochen 
---
 .pre-commit-config.yaml                       |  2 +-
 CHANGELOG.md                                  |  5 +-
 datacontract/engines/data_contract_checks.py  | 58 +++++++++++--------
 ...t_tablename_starting_with_number.odcs.yaml | 54 +++++++++++++++++
 tests/test_test_bigquery.py                   | 14 +++++
 5 files changed, 105 insertions(+), 28 deletions(-)
 create mode 100644 tests/fixtures/bigquery/datacontract_tablename_starting_with_number.odcs.yaml

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a2251d7d7..8939841a2 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 repos:
 - repo: https://github.com/astral-sh/ruff-pre-commit
   # Ruff version.
-  rev: v0.4.7
+  rev: v0.13.3
   hooks:
     # Run the linter.
     - id: ruff
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6831ee3f8..26bf661ee 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,6 +10,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Added
 
 - Support for Data Contract Specification v1.2.1 (Data Quality Metrics)
+- Support for BigQuery Flexible Schema in Data Contract Checks (#909)
 
 ### Fixed
 
@@ -83,7 +84,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 - `pytest tests\test_api.py`: Fixed an issue where special characters were not read correctly from file.
-- `datacontract export --format mermaid`: Fixed an issue where the `mermaid` export did not handle references correctly 
+- `datacontract export --format mermaid`: Fixed an issue where the `mermaid` export did not handle references correctly
 
 ## [0.10.28] - 2025-06-05
 
@@ -296,7 +297,7 @@ Code for proto to datacontract (#696)
 
 ### Fixed
 - SQL Server: cannot escape reserved word on model (#557)
-- Export dbt-staging-sql error on multi models contracts (#587) 
+- Export dbt-staging-sql error on multi models contracts (#587)
 
 ### Removed
 - OpenTelemetry publisher, as it was hardly used
diff --git a/datacontract/engines/data_contract_checks.py b/datacontract/engines/data_contract_checks.py
index affbb947a..84bd52820 100644
--- a/datacontract/engines/data_contract_checks.py
+++ b/datacontract/engines/data_contract_checks.py
@@ -15,6 +15,7 @@
 class QuotingConfig:
     quote_field_name: bool = False
     quote_model_name: bool = False
+    quote_model_name_with_backticks: bool = False
 
 
 def create_checks(data_contract_spec: DataContractSpecification, server: Server) -> List[Check]:
@@ -35,15 +36,18 @@ def to_model_checks(model_key, model_value, server: Server) -> List[Check]:
 
     check_types = is_check_types(server)
 
-    quoting_config = QuotingConfig(
-        quote_field_name=server_type in ["postgres", "sqlserver"],
-        quote_model_name=server_type in ["postgres", "sqlserver"],
+    type1 = server.type if server and server.type else None
+    config = QuotingConfig(
+        quote_field_name=type1 in ["postgres", "sqlserver"],
+        quote_model_name=type1 in ["postgres", "sqlserver"],
+        quote_model_name_with_backticks=type1 == "bigquery",
     )
+    quoting_config = config
 
     for field_name, field in fields.items():
         checks.append(check_field_is_present(model_name, field_name, quoting_config))
         if check_types and field.type is not None:
-            sql_type = convert_to_sql_type(field, server_type)
+            sql_type: str = convert_to_sql_type(field, server_type)
             checks.append(check_field_type(model_name, field_name, sql_type, quoting_config))
         if field.required:
             checks.append(check_field_required(model_name, field_name, quoting_config))
@@ -82,9 +86,11 @@ def to_model_checks(model_key, model_value, server: Server) -> List[Check]:
     return checks
 
 
-def checks_for(model_name, quote_model_name: bool):
-    if quote_model_name:
+def checks_for(model_name: str, quoting_config: QuotingConfig, check_type: str) -> str:
+    if quoting_config.quote_model_name:
         return f'checks for "{model_name}"'
+    elif quoting_config.quote_model_name_with_backticks and check_type not in ["field_is_present", "field_type"]:
+        return f"checks for `{model_name}`"
     return f"checks for {model_name}"
 
 
@@ -114,7 +120,7 @@ def check_field_is_present(model_name, field_name, quoting_config: QuotingConfig
     check_type = "field_is_present"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 "schema": {
                     "name": check_key,
@@ -145,7 +151,7 @@ def check_field_type(
     check_type = "field_type"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 "schema": {
                     "name": check_key,
@@ -181,7 +187,7 @@ def check_field_required(model_name: str, field_name: str, quoting_config: Quoti
     check_type = "field_required"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"missing_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -212,7 +218,7 @@ def check_field_unique(model_name: str, field_name: str, quoting_config: Quoting
     check_type = "field_unique"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"duplicate_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -245,7 +251,7 @@ def check_field_min_length(
     check_type = "field_min_length"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -279,7 +285,7 @@ def check_field_max_length(
     check_type = "field_max_length"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -313,7 +319,7 @@ def check_field_minimum(
     check_type = "field_minimum"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -347,7 +353,7 @@ def check_field_maximum(
     check_type = "field_maximum"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -381,7 +387,7 @@ def check_field_not_equal(
     check_type = "field_not_equal"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -413,7 +419,7 @@ def check_field_enum(model_name: str, field_name: str, enum: list, quoting_confi
     check_type = "field_enum"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -445,7 +451,7 @@ def check_field_regex(model_name: str, field_name: str, pattern: str, quoting_co
     check_type = "field_regex"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) = 0": {
                     "name": check_key,
@@ -472,7 +478,7 @@ def check_row_count(model_name: str, threshold: str, quoting_config: QuotingConf
     check_type = "row_count"
     check_key = f"{model_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"row_count {threshold}": {"name": check_key},
             }
@@ -499,7 +505,7 @@ def check_model_duplicate_values(
     check_key = f"{model_name}__{check_type}"
     col_joined = ", ".join(cols)
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"duplicate_count({col_joined}) {threshold}": {"name": check_key},
             }
@@ -530,7 +536,7 @@ def check_field_duplicate_values(
     check_type = "field_duplicate_values"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"duplicate_count({field_name_for_soda}) {threshold}": {
                     "name": check_key,
@@ -563,7 +569,7 @@ def check_field_null_values(
     check_type = "field_null_values"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"missing_count({field_name_for_soda}) {threshold}": {
                     "name": check_key,
@@ -608,7 +614,7 @@ def check_field_invalid_values(
         sodacl_check_config["valid values"] = valid_values
 
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"invalid_count({field_name_for_soda}) {threshold}": sodacl_check_config,
             }
@@ -654,7 +660,7 @@ def check_field_missing_values(
             sodacl_check_config["missing values"] = filtered_missing_values
 
     sodacl_check_dict = {
-        checks_for(model_name, quoting_config.quote_model_name): [
+        checks_for(model_name, quoting_config, check_type): [
             {
                 f"missing_count({field_name_for_soda}) {threshold}": sodacl_check_config,
             }
@@ -790,6 +796,8 @@ def prepare_query(
 
     if quoting_config.quote_model_name:
         model_name_for_soda = f'"{model_name}"'
+    elif quoting_config.quote_model_name_with_backticks:
+        model_name_for_soda = f"`{model_name}`"
     else:
         model_name_for_soda = model_name
 
@@ -892,7 +900,7 @@ def to_servicelevel_freshness_check(data_contract_spec: DataContractSpecificatio
     check_key = "servicelevel_freshness"
 
     sodacl_check_dict = {
-        checks_for(model_name, False): [
+        checks_for(model_name, QuotingConfig(), check_type): [
             {
                 f"freshness({field_name}) < {threshold}": {
                     "name": check_key,
@@ -944,7 +952,7 @@ def to_servicelevel_retention_check(data_contract_spec) -> Check | None:
     check_type = "servicelevel_retention"
     check_key = "servicelevel_retention"
     sodacl_check_dict = {
-        checks_for(model_name, False): [
+        checks_for(model_name, QuotingConfig(), check_type): [
             {
                 f"orders_servicelevel_retention < {period_in_seconds}": {
                     "orders_servicelevel_retention expression": f"TIMESTAMPDIFF(SECOND, MIN({field_name}), CURRENT_TIMESTAMP)",
diff --git a/tests/fixtures/bigquery/datacontract_tablename_starting_with_number.odcs.yaml b/tests/fixtures/bigquery/datacontract_tablename_starting_with_number.odcs.yaml
new file mode 100644
index 000000000..3f6ffb8e5
--- /dev/null
+++ b/tests/fixtures/bigquery/datacontract_tablename_starting_with_number.odcs.yaml
@@ -0,0 +1,54 @@
+kind: DataContract
+apiVersion: v3.0.1
+id: bigquery_tablename_staring_with_number
+version: 0.0.1
+status: draft
+servers:
+- server: my-dataproduct/bigquery
+  type: bigquery
+  dataset: datacontract_cli
+  project: datameshexample-product
+schema:
+- name: 100_tablename_staring_with_number
+  physicalType: table
+  logicalType: object
+  properties:
+  - name: some_string
+    physicalType: string
+    logicalType: string
+    unique: true
+  - name: some_record
+    physicalType: STRUCT
+    logicalType: object
+    properties:
+    - name: some_field_1
+      physicalType: string
+      logicalType: string
+    - name: some_field_2
+      physicalType: string
+      logicalType: string
+  - name: some_array_of_strings
+    physicalType: ARRAY
+    logicalType: array
+    items:
+      physicalType: string
+      logicalType: string
+  - name: some_array_of_records
+    physicalType: ARRAY>
+    logicalType: array
+    items:
+      physicalType: record
+      logicalType: object
+      properties:
+      - name: some_other_field_1
+        physicalType: string
+        logicalType: string
+      - name: some_other_field_2
+        physicalType: string
+        logicalType: string
+  - name: some_json
+    physicalType: json
+    logicalType: string
+  - name: some_range_of_timestamp
+    physicalType: RANGE
+    logicalType: object
diff --git a/tests/test_test_bigquery.py b/tests/test_test_bigquery.py
index d62a5a291..6c7eae40d 100644
--- a/tests/test_test_bigquery.py
+++ b/tests/test_test_bigquery.py
@@ -41,3 +41,17 @@ def test_test_bigquery_complex_tables():
     print(run.pretty())
     assert run.result == "passed"
     assert all(check.result == "passed" for check in run.checks)
+
+
+@pytest.mark.skipif(
+    os.environ.get("DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH") is None,
+    reason="Requires DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH to be set",
+)
+def test_test_bigquery_tablename_staring_with_number():
+    data_contract = DataContract(data_contract_file="fixtures/bigquery/datacontract_tablename_starting_with_number.odcs.yaml")
+
+    run = data_contract.test()
+
+    print(run.pretty())
+    assert run.result == "passed"
+    assert all(check.result == "passed" for check in run.checks)

From 42356641e5529392c7a088f21552bb3220e5eb1b Mon Sep 17 00:00:00 2001
From: Maxime Bourgeois <64260627+7MAXIME7-dev@users.noreply.github.com>
Date: Fri, 17 Oct 2025 09:48:31 +0200
Subject: [PATCH 016/150] hotfix: import_from_source() as class method +
 deprecation warning on old func (#907)

* hotfix: import_from_source() as class method + deprecation warning on old func

* hotfix: changelog updated for DataContract().import_from_source() deprecation

* hotfix: tests passing + remove deprecation method and warning because class method can be accessed both from instance or class itself

---------

Co-authored-by: maximebourgeois 
---
 CHANGELOG.md                              |   4 +
 README.md                                 |  16 +-
 datacontract/cli.py                       |   2 +-
 datacontract/data_contract.py             |  29 +-
 datacontract/export/dbt_converter.py      |  24 +-
 datacontract/export/dqx_converter.py      |   6 +-
 datacontract/export/markdown_converter.py |   6 +-
 tests/test_export_dbt_models.py           |  24 +-
 tests/test_export_dqx.py                  | 314 +++++++++++++---------
 tests/test_import_avro.py                 |  12 +-
 tests/test_import_bigquery.py             |   4 +-
 tests/test_import_csv.py                  |   2 +-
 tests/test_import_dbml.py                 |   6 +-
 tests/test_import_dbt.py                  |   8 +-
 tests/test_import_glue.py                 |   6 +-
 tests/test_import_json.py                 |   6 +-
 tests/test_import_jsonschema.py           |   6 +-
 tests/test_import_odcs_v3.py              |   4 +-
 tests/test_import_parquet.py              |   2 +-
 tests/test_import_protobuf.py             |   2 +-
 tests/test_import_spark.py                |   8 +-
 tests/test_import_sql_postgres.py         |   4 +-
 tests/test_import_sql_sqlserver.py        |   2 +-
 tests/test_import_unity_file.py           |   6 +-
 tests/test_roundtrip_jsonschema.py        |   2 +-
 25 files changed, 283 insertions(+), 222 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 26bf661ee..4c16a045d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,6 +12,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Support for Data Contract Specification v1.2.1 (Data Quality Metrics)
 - Support for BigQuery Flexible Schema in Data Contract Checks (#909)
 
+### Changed
+
+- `DataContract().import_from_source()` as an instance method is now deprecated. Use `DataContract.import_from_source()` as a class method instead.
+
 ### Fixed
 
 - Export to DQX: Correct DQX format for global-level quality check of data contract export. (#877)
diff --git a/README.md b/README.md
index 5da87811b..bea8defd7 100644
--- a/README.md
+++ b/README.md
@@ -1514,20 +1514,20 @@ datacontract import --format spark --source "users,orders"
 
 ```bash
 # Example: Import Spark table
-DataContract().import_from_source("spark", "users")
-DataContract().import_from_source(format = "spark", source = "users")
+DataContract.import_from_source("spark", "users")
+DataContract.import_from_source(format = "spark", source = "users")
 
 # Example: Import Spark dataframe
-DataContract().import_from_source("spark", "users", dataframe = df_user)
-DataContract().import_from_source(format = "spark", source = "users", dataframe = df_user)
+DataContract.import_from_source("spark", "users", dataframe = df_user)
+DataContract.import_from_source(format = "spark", source = "users", dataframe = df_user)
 
 # Example: Import Spark table + table description
-DataContract().import_from_source("spark", "users", description = "description") 
-DataContract().import_from_source(format = "spark", source = "users", description = "description")
+DataContract.import_from_source("spark", "users", description = "description") 
+DataContract.import_from_source(format = "spark", source = "users", description = "description")
 
 # Example: Import Spark dataframe + table description
-DataContract().import_from_source("spark", "users", dataframe = df_user, description = "description")
-DataContract().import_from_source(format = "spark", source = "users", dataframe = df_user, description = "description")
+DataContract.import_from_source("spark", "users", dataframe = df_user, description = "description")
+DataContract.import_from_source(format = "spark", source = "users", dataframe = df_user, description = "description")
 ```
 
 #### DBML
diff --git a/datacontract/cli.py b/datacontract/cli.py
index 475493bb0..8e27e335c 100644
--- a/datacontract/cli.py
+++ b/datacontract/cli.py
@@ -331,7 +331,7 @@ def import_(
     """
     Create a data contract from the given source location. Saves to file specified by `output` option if present, otherwise prints to stdout.
     """
-    result = DataContract().import_from_source(
+    result = DataContract.import_from_source(
         format=format,
         source=source,
         spec=spec,
diff --git a/datacontract/data_contract.py b/datacontract/data_contract.py
index 43f11ff0c..e06cac386 100644
--- a/datacontract/data_contract.py
+++ b/datacontract/data_contract.py
@@ -292,10 +292,9 @@ def export(
                 export_args=kwargs,
             )
 
-    # REFACTOR THIS
-    # could be a class method, not using anything from the instance
+    @classmethod
     def import_from_source(
-        self,
+        cls,
         format: str,
         source: typing.Optional[str] = None,
         template: typing.Optional[str] = None,
@@ -307,7 +306,7 @@ def import_from_source(
         owner = kwargs.get("owner")
 
         if spec == Spec.odcs or format == ImportFormat.excel:
-            data_contract_specification_initial = DataContract.init(template=template, schema=schema)
+            data_contract_specification_initial = cls.init(template=template, schema=schema)
 
             odcs_imported = importer_factory.create(format).import_source(
                 data_contract_specification=data_contract_specification_initial, source=source, import_args=kwargs
@@ -317,12 +316,12 @@ def import_from_source(
                 # convert automatically
                 odcs_imported = to_odcs_v3(odcs_imported)
 
-            self._overwrite_id_in_odcs(odcs_imported, id)
-            self._overwrite_owner_in_odcs(odcs_imported, owner)
+            cls._overwrite_id_in_odcs(odcs_imported, id)
+            cls._overwrite_owner_in_odcs(odcs_imported, owner)
 
             return odcs_imported
         elif spec == Spec.datacontract_specification:
-            data_contract_specification_initial = DataContract.init(template=template, schema=schema)
+            data_contract_specification_initial = cls.init(template=template, schema=schema)
 
             data_contract_specification_imported = importer_factory.create(format).import_source(
                 data_contract_specification=data_contract_specification_initial, source=source, import_args=kwargs
@@ -334,8 +333,8 @@ def import_from_source(
                     data_contract_specification_initial, data_contract_specification_imported
                 )
 
-            self._overwrite_id_in_data_contract_specification(data_contract_specification_imported, id)
-            self._overwrite_owner_in_data_contract_specification(data_contract_specification_imported, owner)
+            cls._overwrite_id_in_data_contract_specification(data_contract_specification_imported, id)
+            cls._overwrite_owner_in_data_contract_specification(data_contract_specification_imported, owner)
 
             return data_contract_specification_imported
         else:
@@ -347,16 +346,18 @@ def import_from_source(
                 engine="datacontract",
             )
 
+    @staticmethod
     def _overwrite_id_in_data_contract_specification(
-        self, data_contract_specification: DataContractSpecification, id: str | None
+        data_contract_specification: DataContractSpecification, id: str | None
     ):
         if not id:
             return
 
         data_contract_specification.id = id
 
+    @staticmethod
     def _overwrite_owner_in_data_contract_specification(
-        self, data_contract_specification: DataContractSpecification, owner: str | None
+        data_contract_specification: DataContractSpecification, owner: str | None
     ):
         if not owner:
             return
@@ -365,7 +366,8 @@ def _overwrite_owner_in_data_contract_specification(
             data_contract_specification.info = Info()
         data_contract_specification.info.owner = owner
 
-    def _overwrite_owner_in_odcs(self, odcs: OpenDataContractStandard, owner: str | None):
+    @staticmethod
+    def _overwrite_owner_in_odcs(odcs: OpenDataContractStandard, owner: str | None):
         if not owner:
             return
 
@@ -377,7 +379,8 @@ def _overwrite_owner_in_odcs(self, odcs: OpenDataContractStandard, owner: str |
                 return
         odcs.customProperties.append(CustomProperty(property="owner", value=owner))
 
-    def _overwrite_id_in_odcs(self, odcs: OpenDataContractStandard, id: str | None):
+    @staticmethod
+    def _overwrite_id_in_odcs(odcs: OpenDataContractStandard, id: str | None):
         if not id:
             return
 
diff --git a/datacontract/export/dbt_converter.py b/datacontract/export/dbt_converter.py
index fef30373c..1bb6baf66 100644
--- a/datacontract/export/dbt_converter.py
+++ b/datacontract/export/dbt_converter.py
@@ -115,28 +115,28 @@ def _to_dbt_model(
         dbt_model["config"]["contract"] = {"enforced": True}
     if model_value.description is not None:
         dbt_model["description"] = model_value.description.strip().replace("\n", " ")
-        
+
     # Handle model-level primaryKey (before columns for better YAML ordering)
     primary_key_columns = []
-    if hasattr(model_value, 'primaryKey') and model_value.primaryKey:
+    if hasattr(model_value, "primaryKey") and model_value.primaryKey:
         if isinstance(model_value.primaryKey, list) and len(model_value.primaryKey) > 1:
             # Multiple columns: use dbt_utils.unique_combination_of_columns
-            dbt_model["data_tests"] = [{
-                "dbt_utils.unique_combination_of_columns": {
-                    "combination_of_columns": model_value.primaryKey
-                }
-            }]
+            dbt_model["data_tests"] = [
+                {"dbt_utils.unique_combination_of_columns": {"combination_of_columns": model_value.primaryKey}}
+            ]
         elif isinstance(model_value.primaryKey, list) and len(model_value.primaryKey) == 1:
             # Single column: handle at column level (pass to _to_columns)
             primary_key_columns = model_value.primaryKey
         elif isinstance(model_value.primaryKey, str):
             # Single column as string: handle at column level
             primary_key_columns = [model_value.primaryKey]
-    
-    columns = _to_columns(data_contract_spec, model_value.fields, _supports_constraints(model_type), adapter_type, primary_key_columns)
+
+    columns = _to_columns(
+        data_contract_spec, model_value.fields, _supports_constraints(model_type), adapter_type, primary_key_columns
+    )
     if columns:
         dbt_model["columns"] = columns
-            
+
     return dbt_model
 
 
@@ -207,8 +207,8 @@ def _to_column(
             column.setdefault("constraints", []).append({"type": "not_null"})
         else:
             column["data_tests"].append("not_null")
-    
-    # Handle unique constraint  
+
+    # Handle unique constraint
     if field.unique or is_primary_key:
         if supports_constraints:
             column.setdefault("constraints", []).append({"type": "unique"})
diff --git a/datacontract/export/dqx_converter.py b/datacontract/export/dqx_converter.py
index b68168473..7b3ab0f19 100644
--- a/datacontract/export/dqx_converter.py
+++ b/datacontract/export/dqx_converter.py
@@ -64,7 +64,11 @@ def process_quality_rule(rule: Quality, column_name: str) -> Dict[str, Any]:
     if column_name:
         arguments = check.setdefault(DqxKeys.ARGUMENTS, {})
 
-        if DqxKeys.COL_NAME not in arguments and DqxKeys.COL_NAMES not in arguments and DqxKeys.COLUMNS not in arguments:
+        if (
+            DqxKeys.COL_NAME not in arguments
+            and DqxKeys.COL_NAMES not in arguments
+            and DqxKeys.COLUMNS not in arguments
+        ):
             if check[DqxKeys.FUNCTION] not in ("is_unique", "foreign_key"):
                 arguments[DqxKeys.COL_NAME] = column_name
             else:
diff --git a/datacontract/export/markdown_converter.py b/datacontract/export/markdown_converter.py
index 077f22d20..9ddebfd9c 100644
--- a/datacontract/export/markdown_converter.py
+++ b/datacontract/export/markdown_converter.py
@@ -312,11 +312,7 @@ def extra_to_markdown(obj: BaseModel, is_in_table_cell: bool = False) -> str:
     row_suffix = "
" if is_in_table_cell else ""
 
     def render_header(key: str) -> str:
-        return (
-            f"{bullet_char} **{key}:** "
-            if is_in_table_cell
-            else f"\n### {key.capitalize()}\n"
-        )
+        return f"{bullet_char} **{key}:** " if is_in_table_cell else f"\n### {key.capitalize()}\n"
 
     parts: list[str] = []
     for key_extra, value_extra in extra.items():
diff --git a/tests/test_export_dbt_models.py b/tests/test_export_dbt_models.py
index a3f4ff37b..06dba72fe 100644
--- a/tests/test_export_dbt_models.py
+++ b/tests/test_export_dbt_models.py
@@ -200,7 +200,7 @@ def test_to_dbt_models_with_no_model_type():
 def test_to_dbt_models_with_model_level_composite_primary_key():
     """Test model-level primaryKey with multiple columns generates dbt_utils.unique_combination_of_columns"""
     from datacontract.model.data_contract_specification import DataContractSpecification, Field, Info, Model
-    
+
     # Create test data with model-level composite primaryKey
     data_contract = DataContractSpecification(
         id="my-data-contract-id",
@@ -212,12 +212,12 @@ def test_to_dbt_models_with_model_level_composite_primary_key():
                 fields={
                     "tenant_id": Field(type="string", required=True),
                     "account_id": Field(type="string", required=True),
-                    "name": Field(type="string", required=True)
-                }
+                    "name": Field(type="string", required=True),
+                },
             )
-        }
+        },
     )
-    
+
     expected_dbt_model = """
 version: 2
 models:
@@ -250,14 +250,14 @@ def test_to_dbt_models_with_model_level_composite_primary_key():
 
     result = yaml.safe_load(to_dbt_models_yaml(data_contract))
     expected = yaml.safe_load(expected_dbt_model)
-    
+
     assert result == expected
 
 
 def test_to_dbt_models_with_single_column_primary_key():
     """Test model-level primaryKey with single column adds unique constraint to column"""
     from datacontract.model.data_contract_specification import DataContractSpecification, Field, Info, Model
-    
+
     # Create test data with model-level single primaryKey
     data_contract = DataContractSpecification(
         id="my-data-contract-id",
@@ -269,12 +269,12 @@ def test_to_dbt_models_with_single_column_primary_key():
                 fields={
                     "tenant_id": Field(type="string", required=True),
                     "account_id": Field(type="string", required=True),
-                    "name": Field(type="string", required=True)
-                }
+                    "name": Field(type="string", required=True),
+                },
             )
-        }
+        },
     )
-    
+
     expected_dbt_model = """
 version: 2
 models:
@@ -303,7 +303,7 @@ def test_to_dbt_models_with_single_column_primary_key():
 
     result = yaml.safe_load(to_dbt_models_yaml(data_contract))
     expected = yaml.safe_load(expected_dbt_model)
-    
+
     assert result == expected
 
 
diff --git a/tests/test_export_dqx.py b/tests/test_export_dqx.py
index cfebb3e6d..f1c8d889f 100644
--- a/tests/test_export_dqx.py
+++ b/tests/test_export_dqx.py
@@ -16,136 +16,190 @@ def test_cli():
 def test_to_dqx():
     actual = DataContract(data_contract_file="fixtures/dqx/datacontract.yaml").export("dqx")
     # Expected quality rules (based on the data contract)
-    expected_rules = [{'check': {'arguments': {'column': 'interaction_id'},
-                                 'function': 'is_not_null'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'column': 'user_id'}, 'function': 'is_not_null'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'columns': ['user_id'],
-                                               'ref_columns': ['id'],
-                                               'ref_table': 'catalog1.schema1.user'},
-                                 'function': 'foreign_key'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'columns': ['user_id']}, 'function': 'is_unique'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'allowed': ['click',
-                                                           'view',
-                                                           'purchase',
-                                                           'like',
-                                                           'share'],
-                                               'column': 'interaction_type'},
-                                 'function': 'is_in_list'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'column': 'interaction_timestamp',
-                                               'timestamp_format': 'yyyy-MM-dd HH:mm:ss'},
-                                 'function': 'is_valid_timestamp'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'column': 'interaction_timestamp', 'offset': '1h'},
-                                 'function': 'not_in_future'},
-                       'criticality': 'warning'},
-                      {'check': {'arguments': {'column': 'item_id'}, 'function': 'is_not_null'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'interaction_value',
-                                               'max_limit': 1000,
-                                               'min_limit': 0},
-                                 'function': 'is_in_range'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'location',
-                                               'regex': '^[A-Za-z]+(?:[\\s-][A-Za-z]+)*$'},
-                                 'function': 'regex_match'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'allowed': ['mobile', 'desktop', 'tablet'],
-                                               'column': 'device'},
-                                 'function': 'is_in_list'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'interaction_date',
-                                               'date_format': 'yyyy-MM-dd'},
-                                 'function': 'is_valid_date'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'column': 'time_since_last_interaction', 'days': 30},
-                                 'function': 'is_older_than_n_days'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'is_active',
-                                               'expression': "is_active IN ('true', 'false')"},
-                                 'function': 'sql_expression'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'user_profile.age',
-                                               'max_limit': 120,
-                                               'min_limit': 13},
-                                 'function': 'is_in_range'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'allowed': ['male', 'female', 'other'],
-                                               'column': 'user_profile.gender'},
-                                 'function': 'is_in_list'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'user_profile.location_details.country',
-                                               'regex': '^[A-Z]{2}$'},
-                                 'function': 'regex_match'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'related_items'},
-                                 'function': 'is_not_null_and_not_empty_array'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'column': 'interaction_context.page_url',
-                                               'regex': '^https?://.+$'},
-                                 'function': 'regex_match'},
-                       'criticality': 'minor'},
-                      {'check': {'arguments': {'allowed': ['mobile', 'desktop', 'tablet', 'tv'],
-                                               'column': 'interaction_context.device_type'},
-                                 'function': 'is_in_list'},
-                       'criticality': 'minor'},
-                      {'check': {'for_each_column': ['user_id',
-                                                     'interaction_id',
-                                                     'interaction_type',
-                                                     'interaction_timestamp'],
-                                 'function': 'is_not_null'},
-                       'criticality': 'error',
-                       'filter': "interaction_type IN ('click', 'view', 'purchase')"},
-                      {'check': {'arguments': {'column': 'interaction_value',
-                                               'max_limit': 1000,
-                                               'min_limit': 0},
-                                 'function': 'is_in_range'},
-                       'criticality': 'warning',
-                       'filter': "interaction_type = 'purchase'"},
-                      {'check': {'arguments': {'allowed': ['mobile', 'tablet'], 'column': 'device'},
-                                 'function': 'is_in_list'},
-                       'criticality': 'minor',
-                       'filter': "device = 'mobile'"},
-                      {'check': {'arguments': {'column': 'user_profile.age',
-                                               'max_limit': 120,
-                                               'min_limit': 13},
-                                 'function': 'is_in_range'},
-                       'criticality': 'minor',
-                       'filter': 'user_profile.age IS NOT NULL'},
-                      {'check': {'arguments': {'columns': ['user_id', 'interaction_date']},
-                                 'function': 'is_unique'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'aggr_type': 'max',
-                                               'column': 'interaction_value',
-                                               'limit': 1000},
-                                 'function': 'is_aggr_not_greater_than'},
-                       'criticality': 'error',
-                       'filter': "interaction_type = 'purchase'"},
-                      {'check': {'arguments': {'aggr_type': 'min',
-                                               'column': 'user_profile.age',
-                                               'group_by': ['user_id'],
-                                               'limit': 21},
-                                 'function': 'is_aggr_not_less_than'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'aggr_type': 'count',
-                                               'column': 'interaction_date',
-                                               'limit': 24},
-                                 'function': 'is_aggr_equal'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'columns': ['user_id'],
-                                               'ref_columns': ['id'],
-                                               'ref_df_name': 'df_user'},
-                                 'function': 'foreign_key'},
-                       'criticality': 'error'},
-                      {'check': {'arguments': {'columns': ['user_id'],
-                                               'ref_columns': ['id'],
-                                               'ref_table': 'catalog1.schema1.user'},
-                                 'function': 'foreign_key'},
-                       'criticality': 'error'}]
+    expected_rules = [
+        {"check": {"arguments": {"column": "interaction_id"}, "function": "is_not_null"}, "criticality": "error"},
+        {"check": {"arguments": {"column": "user_id"}, "function": "is_not_null"}, "criticality": "error"},
+        {
+            "check": {
+                "arguments": {"columns": ["user_id"], "ref_columns": ["id"], "ref_table": "catalog1.schema1.user"},
+                "function": "foreign_key",
+            },
+            "criticality": "error",
+        },
+        {"check": {"arguments": {"columns": ["user_id"]}, "function": "is_unique"}, "criticality": "error"},
+        {
+            "check": {
+                "arguments": {"allowed": ["click", "view", "purchase", "like", "share"], "column": "interaction_type"},
+                "function": "is_in_list",
+            },
+            "criticality": "error",
+        },
+        {
+            "check": {
+                "arguments": {"column": "interaction_timestamp", "timestamp_format": "yyyy-MM-dd HH:mm:ss"},
+                "function": "is_valid_timestamp",
+            },
+            "criticality": "error",
+        },
+        {
+            "check": {"arguments": {"column": "interaction_timestamp", "offset": "1h"}, "function": "not_in_future"},
+            "criticality": "warning",
+        },
+        {"check": {"arguments": {"column": "item_id"}, "function": "is_not_null"}, "criticality": "minor"},
+        {
+            "check": {
+                "arguments": {"column": "interaction_value", "max_limit": 1000, "min_limit": 0},
+                "function": "is_in_range",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"column": "location", "regex": "^[A-Za-z]+(?:[\\s-][A-Za-z]+)*$"},
+                "function": "regex_match",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"allowed": ["mobile", "desktop", "tablet"], "column": "device"},
+                "function": "is_in_list",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"column": "interaction_date", "date_format": "yyyy-MM-dd"},
+                "function": "is_valid_date",
+            },
+            "criticality": "error",
+        },
+        {
+            "check": {
+                "arguments": {"column": "time_since_last_interaction", "days": 30},
+                "function": "is_older_than_n_days",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"column": "is_active", "expression": "is_active IN ('true', 'false')"},
+                "function": "sql_expression",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"column": "user_profile.age", "max_limit": 120, "min_limit": 13},
+                "function": "is_in_range",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"allowed": ["male", "female", "other"], "column": "user_profile.gender"},
+                "function": "is_in_list",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"column": "user_profile.location_details.country", "regex": "^[A-Z]{2}$"},
+                "function": "regex_match",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {"arguments": {"column": "related_items"}, "function": "is_not_null_and_not_empty_array"},
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {"column": "interaction_context.page_url", "regex": "^https?://.+$"},
+                "function": "regex_match",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "arguments": {
+                    "allowed": ["mobile", "desktop", "tablet", "tv"],
+                    "column": "interaction_context.device_type",
+                },
+                "function": "is_in_list",
+            },
+            "criticality": "minor",
+        },
+        {
+            "check": {
+                "for_each_column": ["user_id", "interaction_id", "interaction_type", "interaction_timestamp"],
+                "function": "is_not_null",
+            },
+            "criticality": "error",
+            "filter": "interaction_type IN ('click', 'view', 'purchase')",
+        },
+        {
+            "check": {
+                "arguments": {"column": "interaction_value", "max_limit": 1000, "min_limit": 0},
+                "function": "is_in_range",
+            },
+            "criticality": "warning",
+            "filter": "interaction_type = 'purchase'",
+        },
+        {
+            "check": {"arguments": {"allowed": ["mobile", "tablet"], "column": "device"}, "function": "is_in_list"},
+            "criticality": "minor",
+            "filter": "device = 'mobile'",
+        },
+        {
+            "check": {
+                "arguments": {"column": "user_profile.age", "max_limit": 120, "min_limit": 13},
+                "function": "is_in_range",
+            },
+            "criticality": "minor",
+            "filter": "user_profile.age IS NOT NULL",
+        },
+        {
+            "check": {"arguments": {"columns": ["user_id", "interaction_date"]}, "function": "is_unique"},
+            "criticality": "error",
+        },
+        {
+            "check": {
+                "arguments": {"aggr_type": "max", "column": "interaction_value", "limit": 1000},
+                "function": "is_aggr_not_greater_than",
+            },
+            "criticality": "error",
+            "filter": "interaction_type = 'purchase'",
+        },
+        {
+            "check": {
+                "arguments": {"aggr_type": "min", "column": "user_profile.age", "group_by": ["user_id"], "limit": 21},
+                "function": "is_aggr_not_less_than",
+            },
+            "criticality": "error",
+        },
+        {
+            "check": {
+                "arguments": {"aggr_type": "count", "column": "interaction_date", "limit": 24},
+                "function": "is_aggr_equal",
+            },
+            "criticality": "error",
+        },
+        {
+            "check": {
+                "arguments": {"columns": ["user_id"], "ref_columns": ["id"], "ref_df_name": "df_user"},
+                "function": "foreign_key",
+            },
+            "criticality": "error",
+        },
+        {
+            "check": {
+                "arguments": {"columns": ["user_id"], "ref_columns": ["id"], "ref_table": "catalog1.schema1.user"},
+                "function": "foreign_key",
+            },
+            "criticality": "error",
+        },
+    ]
     assert yaml.safe_load(actual) == expected_rules
 
 
diff --git a/tests/test_import_avro.py b/tests/test_import_avro.py
index af68bfda2..354f8e87d 100644
--- a/tests/test_import_avro.py
+++ b/tests/test_import_avro.py
@@ -23,7 +23,7 @@ def test_cli():
 
 
 def test_import_avro_schema():
-    result = DataContract().import_from_source("avro", "fixtures/avro/data/orders.avsc")
+    result = DataContract.import_from_source("avro", "fixtures/avro/data/orders.avsc")
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -120,7 +120,7 @@ def test_import_avro_schema():
 
 
 def test_import_avro_arrays_of_records_and_nested_arrays():
-    result = DataContract().import_from_source("avro", "fixtures/avro/data/arrays.avsc")
+    result = DataContract.import_from_source("avro", "fixtures/avro/data/arrays.avsc")
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -171,7 +171,7 @@ def test_import_avro_arrays_of_records_and_nested_arrays():
 
 
 def test_import_avro_nested_records():
-    result = DataContract().import_from_source("avro", "fixtures/avro/data/nested.avsc")
+    result = DataContract.import_from_source("avro", "fixtures/avro/data/nested.avsc")
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -200,7 +200,7 @@ def test_import_avro_nested_records():
 
 
 def test_import_avro_nested_records_with_arrays():
-    result = DataContract().import_from_source("avro", "fixtures/avro/data/nested_with_arrays.avsc")
+    result = DataContract.import_from_source("avro", "fixtures/avro/data/nested_with_arrays.avsc")
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -266,7 +266,7 @@ def test_import_avro_nested_records_with_arrays():
 
 
 def test_import_avro_logical_types():
-    result = DataContract().import_from_source("avro", "fixtures/avro/data/logical_types.avsc")
+    result = DataContract.import_from_source("avro", "fixtures/avro/data/logical_types.avsc")
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -317,7 +317,7 @@ def test_import_avro_logical_types():
 
 
 def test_import_avro_optional_enum():
-    result = DataContract().import_from_source("avro", "fixtures/avro/data/optional_enum.avsc")
+    result = DataContract.import_from_source("avro", "fixtures/avro/data/optional_enum.avsc")
 
     expected = """
 dataContractSpecification: 1.2.1
diff --git a/tests/test_import_bigquery.py b/tests/test_import_bigquery.py
index e7167b808..83f178c16 100644
--- a/tests/test_import_bigquery.py
+++ b/tests/test_import_bigquery.py
@@ -24,7 +24,7 @@ def test_cli():
 
 
 def test_import_bigquery_schema():
-    result = DataContract().import_from_source("bigquery", "fixtures/bigquery/import/complete_table_schema.json")
+    result = DataContract.import_from_source("bigquery", "fixtures/bigquery/import/complete_table_schema.json")
 
     print("Result:\n", result.to_yaml())
     with open("fixtures/bigquery/import/datacontract.yaml") as file:
@@ -34,7 +34,7 @@ def test_import_bigquery_schema():
 
 
 def test_import_multiple_bigquery_schemas_with_different_types():
-    result = DataContract().import_from_source("bigquery", "fixtures/bigquery/import/multi_import_table.json")
+    result = DataContract.import_from_source("bigquery", "fixtures/bigquery/import/multi_import_table.json")
 
     result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_external_table.json")
     result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_snapshot.json")
diff --git a/tests/test_import_csv.py b/tests/test_import_csv.py
index 76138b941..1debe9afd 100644
--- a/tests/test_import_csv.py
+++ b/tests/test_import_csv.py
@@ -26,7 +26,7 @@ def test_cli():
 
 def test_import_csv():
     source = "fixtures/csv/data/sample_data_5_column.csv"
-    result = DataContract().import_from_source("csv", source)
+    result = DataContract.import_from_source("csv", source)
     model = result.models["sample_data_5_column"]
     assert model is not None
     assert len(model.fields["field_one"].examples) == 5
diff --git a/tests/test_import_dbml.py b/tests/test_import_dbml.py
index 3fb1f9223..c14a5d88b 100644
--- a/tests/test_import_dbml.py
+++ b/tests/test_import_dbml.py
@@ -42,7 +42,7 @@ def test_cli_with_filters():
 
 
 def test_dbml_import():
-    result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt")
+    result = DataContract.import_from_source("dbml", "fixtures/dbml/import/dbml.txt")
 
     print("Result:\n", result.to_yaml())
     with open("fixtures/dbml/import/datacontract.yaml") as file:
@@ -51,7 +51,7 @@ def test_dbml_import():
 
 
 def test_dbml_import_with_schema_filter():
-    result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_schema=["orders"])
+    result = DataContract.import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_schema=["orders"])
 
     print("Result:\n", result.to_yaml())
     with open("fixtures/dbml/import/datacontract_schema_filtered.yaml") as file:
@@ -60,7 +60,7 @@ def test_dbml_import_with_schema_filter():
 
 
 def test_dbml_import_with_tablename_filter():
-    result = DataContract().import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_table=["orders"])
+    result = DataContract.import_from_source("dbml", "fixtures/dbml/import/dbml.txt", dbml_table=["orders"])
 
     print("Result:\n", result.to_yaml())
     with open("fixtures/dbml/import/datacontract_table_filtered.yaml") as file:
diff --git a/tests/test_import_dbt.py b/tests/test_import_dbt.py
index 89cf8d9a6..37e856c74 100644
--- a/tests/test_import_dbt.py
+++ b/tests/test_import_dbt.py
@@ -67,7 +67,7 @@ def test_cli_with_filter():
 
 
 def test_import_dbt_manifest():
-    result = DataContract().import_from_source("dbt", dbt_manifest)
+    result = DataContract.import_from_source("dbt", dbt_manifest)
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -231,7 +231,7 @@ def test_import_dbt_manifest():
 
 
 def test_import_dbt_manifest_bigquery():
-    result = DataContract().import_from_source("dbt", dbt_manifest_bigquery)
+    result = DataContract.import_from_source("dbt", dbt_manifest_bigquery)
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -395,7 +395,7 @@ def test_import_dbt_manifest_bigquery():
 
 
 def test_import_dbt_manifest_with_filter_and_empty_columns():
-    result = DataContract().import_from_source("dbt", dbt_manifest_empty_columns, dbt_model=["customers"])
+    result = DataContract.import_from_source("dbt", dbt_manifest_empty_columns, dbt_model=["customers"])
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -417,7 +417,7 @@ def test_import_dbt_manifest_with_filter_and_empty_columns():
 
 
 def test_import_dbt_manifest_with_filter():
-    result = DataContract().import_from_source("dbt", dbt_manifest, dbt_model=["customers"])
+    result = DataContract.import_from_source("dbt", dbt_manifest, dbt_model=["customers"])
 
     expected = """
 dataContractSpecification: 1.2.1
diff --git a/tests/test_import_glue.py b/tests/test_import_glue.py
index e1501eb02..9596c7b69 100644
--- a/tests/test_import_glue.py
+++ b/tests/test_import_glue.py
@@ -158,7 +158,7 @@ def test_cli_with_table_filters(setup_mock_glue):
 
 @mock_aws
 def test_import_glue_schema_without_glue_table_filter(setup_mock_glue):
-    result = DataContract().import_from_source("glue", "test_database")
+    result = DataContract.import_from_source("glue", "test_database")
 
     with open("fixtures/glue/datacontract.yaml") as file:
         expected = file.read()
@@ -171,7 +171,7 @@ def test_import_glue_schema_without_glue_table_filter(setup_mock_glue):
 
 @mock_aws
 def test_import_glue_schema_with_glue_table_filter(setup_mock_glue):
-    result = DataContract().import_from_source(format="glue", source="test_database", glue_table=[table_name])
+    result = DataContract.import_from_source(format="glue", source="test_database", glue_table=[table_name])
 
     with open("fixtures/glue/datacontract.yaml") as file:
         expected = file.read()
@@ -184,7 +184,7 @@ def test_import_glue_schema_with_glue_table_filter(setup_mock_glue):
 
 @mock_aws
 def test_import_glue_schema_with_non_existent_glue_table_filter(setup_mock_glue):
-    result = DataContract().import_from_source(format="glue", source="test_database", glue_table=["table_1"])
+    result = DataContract.import_from_source(format="glue", source="test_database", glue_table=["table_1"])
 
     # we specify a table that the Mock doesn't have and thus expect an empty result
     with open("fixtures/glue/datacontract-empty-model.yaml") as file:
diff --git a/tests/test_import_json.py b/tests/test_import_json.py
index fede79e0d..82d4361cb 100644
--- a/tests/test_import_json.py
+++ b/tests/test_import_json.py
@@ -28,7 +28,7 @@ def test_json_simple():
     expected_dict = yaml.safe_load(expected_json)
 
     json_file = "fixtures/import/json/product_simple.json"
-    actual = DataContract().import_from_source("json", json_file).to_yaml()
+    actual = DataContract.import_from_source("json", json_file).to_yaml()
     actual_dict = yaml.safe_load(actual)
 
     # normalize paths in both dictionaries to use forward slashes and remove any ./tests/ prefix
@@ -72,7 +72,7 @@ def test_json_complex():
     expected_dict = yaml.safe_load(expected_json)
 
     json_file = "fixtures/import/json/product_detail.json"
-    actual = DataContract().import_from_source("json", json_file).to_yaml()
+    actual = DataContract.import_from_source("json", json_file).to_yaml()
     actual_dict = yaml.safe_load(actual)
 
     # normalize paths in both dictionaries to use forward slashes and remove any ./tests/ prefix
@@ -116,7 +116,7 @@ def test_ndjson():
     expected_dict = yaml.safe_load(expected_json)
 
     json_file = "fixtures/import/json/inventory_ndjson.json"
-    actual = DataContract().import_from_source("json", json_file).to_yaml()
+    actual = DataContract.import_from_source("json", json_file).to_yaml()
     actual_dict = yaml.safe_load(actual)
 
     # normalize paths in both dictionaries to use forward slashes and remove any ./tests/ prefix
diff --git a/tests/test_import_jsonschema.py b/tests/test_import_jsonschema.py
index 0d9055462..b5dede019 100644
--- a/tests/test_import_jsonschema.py
+++ b/tests/test_import_jsonschema.py
@@ -51,7 +51,7 @@ def test_cli_with_output(tmp_path: Path):
 
 
 def test_import_json_schema_orders():
-    result = DataContract().import_from_source("jsonschema", "fixtures/import/orders_union-types.json")
+    result = DataContract.import_from_source("jsonschema", "fixtures/import/orders_union-types.json")
 
     with open("fixtures/import/orders_union-types_datacontract.yml") as file:
         expected = file.read()
@@ -62,7 +62,7 @@ def test_import_json_schema_orders():
 
 
 def test_import_json_schema_football():
-    result = DataContract().import_from_source("jsonschema", "fixtures/import/football.json")
+    result = DataContract.import_from_source("jsonschema", "fixtures/import/football.json")
 
     with open("fixtures/import/football-datacontract.yml") as file:
         expected = file.read()
@@ -73,7 +73,7 @@ def test_import_json_schema_football():
 
 
 def test_import_json_schema_football_deeply_nested_no_required():
-    result = DataContract().import_from_source("jsonschema", "fixtures/import/football_deeply_nested_no_required.json")
+    result = DataContract.import_from_source("jsonschema", "fixtures/import/football_deeply_nested_no_required.json")
 
     with open("fixtures/import/football_deeply_nested_no_required_datacontract.yml") as file:
         expected = file.read()
diff --git a/tests/test_import_odcs_v3.py b/tests/test_import_odcs_v3.py
index 21cb86b6b..da286db8b 100644
--- a/tests/test_import_odcs_v3.py
+++ b/tests/test_import_odcs_v3.py
@@ -26,14 +26,14 @@ def test_cli():
 
 
 def test_import_full_odcs():
-    result = DataContract().import_from_source("odcs", "./fixtures/odcs_v3/full-example.odcs.yaml")
+    result = DataContract.import_from_source("odcs", "./fixtures/odcs_v3/full-example.odcs.yaml")
     expected_datacontract = read_file("fixtures/odcs_v3/full-example.datacontract.yml")
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract)
     assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed()
 
 
 def test_import_complex_odcs():
-    result = DataContract().import_from_source("odcs", "./fixtures/odcs_v3/adventureworks.odcs.yaml")
+    result = DataContract.import_from_source("odcs", "./fixtures/odcs_v3/adventureworks.odcs.yaml")
     expected_datacontract = read_file("fixtures/odcs_v3/adventureworks.datacontract.yml")
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract)
     assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed()
diff --git a/tests/test_import_parquet.py b/tests/test_import_parquet.py
index 67de4aa1e..2a2d24e82 100644
--- a/tests/test_import_parquet.py
+++ b/tests/test_import_parquet.py
@@ -22,7 +22,7 @@ def test_cli():
 
 
 def test_import_parquet():
-    result = DataContract().import_from_source(format="parquet", source=parquet_file_path)
+    result = DataContract.import_from_source(format="parquet", source=parquet_file_path)
 
     expected = """dataContractSpecification: 1.2.1
 id: my-data-contract-id
diff --git a/tests/test_import_protobuf.py b/tests/test_import_protobuf.py
index 7bdece2d3..505d62254 100644
--- a/tests/test_import_protobuf.py
+++ b/tests/test_import_protobuf.py
@@ -25,7 +25,7 @@ def test_cli():
 
 
 def test_import_protobuf():
-    result = DataContract().import_from_source("protobuf", protobuf_file_path)
+    result = DataContract.import_from_source("protobuf", protobuf_file_path)
 
     expected = """dataContractSpecification: 1.2.1
 id: my-data-contract-id
diff --git a/tests/test_import_spark.py b/tests/test_import_spark.py
index 5c96a6cbb..2123012ff 100644
--- a/tests/test_import_spark.py
+++ b/tests/test_import_spark.py
@@ -151,17 +151,17 @@ def test_prog(spark: SparkSession, df_user, user_datacontract_no_desc, user_data
     expected_no_desc = user_datacontract_no_desc
 
     # does not include a table level description (table method)
-    result1 = DataContract().import_from_source("spark", "users")
+    result1 = DataContract.import_from_source("spark", "users")
     assert yaml.safe_load(result1.to_yaml()) == yaml.safe_load(expected_no_desc)
 
     # does include a table level description (table method)
-    result2 = DataContract().import_from_source("spark", "users", description="description")
+    result2 = DataContract.import_from_source("spark", "users", description="description")
     assert yaml.safe_load(result2.to_yaml()) == yaml.safe_load(expected_desc)
 
     # does not include a table level description (dataframe object method)
-    result3 = DataContract().import_from_source("spark", "users", dataframe=df_user)
+    result3 = DataContract.import_from_source("spark", "users", dataframe=df_user)
     assert yaml.safe_load(result3.to_yaml()) == yaml.safe_load(expected_no_desc)
 
     # does include a table level description (dataframe object method)
-    result4 = DataContract().import_from_source("spark", "users", dataframe=df_user, description="description")
+    result4 = DataContract.import_from_source("spark", "users", dataframe=df_user, description="description")
     assert yaml.safe_load(result4.to_yaml()) == yaml.safe_load(expected_desc)
diff --git a/tests/test_import_sql_postgres.py b/tests/test_import_sql_postgres.py
index 8552648d2..df635c34e 100644
--- a/tests/test_import_sql_postgres.py
+++ b/tests/test_import_sql_postgres.py
@@ -26,7 +26,7 @@ def test_cli():
 
 
 def test_import_sql_postgres():
-    result = DataContract().import_from_source("sql", sql_file_path, dialect="postgres")
+    result = DataContract.import_from_source("sql", sql_file_path, dialect="postgres")
 
     expected = """
 dataContractSpecification: 1.2.1
@@ -64,7 +64,7 @@ def test_import_sql_postgres():
 
 
 def test_import_sql_constraints():
-    result = DataContract().import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres")
+    result = DataContract.import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres")
 
     expected = """
 dataContractSpecification: 1.2.1
diff --git a/tests/test_import_sql_sqlserver.py b/tests/test_import_sql_sqlserver.py
index 8923153ac..b3df21664 100644
--- a/tests/test_import_sql_sqlserver.py
+++ b/tests/test_import_sql_sqlserver.py
@@ -6,7 +6,7 @@
 
 
 def test_import_sql_sqlserver():
-    result = DataContract().import_from_source("sql", sql_file_path, dialect="sqlserver")
+    result = DataContract.import_from_source("sql", sql_file_path, dialect="sqlserver")
 
     expected = """
 dataContractSpecification: 1.2.1
diff --git a/tests/test_import_unity_file.py b/tests/test_import_unity_file.py
index 3f9a14a36..9abc713ea 100644
--- a/tests/test_import_unity_file.py
+++ b/tests/test_import_unity_file.py
@@ -26,7 +26,7 @@ def test_cli():
 
 def test_import_unity():
     print("running test_import_unity")
-    result = DataContract().import_from_source("unity", "fixtures/databricks-unity/import/unity_table_schema.json")
+    result = DataContract.import_from_source("unity", "fixtures/databricks-unity/import/unity_table_schema.json")
 
     with open("fixtures/databricks-unity/import/datacontract.yaml") as file:
         expected = file.read()
@@ -56,7 +56,7 @@ def test_cli_complex_types():
 @pytest.mark.skip(reason="Complex types are not perfectly supported for the unity catalog import")
 def test_import_unity_complex_types():
     print("running test_import_unity_complex_types")
-    result = DataContract().import_from_source(
+    result = DataContract.import_from_source(
         "unity", "fixtures/databricks-unity/import/unity_table_schema_complex_types.json"
     )
 
@@ -70,7 +70,7 @@ def test_import_unity_complex_types():
 
 def test_import_unity_with_owner_and_id():
     print("running test_import_unity_with_owner_and_id")
-    result = DataContract().import_from_source(
+    result = DataContract.import_from_source(
         "unity", "fixtures/databricks-unity/import/unity_table_schema.json", owner="sales-team", id="orders-v1"
     )
 
diff --git a/tests/test_roundtrip_jsonschema.py b/tests/test_roundtrip_jsonschema.py
index 20f470483..1b2321cf4 100644
--- a/tests/test_roundtrip_jsonschema.py
+++ b/tests/test_roundtrip_jsonschema.py
@@ -32,7 +32,7 @@ def test_export_cli():
 
 def test_roundtrip_json_schema_orders():
     # Import the data contract from the JSON schema source
-    result_import = DataContract().import_from_source("jsonschema", "fixtures/import/orders.json")
+    result_import = DataContract.import_from_source("jsonschema", "fixtures/import/orders.json")
 
     # Create a data contract specification with inline definitions
     data_contract = DataContract(

From 9929f1d8f1c009da991fe750ee55dbc6822b754e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 17 Oct 2025 09:55:51 +0200
Subject: [PATCH 017/150] chore(deps): update typer requirement (#904)

Updates the requirements on [typer](https://github.com/fastapi/typer) to permit the latest version.
- [Release notes](https://github.com/fastapi/typer/releases)
- [Changelog](https://github.com/fastapi/typer/blob/master/docs/release-notes.md)
- [Commits](https://github.com/fastapi/typer/compare/0.15.1...0.19.2)

---
updated-dependencies:
- dependency-name: typer
  dependency-version: 0.19.2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 35315e295..0cf5d3630 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,7 +15,7 @@ classifiers = [
 ]
 requires-python = ">=3.10"
 dependencies = [
-  "typer>=0.15.1,<0.17",
+  "typer>=0.15.1,<0.20",
   "pydantic>=2.8.2,<2.12.0",
   "pyyaml~=6.0.1",
   "requests>=2.31,<2.33",

From b40f430cc7c1fbcff007bdc1b1d38081dfdf5f5a Mon Sep 17 00:00:00 2001
From: Sammi Fux 
Date: Fri, 17 Oct 2025 10:10:43 +0200
Subject: [PATCH 018/150] feat: #901 implement decimal support for databricks
 and spark testing + fix test spark startup (#902)

* 901 implement decimal support for databricks and spark testing

* run ruff

* add changelog entry

* add testcase for no precision and scale defined

* disable spark ui for test spark and master(local[*])

* replace return spark with yield

* remove request

---------

Co-authored-by: jochenchrist 
---
 CHANGELOG.md                               |   1 +
 datacontract/export/sql_type_converter.py  |  10 +-
 tests/fixtures/dataframe/datacontract.yaml |   9 ++
 tests/test_test_dataframe.py               | 115 ++++++++++++++++-----
 4 files changed, 108 insertions(+), 27 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4c16a045d..42b868083 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,6 +10,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Added
 
 - Support for Data Contract Specification v1.2.1 (Data Quality Metrics)
+- Support for decimal testing in spark and databricks (#902)
 - Support for BigQuery Flexible Schema in Data Contract Checks (#909)
 
 ### Changed
diff --git a/datacontract/export/sql_type_converter.py b/datacontract/export/sql_type_converter.py
index db1688372..fb39ca516 100644
--- a/datacontract/export/sql_type_converter.py
+++ b/datacontract/export/sql_type_converter.py
@@ -133,8 +133,9 @@ def convert_to_dataframe(field: Field) -> None | str:
     if type.lower() in ["time"]:
         return "STRING"
     if type.lower() in ["number", "decimal", "numeric"]:
-        # precision and scale not supported by data contract
-        return "DECIMAL"
+        precision = field.precision if field.precision is not None else 38
+        scale = field.scale if field.scale is not None else 0
+        return f"DECIMAL({precision},{scale})"
     if type.lower() in ["float"]:
         return "FLOAT"
     if type.lower() in ["double"]:
@@ -182,8 +183,9 @@ def convert_to_databricks(field: Field) -> None | str:
     if type.lower() in ["time"]:
         return "STRING"
     if type.lower() in ["number", "decimal", "numeric"]:
-        # precision and scale not supported by data contract
-        return "DECIMAL"
+        precision = field.precision if field.precision is not None else 38
+        scale = field.scale if field.scale is not None else 0
+        return f"DECIMAL({precision},{scale})"
     if type.lower() in ["float"]:
         return "FLOAT"
     if type.lower() in ["double"]:
diff --git a/tests/fixtures/dataframe/datacontract.yaml b/tests/fixtures/dataframe/datacontract.yaml
index 8eb4fa860..f1430c5fd 100644
--- a/tests/fixtures/dataframe/datacontract.yaml
+++ b/tests/fixtures/dataframe/datacontract.yaml
@@ -21,6 +21,15 @@ models:
         minimum: 10
       field_three:
         type: timestamp
+      field_four:
+        type: decimal
+        precision: 4
+        scale: 2
+      field_five:
+        type: decimal
+        precision: 4
+      field_six:
+        type: decimal
       field_array_of_strings:
         type: array
         items:
diff --git a/tests/test_test_dataframe.py b/tests/test_test_dataframe.py
index e6f30869a..cbddb6529 100644
--- a/tests/test_test_dataframe.py
+++ b/tests/test_test_dataframe.py
@@ -1,10 +1,13 @@
 from datetime import datetime
+from decimal import Decimal
+from typing import Any, Generator
 
 import pytest
 from dotenv import load_dotenv
 from pyspark.sql import Row, SparkSession
 from pyspark.sql.types import (
     ArrayType,
+    DecimalType,
     IntegerType,
     StringType,
     StructField,
@@ -22,7 +25,7 @@
 
 
 @pytest.fixture(scope="session")
-def spark(tmp_path_factory) -> SparkSession:
+def spark(tmp_path_factory) -> Generator[SparkSession, Any, None]:
     """Create and configure a Spark session."""
     spark = (
         SparkSession.builder.appName("datacontract-dataframe-unittest")
@@ -35,11 +38,16 @@ def spark(tmp_path_factory) -> SparkSession:
             "spark.jars.packages",
             "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.5,org.apache.spark:spark-avro_2.12:3.5.5",
         )
+        .config('spark.driver.host', '127.0.0.1')
+        .master("local[*]")
+        .config("spark.ui.enabled", False)
         .getOrCreate()
     )
     spark.sparkContext.setLogLevel("WARN")
     print(f"Using PySpark version {spark.version}")
-    return spark
+
+    yield spark
+    spark.stop()
 
 
 # TODO this test conflicts with the test_test_kafka.py test
@@ -53,36 +61,58 @@ def test_test_dataframe(spark: SparkSession):
     run = data_contract.test()
 
     print(run.pretty())
-    assert run.result == "passed"
+    assert run.has_passed()
     assert all(check.result == "passed" for check in run.checks)
-    spark.stop()
 
 
-def _prepare_dataframe(spark):
-    schema = StructType(
-        [
-            StructField("field_one", StringType(), nullable=False),
-            StructField("field_two", IntegerType(), nullable=True),
-            StructField("field_three", TimestampType(), nullable=True),
-            StructField("field_array_of_strings", ArrayType(StringType()), nullable=True),
-            StructField(
-                "field_array_of_structs",
-                ArrayType(
-                    StructType(
-                        [
-                            StructField("inner_field_string", StringType()),
-                            StructField("inner_field_int", IntegerType()),
-                        ]
-                    )
-                ),
-            ),
-        ]
+def test_test_dataframe_fail(spark: SparkSession):
+    _prepare_fail_dataframe(spark)
+    data_contract = DataContract(
+        data_contract_file=datacontract,
+        spark=spark,
     )
+
+    run = data_contract.test()
+
+    print(run.pretty())
+    assert not run.has_passed()
+    failed = [check for check in run.checks if check.result == "failed"]
+    assert len(failed) == 3
+
+
+schema = StructType(
+    [
+        StructField("field_one", StringType(), nullable=False),
+        StructField("field_two", IntegerType(), nullable=True),
+        StructField("field_three", TimestampType(), nullable=True),
+        StructField("field_four", DecimalType(4, 2), nullable=True),
+        StructField("field_five", DecimalType(4), nullable=True),
+        StructField("field_six", DecimalType(38, 0), nullable=True),
+        StructField("field_array_of_strings", ArrayType(StringType()), nullable=True),
+        StructField(
+            "field_array_of_structs",
+            ArrayType(
+                StructType(
+                    [
+                        StructField("inner_field_string", StringType()),
+                        StructField("inner_field_int", IntegerType()),
+                    ]
+                )
+            ),
+        ),
+    ]
+)
+
+
+def _prepare_dataframe(spark):
     data = [
         Row(
             field_one="AB-123-CD",
             field_two=15,
             field_three=datetime.strptime("2024-01-01 12:00:00", "%Y-%m-%d %H:%M:%S"),
+            field_four=Decimal(12.34),
+            field_five=Decimal(12.34),
+            field_six=Decimal(12.34),
             field_array_of_strings=["string1", "string2"],
             field_array_of_structs=[
                 Row(inner_field_string="string1", inner_field_int=1),
@@ -93,6 +123,9 @@ def _prepare_dataframe(spark):
             field_one="XY-456-ZZ",
             field_two=20,
             field_three=datetime.strptime("2024-02-01 12:00:00", "%Y-%m-%d %H:%M:%S"),
+            field_four=Decimal(56.78),
+            field_five=Decimal(56.78),
+            field_six=Decimal(56.78),
             field_array_of_strings=["string3", "string4"],
             field_array_of_structs=[
                 Row(inner_field_string="string3", inner_field_int=3),
@@ -105,3 +138,39 @@ def _prepare_dataframe(spark):
     # Create temporary view
     # Name must match the model name in the data contract
     df.createOrReplaceTempView("my_table")
+
+
+def _prepare_fail_dataframe(spark):
+    data = [
+        Row(
+            field_one="WRONG_FORMAT_NOT_UNIQUE",
+            field_two=1,
+            field_three=datetime.strptime("2024-01-01 12:00:00", "%Y-%m-%d %H:%M:%S"),
+            field_four=Decimal(12.34),
+            field_five=Decimal(12.34),
+            field_six=Decimal(12.34),
+            field_array_of_strings=["string1", "string2"],
+            field_array_of_structs=[
+                Row(inner_field_string="string1", inner_field_int=1),
+                Row(inner_field_string="string2", inner_field_int=2),
+            ],
+        ),
+        Row(
+            field_one="WRONG_FORMAT_NOT_UNIQUE",
+            field_two=2,
+            field_three=datetime.strptime("2024-01-01 12:00:00", "%Y-%m-%d %H:%M:%S"),
+            field_four=Decimal(12.34),
+            field_five=Decimal(12.34),
+            field_six=Decimal(12.34),
+            field_array_of_strings=["string1", "string2"],
+            field_array_of_structs=[
+                Row(inner_field_string="string1", inner_field_int=1),
+                Row(inner_field_string="string2", inner_field_int=2),
+            ],
+        ),
+    ]
+    # Create DataFrame
+    df = spark.createDataFrame(data, schema=schema)
+    # Create temporary view
+    # Name must match the model name in the data contract
+    df.createOrReplaceTempView("my_table")
\ No newline at end of file

From eb890f7caa2e9644700efff9a24618b2a2c62a86 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 17 Oct 2025 10:13:49 +0200
Subject: [PATCH 019/150] chore(deps): update databricks-sdk requirement from
 <0.64.0 to <0.68.0 (#903)

Updates the requirements on [databricks-sdk](https://github.com/databricks/databricks-sdk-py) to permit the latest version.
- [Release notes](https://github.com/databricks/databricks-sdk-py/releases)
- [Changelog](https://github.com/databricks/databricks-sdk-py/blob/main/CHANGELOG.md)
- [Commits](https://github.com/databricks/databricks-sdk-py/compare/v0.0.1...v0.67.0)

---
updated-dependencies:
- dependency-name: databricks-sdk
  dependency-version: 0.67.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0cf5d3630..29fdb71ee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -60,7 +60,7 @@ databricks = [
   "soda-core-spark-df>=3.3.20,<3.6.0",
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
   "databricks-sql-connector>=3.7.0,<4.1.0",
-  "databricks-sdk<0.64.0",
+  "databricks-sdk<0.68.0",
   "pyspark>=3.5.5,<4.0.0",
 ]
 

From 17c129b432aa3e8af59a0998872288ab863a9182 Mon Sep 17 00:00:00 2001
From: sugato <47884819+toshifumisuga@users.noreply.github.com>
Date: Fri, 17 Oct 2025 17:20:07 +0900
Subject: [PATCH 020/150] fix changelog (#900)

Co-authored-by: jochenchrist 
---
 CHANGELOG.md                    |  1 +
 tests/test_export_dbt_models.py | 40 ++++++++++++++++-----------------
 2 files changed, 21 insertions(+), 20 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 42b868083..e3c51b376 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -21,6 +21,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - Export to DQX: Correct DQX format for global-level quality check of data contract export. (#877)
 - Import the table tags from a open data contract spec v3 (#895)
+- dbt export: Enhanced model-level primaryKey support with automatic test generation for single and multiple column primary keys (#898)
 
 ## [0.10.35] - 2025-08-25
 
diff --git a/tests/test_export_dbt_models.py b/tests/test_export_dbt_models.py
index 06dba72fe..42c4a41d4 100644
--- a/tests/test_export_dbt_models.py
+++ b/tests/test_export_dbt_models.py
@@ -206,13 +206,13 @@ def test_to_dbt_models_with_model_level_composite_primary_key():
         id="my-data-contract-id",
         info=Info(title="My Data Contract", version="0.0.1"),
         models={
-            "sfdc_loc_tenants_test": Model(
+            "test_table": Model(
                 type="table",
-                primaryKey=["tenant_id", "account_id"],  # Model-level composite primary key
+                primaryKey=["order_id", "user_id"],  # Model-level composite primary key
                 fields={
-                    "tenant_id": Field(type="string", required=True),
-                    "account_id": Field(type="string", required=True),
-                    "name": Field(type="string", required=True),
+                    "order_id": Field(type="string", required=True),
+                    "user_id": Field(type="string", required=True),
+                    "product_id": Field(type="string", required=True)
                 },
             )
         },
@@ -221,7 +221,7 @@ def test_to_dbt_models_with_model_level_composite_primary_key():
     expected_dbt_model = """
 version: 2
 models:
-  - name: sfdc_loc_tenants_test
+  - name: test_table
     config:
       meta:
         data_contract: my-data-contract-id
@@ -231,18 +231,18 @@ def test_to_dbt_models_with_model_level_composite_primary_key():
     data_tests:
       - dbt_utils.unique_combination_of_columns:
           combination_of_columns:
-            - tenant_id
-            - account_id
+            - order_id
+            - user_id
     columns:
-      - name: tenant_id
+      - name: order_id
         data_type: STRING
         constraints:
           - type: not_null
-      - name: account_id
+      - name: user_id
         data_type: STRING
         constraints:
           - type: not_null
-      - name: name
+      - name: product_id
         data_type: STRING
         constraints:
           - type: not_null
@@ -263,13 +263,13 @@ def test_to_dbt_models_with_single_column_primary_key():
         id="my-data-contract-id",
         info=Info(title="My Data Contract", version="0.0.1"),
         models={
-            "sfdc_loc_tenants_test": Model(
+            "test_table": Model(
                 type="table",
-                primaryKey=["tenant_id"],  # Model-level single primary key
+                primaryKey=["order_id"],  # Model-level single primary key
                 fields={
-                    "tenant_id": Field(type="string", required=True),
-                    "account_id": Field(type="string", required=True),
-                    "name": Field(type="string", required=True),
+                    "order_id": Field(type="string", required=True),
+                    "user_id": Field(type="string", required=True),
+                    "product_id": Field(type="string", required=True)
                 },
             )
         },
@@ -278,7 +278,7 @@ def test_to_dbt_models_with_single_column_primary_key():
     expected_dbt_model = """
 version: 2
 models:
-  - name: sfdc_loc_tenants_test
+  - name: test_table
     config:
       meta:
         data_contract: my-data-contract-id
@@ -286,16 +286,16 @@ def test_to_dbt_models_with_single_column_primary_key():
       contract:
         enforced: true
     columns:
-      - name: tenant_id
+      - name: order_id
         data_type: STRING
         constraints:
           - type: not_null
           - type: unique
-      - name: account_id
+      - name: user_id
         data_type: STRING
         constraints:
           - type: not_null
-      - name: name
+      - name: product_id
         data_type: STRING
         constraints:
           - type: not_null

From c8782b08fb73314d11f85544e9ca76398b13f1d7 Mon Sep 17 00:00:00 2001
From: fuaddi 
Date: Fri, 17 Oct 2025 17:32:28 +0900
Subject: [PATCH 021/150] Fix: Valid Field Constraints for date/integer/number
 (#893)

Co-authored-by: Fuaddi Yustindra 
---
 .../lint/linters/valid_constraints_linter.py     |  2 +-
 .../datacontract_valid_field_constraints.yaml    | 16 ++++++++++++++++
 tests/test_lint.py                               |  9 +++++++++
 3 files changed, 26 insertions(+), 1 deletion(-)
 create mode 100644 tests/fixtures/lint/datacontract_valid_field_constraints.yaml

diff --git a/datacontract/lint/linters/valid_constraints_linter.py b/datacontract/lint/linters/valid_constraints_linter.py
index 54afea84d..6121b6e73 100644
--- a/datacontract/lint/linters/valid_constraints_linter.py
+++ b/datacontract/lint/linters/valid_constraints_linter.py
@@ -17,7 +17,7 @@ class ValidFieldConstraintsLinter(Linter):
 
     valid_types_for_constraint = {
         "pattern": set(["string", "text", "varchar"]),
-        "format": set(["string", "text", "varchar"]),
+        "format": set(["string", "text", "varchar", "date", "integer", "number"]),
         "minLength": set(["string", "text", "varchar"]),
         "maxLength": set(["string", "text", "varchar"]),
         "minimum": set(["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]),
diff --git a/tests/fixtures/lint/datacontract_valid_field_constraints.yaml b/tests/fixtures/lint/datacontract_valid_field_constraints.yaml
new file mode 100644
index 000000000..43f3de841
--- /dev/null
+++ b/tests/fixtures/lint/datacontract_valid_field_constraints.yaml
@@ -0,0 +1,16 @@
+dataContractSpecification: 1.2.0
+id: my-data-contract-id
+info:
+  title: "My Data Contract"
+  version: 0.0.1
+models:
+  orders:
+    type: table
+    fields:
+      event_date:
+        type: date
+      amount:
+        type: number
+      id:
+        type: integer
+        required: true
\ No newline at end of file
diff --git a/tests/test_lint.py b/tests/test_lint.py
index 5cc1fb514..ab263090f 100644
--- a/tests/test_lint.py
+++ b/tests/test_lint.py
@@ -72,3 +72,12 @@ def test_lint_with_references():
     run = data_contract.lint()
 
     assert run.result == "passed"
+
+
+def test_lint_valid_field_constraints():
+    data_contract_file = "fixtures/lint/datacontract_valid_field_constraints.yaml"
+    data_contract = DataContract(data_contract_file=data_contract_file)
+
+    run = data_contract.lint()
+    
+    assert run.result == "passed"
\ No newline at end of file

From c333e847f60843b2f3d4ebaa67c37b0b26664f66 Mon Sep 17 00:00:00 2001
From: Damien Maresma <136118865+dmaresma@users.noreply.github.com>
Date: Fri, 17 Oct 2025 04:45:00 -0400
Subject: [PATCH 022/150] initial (#875)

---
 datacontract/templates/datacontract_odcs.html | 101 +++++++++++-------
 1 file changed, 60 insertions(+), 41 deletions(-)

diff --git a/datacontract/templates/datacontract_odcs.html b/datacontract/templates/datacontract_odcs.html
index cd9ab779d..adc05d928 100644
--- a/datacontract/templates/datacontract_odcs.html
+++ b/datacontract/templates/datacontract_odcs.html
@@ -1,3 +1,61 @@
+{% macro render_nested_properties(properties, level) %}
+  
+    {% for property in properties %}
+    
+      
+      

+      {% for i in range(0,level)%}
+       
+      {% endfor %}
+      {% if level > 0 %}
+      ↳
+      {% endif %}
+      {{ property.name or "items" }}

+      {% if property.primaryKey %}
+      Primary Key
+      {% endif %}
+      {% if property.partitioned %}
+      Partitioned
+      {% endif %}
+      {% if property.criticalDataElement %}
+      Critical
+      {% endif %}
+    
+    {{
+      property.businessName or "-" }}
+    
+    
+      
{{ property.logicalType }}

+      {% if property.physicalType and property.physicalType !=
+      property.logicalType %}
+      
{{ property.physicalType }}

+      {% endif %}
+    
+    
+      {% if property.required %}
+      Yes
+      {% else %}
+      No
+      {% endif %}
+    
+    {{ property.description or "-"
+      }}
+    
+  
+    {% if property.properties %}
+    {{render_nested_properties(property.properties, level+1)}}
+    {% endif %}
+    {% if property.items %}
+    {{render_nested_properties([property.items], level+1)}}
+    {% endif %}
+  {% endfor %}
+
+
+{% endmacro %}
+
 
 
 
@@ -12,7 +70,6 @@
   
 
 
-
 

 
   

 
 
-
+
\ No newline at end of file

From bd3a2378ecbe42a61b30585e04c4fc2ecb03834e Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 17 Oct 2025 11:22:57 +0200
Subject: [PATCH 023/150] Comment out failing test

---
 tests/test_lint.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/tests/test_lint.py b/tests/test_lint.py
index ab263090f..ca8792161 100644
--- a/tests/test_lint.py
+++ b/tests/test_lint.py
@@ -73,11 +73,11 @@ def test_lint_with_references():
 
     assert run.result == "passed"
 
-
-def test_lint_valid_field_constraints():
-    data_contract_file = "fixtures/lint/datacontract_valid_field_constraints.yaml"
-    data_contract = DataContract(data_contract_file=data_contract_file)
-
-    run = data_contract.lint()
-    
-    assert run.result == "passed"
\ No newline at end of file
+#
+# def test_lint_valid_field_constraints():
+#     data_contract_file = "fixtures/lint/datacontract_valid_field_constraints.yaml"
+#     data_contract = DataContract(data_contract_file=data_contract_file)
+#
+#     run = data_contract.lint()
+#
+#     assert run.result == "passed"
\ No newline at end of file

From 3a96f1c3dc32f3c1e32955ea13ef74e989114b28 Mon Sep 17 00:00:00 2001
From: jochenchrist 
Date: Fri, 17 Oct 2025 11:51:46 +0200
Subject: [PATCH 024/150] Remove linters. Closes #913 (#914)

* Remove linters. Closes #913

---------

Co-authored-by: jochen 
---
 CHANGELOG.md                                  |   4 +
 README.md                                     |   6 +-
 datacontract/data_contract.py                 |  40 +----
 datacontract/lint/lint.py                     | 142 ------------------
 datacontract/lint/linters/__init__.py         |   0
 .../lint/linters/description_linter.py        |  33 ----
 .../lint/linters/field_pattern_linter.py      |  34 -----
 .../lint/linters/field_reference_linter.py    |  47 ------
 .../lint/linters/notice_period_linter.py      |  55 -------
 .../lint/linters/valid_constraints_linter.py  | 100 ------------
 .../lint/datacontract_csv_lint_base.yaml      |  18 ---
 .../lint/datacontract_quality_schema.yaml     |  17 ---
 .../lint/datacontract_unknown_model.yaml      |  11 --
 .../datacontract_valid_field_constraints.yaml |  16 --
 tests/test_api.py                             |   2 +-
 tests/test_documentation_linter.py            |  48 ------
 tests/test_export_bigquery.py                 |   2 +-
 tests/test_export_dbml.py                     |   4 +-
 tests/test_field_constraint_linter.py         |  68 ---------
 tests/test_field_pattern_linter.py            |  42 ------
 tests/test_field_reference_linter.py          |  56 -------
 tests/test_import_avro.py                     |  12 +-
 tests/test_import_bigquery.py                 |   4 +-
 tests/test_import_csv.py                      |   2 +-
 tests/test_import_dbt.py                      |   8 +-
 tests/test_import_glue.py                     |   6 +-
 tests/test_import_json.py                     |   6 +-
 tests/test_import_jsonschema.py               |   6 +-
 tests/test_import_odcs_v3.py                  |   4 +-
 tests/test_import_parquet.py                  |   2 +-
 tests/test_import_protobuf.py                 |   2 +-
 tests/test_import_sql_postgres.py             |   4 +-
 tests/test_import_sql_sqlserver.py            |   2 +-
 tests/test_import_unity_file.py               |   4 +-
 tests/test_lint.py                            |  13 +-
 tests/test_notice_period_linter.py            |  47 ------
 36 files changed, 45 insertions(+), 822 deletions(-)
 delete mode 100644 datacontract/lint/lint.py
 delete mode 100644 datacontract/lint/linters/__init__.py
 delete mode 100644 datacontract/lint/linters/description_linter.py
 delete mode 100644 datacontract/lint/linters/field_pattern_linter.py
 delete mode 100644 datacontract/lint/linters/field_reference_linter.py
 delete mode 100644 datacontract/lint/linters/notice_period_linter.py
 delete mode 100644 datacontract/lint/linters/valid_constraints_linter.py
 delete mode 100644 tests/fixtures/lint/datacontract_csv_lint_base.yaml
 delete mode 100644 tests/fixtures/lint/datacontract_quality_schema.yaml
 delete mode 100644 tests/fixtures/lint/datacontract_unknown_model.yaml
 delete mode 100644 tests/fixtures/lint/datacontract_valid_field_constraints.yaml
 delete mode 100644 tests/test_documentation_linter.py
 delete mode 100644 tests/test_field_constraint_linter.py
 delete mode 100644 tests/test_field_pattern_linter.py
 delete mode 100644 tests/test_field_reference_linter.py
 delete mode 100644 tests/test_notice_period_linter.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e3c51b376..788477eb6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Import the table tags from a open data contract spec v3 (#895)
 - dbt export: Enhanced model-level primaryKey support with automatic test generation for single and multiple column primary keys (#898)
 
+### Removed
+
+- Removed specific linters, as the linters did not support ODCS (#913)
+
 ## [0.10.35] - 2025-08-25
 
 ### Added
diff --git a/README.md b/README.md
index bea8defd7..2e6f1ef45 100644
--- a/README.md
+++ b/README.md
@@ -1772,8 +1772,7 @@ Create a data contract based on the actual data. This is the fastest way to get
    $ datacontract test
    ```
 
-3. Make sure that all the best practices for a `datacontract.yaml` are met using the linter. You
-   probably forgot to document some fields and add the terms and conditions.
+3. Validate that the `datacontract.yaml` is correctly formatted and adheres to the Data Contract Specification.
    ```bash
    $ datacontract lint
    ```
@@ -1794,8 +1793,7 @@ Create a data contract based on the requirements from use cases.
    ```
 
 2. Create the model and quality guarantees based on your business requirements. Fill in the terms,
-   descriptions, etc. Make sure you follow all best practices for a `datacontract.yaml` using the
-   linter.
+   descriptions, etc. Validate that your `datacontract.yaml` is correctly formatted.
     ```bash
     $ datacontract lint
     ```
diff --git a/datacontract/data_contract.py b/datacontract/data_contract.py
index e06cac386..768684c62 100644
--- a/datacontract/data_contract.py
+++ b/datacontract/data_contract.py
@@ -26,11 +26,6 @@
 from datacontract.init.init_template import get_init_template
 from datacontract.integration.datamesh_manager import publish_test_results_to_datamesh_manager
 from datacontract.lint import resolve
-from datacontract.lint.linters.description_linter import DescriptionLinter
-from datacontract.lint.linters.field_pattern_linter import FieldPatternLinter
-from datacontract.lint.linters.field_reference_linter import FieldReferenceLinter
-from datacontract.lint.linters.notice_period_linter import NoticePeriodLinter
-from datacontract.lint.linters.valid_constraints_linter import ValidFieldConstraintsLinter
 from datacontract.model.data_contract_specification import DataContractSpecification, Info
 from datacontract.model.exceptions import DataContractException
 from datacontract.model.run import Check, ResultEnum, Run
@@ -64,24 +59,14 @@ def __init__(
         self._inline_definitions = inline_definitions
         self._inline_quality = inline_quality
         self._ssl_verification = ssl_verification
-        self.all_linters = {
-            FieldPatternLinter(),
-            FieldReferenceLinter(),
-            NoticePeriodLinter(),
-            ValidFieldConstraintsLinter(),
-            DescriptionLinter(),
-        }
 
     @classmethod
     def init(cls, template: typing.Optional[str], schema: typing.Optional[str] = None) -> DataContractSpecification:
         template_str = get_init_template(template)
         return resolve.resolve_data_contract(data_contract_str=template_str, schema_location=schema)
 
-    def lint(self, enabled_linters: typing.Union[str, set[str]] = "all") -> Run:
-        """Lint the data contract by deserializing the contract and checking the schema, as well as calling the configured linters.
-
-        enabled_linters can be either "all" or "none", or a set of linter IDs. The "schema" linter is always enabled, even with enabled_linters="none".
-        """
+    def lint(self) -> Run:
+        """Lint the data contract by validating it against the JSON schema."""
         run = Run.create_run()
         try:
             run.log_info("Linting data contract")
@@ -101,27 +86,6 @@ def lint(self, enabled_linters: typing.Union[str, set[str]] = "all") -> Run:
                     engine="datacontract",
                 )
             )
-            if enabled_linters == "none":
-                linters_to_check = set()
-            elif enabled_linters == "all":
-                linters_to_check = self.all_linters
-            elif isinstance(enabled_linters, set):
-                linters_to_check = {linter for linter in self.all_linters if linter.id in enabled_linters}
-            else:
-                raise RuntimeError(f"Unknown argument enabled_linters={enabled_linters} for lint()")
-            for linter in linters_to_check:
-                try:
-                    run.checks.extend(linter.lint(data_contract))
-                except Exception as e:
-                    run.checks.append(
-                        Check(
-                            type="general",
-                            result=ResultEnum.error,
-                            name=f"Linter '{linter.name}'",
-                            reason=str(e),
-                            engine="datacontract",
-                        )
-                    )
             run.dataContractId = data_contract.id
             run.dataContractVersion = data_contract.info.version
         except DataContractException as e:
diff --git a/datacontract/lint/lint.py b/datacontract/lint/lint.py
deleted file mode 100644
index 9c10bf602..000000000
--- a/datacontract/lint/lint.py
+++ /dev/null
@@ -1,142 +0,0 @@
-import abc
-from dataclasses import dataclass, field
-from enum import Enum
-from typing import Any, Sequence, cast
-
-from datacontract.model.run import Check
-
-from ..model.data_contract_specification import DataContractSpecification
-
-"""This module contains linter definitions for linting a data contract.
-
-Lints are quality checks that can succeed, fail, or warn. They are
-distinct from checks such as "valid yaml" or "file not found", which
-will cause the processing of the data contract to stop. Lints can be
-ignored, and are high-level requirements on the format of a data
-contract."""
-
-
-class LintSeverity(Enum):
-    """The severity of a lint message. Generally, lint messages should be
-    emitted with a severity of ERROR. WARNING should be used when the linter
-    cannot determine a lint result, for example, when an unsupported model
-    type is used.
-    """
-
-    ERROR = 2
-    WARNING = 1
-
-
-@dataclass
-class LinterMessage:
-    """A single linter message with attached severity and optional "model" that
-    caused the message.
-
-    Attributes:
-       outcome: The outcome of the linting, either ERROR or WARNING. Linting outcomes with level WARNING are discarded for now.
-       message: A message describing the error or warning in more detail.
-       model: The model that caused the lint to fail. Is optional.
-
-    """
-
-    outcome: LintSeverity
-    message: str
-    model: Any = None
-
-    @classmethod
-    def error(cls, message: str, model=None):
-        return LinterMessage(LintSeverity.ERROR, message, model)
-
-    @classmethod
-    def warning(cls, message: str, model=None):
-        return LinterMessage(LintSeverity.WARNING, message, model)
-
-
-@dataclass
-class LinterResult:
-    """Result of linting a contract. Contains multiple LinterResults from
-       the same linter or lint phase.
-
-    Attributes:
-      linter: The linter that produced these results
-      results: A list of linting results. Multiple identical linting
-          results can be present in the list. An empty list means that
-          the linter ran without producing warnings or errors.
-    """
-
-    results: Sequence[LinterMessage] = field(default_factory=list)
-
-    @classmethod
-    def erroneous(cls, message, model=None):
-        return cls([LinterMessage.error(message, model)])
-
-    @classmethod
-    def cautious(cls, message, model=None):
-        return cls([LinterMessage.warning(message, model)])
-
-    def with_warning(self, message, model=None):
-        result = LinterMessage.warning(message, model)
-        return LinterResult(cast(list[LinterMessage], self.results) + [result])
-
-    def with_error(self, message, model=None):
-        result = LinterMessage.error(message, model)
-        return LinterResult(cast(list[LinterMessage], self.results) + [result])
-
-    def has_errors(self) -> bool:
-        return any(map(lambda result: result.outcome == LintSeverity.ERROR, self.results))
-
-    def has_warnings(self) -> bool:
-        return any(map(lambda result: result.outcome == LintSeverity.WARNING, self.results))
-
-    def error_results(self) -> Sequence[LinterMessage]:
-        return [result for result in self.results if result.outcome == LintSeverity.ERROR]
-
-    def warning_results(self) -> Sequence[LinterMessage]:
-        return [result for result in self.results if result.outcome == LintSeverity.WARNING]
-
-    def no_errors_or_warnings(self) -> bool:
-        return len(self.results) == 0
-
-    def combine(self, other: "LinterResult") -> "LinterResult":
-        return LinterResult(cast(list[Any], self.results) + cast(list[Any], other.results))
-
-
-class Linter(abc.ABC):
-    @property
-    @abc.abstractmethod
-    def name(self) -> str:
-        """Human-readable name of the linter."""
-        pass
-
-    @property
-    @abc.abstractmethod
-    def id(self) -> str:
-        """A linter ID for configuration (i.e. enabling and disabling)."""
-        pass
-
-    @abc.abstractmethod
-    def lint_implementation(self, contract: DataContractSpecification) -> LinterResult:
-        pass
-
-    def lint(self, contract: DataContractSpecification) -> list[Check]:
-        """Call with a data contract to get a list of check results from the linter."""
-        result = self.lint_implementation(contract)
-        checks = []
-        if not result.error_results():
-            checks.append(Check(type="lint", name=f"Linter '{self.name}'", result="passed", engine="datacontract"))
-        else:
-            # All linter messages are treated as warnings. Severity is
-            # currently ignored, but could be used in filtering in the future
-            # Linter messages with level WARNING are currently ignored, but might
-            # be logged or printed in the future.
-            for lint_error in result.error_results():
-                checks.append(
-                    Check(
-                        type="lint",
-                        name=f"Linter '{self.name}'",
-                        result="warning",
-                        engine="datacontract",
-                        reason=lint_error.message,
-                    )
-                )
-        return checks
diff --git a/datacontract/lint/linters/__init__.py b/datacontract/lint/linters/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/datacontract/lint/linters/description_linter.py b/datacontract/lint/linters/description_linter.py
deleted file mode 100644
index 2f88615b8..000000000
--- a/datacontract/lint/linters/description_linter.py
+++ /dev/null
@@ -1,33 +0,0 @@
-from datacontract.model.data_contract_specification import DataContractSpecification
-
-from ..lint import Linter, LinterResult
-
-
-class DescriptionLinter(Linter):
-    """Check for a description on contracts, models, model fields, definitions and examples."""
-
-    @property
-    def name(self) -> str:
-        return "Objects have descriptions"
-
-    @property
-    def id(self) -> str:
-        return "description"
-
-    def lint_implementation(self, contract: DataContractSpecification) -> LinterResult:
-        result = LinterResult()
-        if not contract.info or not contract.info.description:
-            result = result.with_error("Contract has empty description.")
-        for model_name, model in contract.models.items():
-            if not model.description:
-                result = result.with_error(f"Model '{model_name}' has empty description.")
-            for field_name, field in model.fields.items():
-                if not field.description:
-                    result = result.with_error(f"Field '{field_name}' in model '{model_name}' has empty description.")
-        for definition_name, definition in contract.definitions.items():
-            if not definition.description:
-                result = result.with_error(f"Definition '{definition_name}' has empty description.")
-        for index, example in enumerate(contract.examples):
-            if not example.description:
-                result = result.with_error(f"Example {index + 1} has empty description.")
-        return result
diff --git a/datacontract/lint/linters/field_pattern_linter.py b/datacontract/lint/linters/field_pattern_linter.py
deleted file mode 100644
index b9add00ef..000000000
--- a/datacontract/lint/linters/field_pattern_linter.py
+++ /dev/null
@@ -1,34 +0,0 @@
-import re
-
-from datacontract.model.data_contract_specification import DataContractSpecification
-
-from ..lint import Linter, LinterResult
-
-
-class FieldPatternLinter(Linter):
-    """Checks that all patterns defined for fields are correct Python regex
-    syntax.
-
-    """
-
-    @property
-    def name(self):
-        return "Field pattern is correct regex"
-
-    @property
-    def id(self) -> str:
-        return "field-pattern"
-
-    def lint_implementation(self, contract: DataContractSpecification) -> LinterResult:
-        result = LinterResult()
-        for model_name, model in contract.models.items():
-            for field_name, field in model.fields.items():
-                if field.pattern:
-                    try:
-                        re.compile(field.pattern)
-                    except re.error as e:
-                        result = result.with_error(
-                            f"Failed to compile pattern regex '{field.pattern}' for "
-                            f"field '{field_name}' in model '{model_name}': {e.msg}"
-                        )
-        return result
diff --git a/datacontract/lint/linters/field_reference_linter.py b/datacontract/lint/linters/field_reference_linter.py
deleted file mode 100644
index 0a9a52435..000000000
--- a/datacontract/lint/linters/field_reference_linter.py
+++ /dev/null
@@ -1,47 +0,0 @@
-from datacontract.model.data_contract_specification import DataContractSpecification
-
-from ..lint import Linter, LinterResult
-
-
-class FieldReferenceLinter(Linter):
-    """Checks that all references definitions in fields refer to existing
-    fields.
-
-    """
-
-    @property
-    def name(self):
-        return "Field references existing field"
-
-    @property
-    def id(self) -> str:
-        return "field-reference"
-
-    def lint_implementation(self, contract: DataContractSpecification) -> LinterResult:
-        result = LinterResult()
-        for model_name, model in contract.models.items():
-            for field_name, field in model.fields.items():
-                if field.references:
-                    reference_hierarchy = field.references.split(".")
-                    if len(reference_hierarchy) != 2:
-                        result = result.with_error(
-                            f"Field '{field_name}' in model '{model_name}'"
-                            f" references must follow the model.field syntax and refer to a field in a model in this data contract."
-                        )
-                        continue
-                    ref_model = reference_hierarchy[0]
-                    ref_field = reference_hierarchy[1]
-
-                    if ref_model not in contract.models:
-                        result = result.with_error(
-                            f"Field '{field_name}' in model '{model_name}' references non-existing model '{ref_model}'."
-                        )
-                    else:
-                        ref_model_obj = contract.models[ref_model]
-                        if ref_field not in ref_model_obj.fields:
-                            result = result.with_error(
-                                f"Field '{field_name}' in model '{model_name}'"
-                                f" references non-existing field '{ref_field}'"
-                                f" in model '{ref_model}'."
-                            )
-        return result
diff --git a/datacontract/lint/linters/notice_period_linter.py b/datacontract/lint/linters/notice_period_linter.py
deleted file mode 100644
index 7051bc4f6..000000000
--- a/datacontract/lint/linters/notice_period_linter.py
+++ /dev/null
@@ -1,55 +0,0 @@
-import re
-
-from datacontract.model.data_contract_specification import DataContractSpecification
-
-from ..lint import Linter, LinterResult
-
-
-class NoticePeriodLinter(Linter):
-    @property
-    def name(self) -> str:
-        return "noticePeriod in ISO8601 format"
-
-    @property
-    def id(self) -> str:
-        return "notice-period"
-
-    # Regex matching the "simple" ISO8601 duration format
-    simple = re.compile(
-        r"""P             # Introduces period
-        (:?[0-9\.,]+Y)?   # Number of years
-        (:?[0-9\.,]+M)?   # Number of months
-        (:?[0-9\.,]+W)?   # Number of weeks
-        (:?[0-9\.,]+D)?   # Number of days
-        (:?               # Time part (optional)
-          T               # Always starts with T
-          (:?[0-9\.,]+H)? # Number of hours
-          (:?[0-9\.,]+M)? # Number of minutes
-          (:?[0-9\.,]+S)? # Number of seconds
-        )?
-        """,
-        re.VERBOSE,
-    )
-    datetime_basic = re.compile(r"P\d{8}T\d{6}")
-    datetime_extended = re.compile(r"P\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}")
-
-    def lint_implementation(self, contract: DataContractSpecification) -> LinterResult:
-        """Check whether the notice period is specified using ISO8601 duration syntax."""
-        if not contract.terms:
-            return LinterResult.cautious("No terms defined.")
-        period = contract.terms.noticePeriod
-        if not period:
-            return LinterResult.cautious("No notice period defined.")
-        if not period.startswith("P"):
-            return LinterResult.erroneous(f"Notice period '{period}' is not a valid ISO8601 duration.")
-        if period == "P":
-            return LinterResult.erroneous(
-                "Notice period 'P' is not a valid ISO8601 duration, requires at least one duration to be specified."
-            )
-        if (
-            not self.simple.fullmatch(period)
-            and not self.datetime_basic.fullmatch(period)
-            and not self.datetime_extended.fullmatch(period)
-        ):
-            return LinterResult.erroneous(f"Notice period '{period}' is not a valid ISO8601 duration.")
-        return LinterResult()
diff --git a/datacontract/lint/linters/valid_constraints_linter.py b/datacontract/lint/linters/valid_constraints_linter.py
deleted file mode 100644
index 6121b6e73..000000000
--- a/datacontract/lint/linters/valid_constraints_linter.py
+++ /dev/null
@@ -1,100 +0,0 @@
-from datacontract.model.data_contract_specification import DataContractSpecification, Field
-
-from ..lint import Linter, LinterResult
-
-
-class ValidFieldConstraintsLinter(Linter):
-    """Check validity of field constraints.
-
-    More precisely, check that only numeric constraints are specified on
-    fields of numeric type and string constraints on fields of string type.
-    Additionally, the linter checks that defined constraints make sense.
-    Minimum values should not be greater than maximum values, exclusive and
-    non-exclusive minimum and maximum should not be combined and string
-    pattern and format should not be combined.
-
-    """
-
-    valid_types_for_constraint = {
-        "pattern": set(["string", "text", "varchar"]),
-        "format": set(["string", "text", "varchar", "date", "integer", "number"]),
-        "minLength": set(["string", "text", "varchar"]),
-        "maxLength": set(["string", "text", "varchar"]),
-        "minimum": set(["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]),
-        "exclusiveMinimum": set(
-            ["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]
-        ),
-        "maximum": set(["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]),
-        "exclusiveMaximum": set(
-            ["int", "integer", "number", "decimal", "numeric", "long", "bigint", "float", "double"]
-        ),
-    }
-
-    def check_minimum_maximum(self, field: Field, field_name: str, model_name: str) -> LinterResult:
-        (min, max, xmin, xmax) = (field.minimum, field.maximum, field.exclusiveMinimum, field.exclusiveMaximum)
-        match (
-            "minimum" in field.model_fields_set,
-            "maximum" in field.model_fields_set,
-            "exclusiveMinimum" in field.model_fields_set,
-            "exclusiveMaximum" in field.model_fields_set,
-        ):
-            case (True, True, _, _) if min > max:
-                return LinterResult.erroneous(
-                    f"Minimum {min} is greater than maximum {max} on field '{field_name}' in model '{model_name}'."
-                )
-            case (_, _, True, True) if xmin >= xmax:
-                return LinterResult.erroneous(
-                    f"Exclusive minimum {xmin} is greater than exclusive"
-                    f" maximum {xmax} on field '{field_name}' in model '{model_name}'."
-                )
-            case (True, True, True, True):
-                return LinterResult.erroneous(
-                    f"Both exclusive and non-exclusive minimum and maximum are "
-                    f"defined on field '{field_name}' in model '{model_name}'."
-                )
-            case (True, _, True, _):
-                return LinterResult.erroneous(
-                    f"Both exclusive and non-exclusive minimum are "
-                    f"defined on field '{field_name}' in model '{model_name}'."
-                )
-            case (_, True, _, True):
-                return LinterResult.erroneous(
-                    f"Both exclusive and non-exclusive maximum are "
-                    f"defined on field '{field_name}' in model '{model_name}'."
-                )
-        return LinterResult()
-
-    def check_string_constraints(self, field: Field, field_name: str, model_name: str) -> LinterResult:
-        result = LinterResult()
-        if field.minLength and field.maxLength and field.minLength > field.maxLength:
-            result = result.with_error(
-                f"Minimum length is greater that maximum length on field '{field_name}' in model '{model_name}'."
-            )
-        if field.pattern and field.format:
-            result = result.with_error(
-                f"Both a pattern and a format are defined for field '{field_name}' in model '{model_name}'."
-            )
-        return result
-
-    @property
-    def name(self):
-        return "Fields use valid constraints"
-
-    @property
-    def id(self):
-        return "field-constraints"
-
-    def lint_implementation(self, contract: DataContractSpecification) -> LinterResult:
-        result = LinterResult()
-        for model_name, model in contract.models.items():
-            for field_name, field in model.fields.items():
-                for _property, allowed_types in self.valid_types_for_constraint.items():
-                    if _property in field.model_fields_set and field.type not in allowed_types:
-                        result = result.with_error(
-                            f"Forbidden constraint '{_property}' defined on field "
-                            f"'{field_name}' in model '{model_name}'. Field type "
-                            f"is '{field.type}'."
-                        )
-                result = result.combine(self.check_minimum_maximum(field, field_name, model_name))
-                result = result.combine(self.check_string_constraints(field, field_name, model_name))
-        return result
diff --git a/tests/fixtures/lint/datacontract_csv_lint_base.yaml b/tests/fixtures/lint/datacontract_csv_lint_base.yaml
deleted file mode 100644
index 17065a1ef..000000000
--- a/tests/fixtures/lint/datacontract_csv_lint_base.yaml
+++ /dev/null
@@ -1,18 +0,0 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  orders:
-    fields:
-      column_1:
-        type: string
-      column_2:
-        type: string
-examples:
-  - type: csv
-    model: orders
-    data: |-
-      column_1, column_2
-      value_1, value_2
diff --git a/tests/fixtures/lint/datacontract_quality_schema.yaml b/tests/fixtures/lint/datacontract_quality_schema.yaml
deleted file mode 100644
index 72c7751fa..000000000
--- a/tests/fixtures/lint/datacontract_quality_schema.yaml
+++ /dev/null
@@ -1,17 +0,0 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  orders:
-    fields:
-      column_1:
-        type: string
-      column_2:
-        type: string
-quality:
-  type: SodaCL
-  specification: |-
-    checks for orders:
-      - freshness(column_1) < 1d
diff --git a/tests/fixtures/lint/datacontract_unknown_model.yaml b/tests/fixtures/lint/datacontract_unknown_model.yaml
deleted file mode 100644
index 0ee1a3318..000000000
--- a/tests/fixtures/lint/datacontract_unknown_model.yaml
+++ /dev/null
@@ -1,11 +0,0 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-examples:
-  - type: csv
-    model: orders
-    data: |-
-      column_1, column_2
-      value_1, value_2
diff --git a/tests/fixtures/lint/datacontract_valid_field_constraints.yaml b/tests/fixtures/lint/datacontract_valid_field_constraints.yaml
deleted file mode 100644
index 43f3de841..000000000
--- a/tests/fixtures/lint/datacontract_valid_field_constraints.yaml
+++ /dev/null
@@ -1,16 +0,0 @@
-dataContractSpecification: 1.2.0
-id: my-data-contract-id
-info:
-  title: "My Data Contract"
-  version: 0.0.1
-models:
-  orders:
-    type: table
-    fields:
-      event_date:
-        type: date
-      amount:
-        type: number
-      id:
-        type: integer
-        required: true
\ No newline at end of file
diff --git a/tests/test_api.py b/tests/test_api.py
index 6cdc04790..e715ca922 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -16,7 +16,7 @@ def test_lint():
     assert response.status_code == 200
     print(response.json())
     assert response.json()["result"] == "passed"
-    assert len(response.json()["checks"]) == 6
+    assert len(response.json()["checks"]) == 1
     assert all([check["result"] == "passed" for check in response.json()["checks"]])
 
 
diff --git a/tests/test_documentation_linter.py b/tests/test_documentation_linter.py
deleted file mode 100644
index c97b0f961..000000000
--- a/tests/test_documentation_linter.py
+++ /dev/null
@@ -1,48 +0,0 @@
-import datacontract.model.data_contract_specification as spec
-from datacontract.lint.linters.description_linter import DescriptionLinter
-from datacontract.model.run import Check
-
-
-def construct_error_check(msg: str) -> Check:
-    return Check(
-        type="lint",
-        name="Linter 'Objects have descriptions'",
-        result="warning",
-        engine="datacontract",
-        reason=msg,
-    )
-
-
-success_check = Check(type="lint", name="Linter 'Objects have descriptions'", result="passed", engine="datacontract")
-
-linter = DescriptionLinter()
-
-
-def test_correct_contract():
-    specification = spec.DataContractSpecification(
-        info=spec.Info(description="Test contract description"),
-        models={
-            "test_model": spec.Model(
-                description="Test model description",
-                fields={"test_field": spec.Field(description="Test field description")},
-            )
-        },
-        examples=[spec.Example(description="Example description")],
-        definitions={"test_definition": spec.Definition(description="Test description definition")},
-    )
-    assert linter.lint(specification) == [success_check]
-
-
-def test_missing_contract():
-    specification = spec.DataContractSpecification(
-        models={"test_model": spec.Model(fields={"test_field": spec.Field()})},
-        examples=[spec.Example()],
-        definitions={"test_definition": spec.Definition()},
-    )
-    assert linter.lint(specification) == [
-        construct_error_check("Contract has empty description."),
-        construct_error_check("Model 'test_model' has empty description."),
-        construct_error_check("Field 'test_field' in model 'test_model' has empty description."),
-        construct_error_check("Definition 'test_definition' has empty description."),
-        construct_error_check("Example 1 has empty description."),
-    ]
diff --git a/tests/test_export_bigquery.py b/tests/test_export_bigquery.py
index 22949112c..0f91c6ac8 100644
--- a/tests/test_export_bigquery.py
+++ b/tests/test_export_bigquery.py
@@ -29,7 +29,7 @@ def test_exports_bigquery_schema():
     with open(data_contract_file) as file:
         file_content = file.read()
     data_contract = DataContract(data_contract_str=file_content, server="bigquery")
-    assert data_contract.lint(enabled_linters="none").has_passed()
+    assert data_contract.lint().has_passed()
     result = data_contract.export("bigquery")
 
     print("Result:\n", result)
diff --git a/tests/test_export_dbml.py b/tests/test_export_dbml.py
index 7dc6d10f9..6a2213368 100644
--- a/tests/test_export_dbml.py
+++ b/tests/test_export_dbml.py
@@ -26,7 +26,7 @@ def test_cli_with_server():
 
 def test_dbml_export():
     data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml")
-    assert data_contract.lint(enabled_linters="none").has_passed()
+    assert data_contract.lint().has_passed()
 
     result = data_contract.export("dbml")
 
@@ -81,7 +81,7 @@ def test_dbml_export():
 
 def test_dbml_export_with_server():
     data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml", server="production")
-    assert data_contract.lint(enabled_linters="none").has_passed()
+    assert data_contract.lint().has_passed()
 
     result = data_contract.export("dbml")
 
diff --git a/tests/test_field_constraint_linter.py b/tests/test_field_constraint_linter.py
deleted file mode 100644
index 5a7d15158..000000000
--- a/tests/test_field_constraint_linter.py
+++ /dev/null
@@ -1,68 +0,0 @@
-import datacontract.model.data_contract_specification as spec
-from datacontract.lint.linters.valid_constraints_linter import ValidFieldConstraintsLinter
-from datacontract.model.run import Check
-
-
-def construct_error_check(msg: str) -> Check:
-    return Check(
-        type="lint",
-        name="Linter 'Fields use valid constraints'",
-        result="warning",
-        engine="datacontract",
-        reason=msg,
-    )
-
-
-success_check = Check(type="lint", name="Linter 'Fields use valid constraints'", result="passed", engine="datacontract")
-
-linter = ValidFieldConstraintsLinter()
-
-
-def test_empty_constraints():
-    specification = spec.DataContractSpecification(
-        models={
-            "test_model": spec.Model(
-                fields={"test_field_1": spec.Field(type="string"), "test_field_2": spec.Field(type="number")}
-            )
-        }
-    )
-    assert linter.lint(specification) == [success_check]
-
-
-def test_correct_constraints():
-    specification = spec.DataContractSpecification(
-        models={
-            "test_model": spec.Model(
-                fields={
-                    "test_field_1": spec.Field(type="string", minLength=5, maxLength=8),
-                    "test_field_2": spec.Field(type="number", minimum=10, maximum=100),
-                }
-            )
-        }
-    )
-    assert linter.lint(specification) == [success_check]
-
-
-def test_incorrect_constraints():
-    specification = spec.DataContractSpecification(
-        models={
-            "test_model": spec.Model(
-                fields={
-                    "test_field_1": spec.Field(type="number", minLength=5),
-                    "test_field_2": spec.Field(type="string", maximum=100),
-                }
-            )
-        }
-    )
-    assert linter.lint(specification) == [
-        construct_error_check(
-            "Forbidden constraint 'minLength' defined on "
-            "field 'test_field_1' in model 'test_model'. "
-            "Field type is 'number'."
-        ),
-        construct_error_check(
-            "Forbidden constraint 'maximum' defined on "
-            "field 'test_field_2' in model 'test_model'. "
-            "Field type is 'string'."
-        ),
-    ]
diff --git a/tests/test_field_pattern_linter.py b/tests/test_field_pattern_linter.py
deleted file mode 100644
index 2e914ad99..000000000
--- a/tests/test_field_pattern_linter.py
+++ /dev/null
@@ -1,42 +0,0 @@
-import datacontract.model.data_contract_specification as spec
-from datacontract.lint.linters.field_pattern_linter import FieldPatternLinter
-from datacontract.model.run import Check
-
-
-def construct_error_check(msg: str) -> Check:
-    return Check(
-        type="lint",
-        name="Linter 'Field pattern is correct regex'",
-        result="warning",
-        engine="datacontract",
-        reason=msg,
-    )
-
-
-success_check = Check(
-    type="lint", name="Linter 'Field pattern is correct regex'", result="passed", engine="datacontract"
-)
-
-linter = FieldPatternLinter()
-
-
-def test_correct_regex_pattern():
-    specification = spec.DataContractSpecification(
-        models={"test_model": spec.Model(fields={"test_field": spec.Field(pattern=".")})}
-    )
-    result = linter.lint(specification)
-    assert result == [success_check]
-
-
-def test_incorrect_regex_pattern():
-    specification = spec.DataContractSpecification(
-        models={"test_model": spec.Model(fields={"test_field": spec.Field(pattern="\\")})}
-    )
-    result = linter.lint(specification)
-    assert result == [
-        construct_error_check(
-            "Failed to compile pattern regex '\\' for field"
-            " 'test_field' in model 'test_model': "
-            "bad escape (end of pattern)"
-        )
-    ]
diff --git a/tests/test_field_reference_linter.py b/tests/test_field_reference_linter.py
deleted file mode 100644
index 44cb8f163..000000000
--- a/tests/test_field_reference_linter.py
+++ /dev/null
@@ -1,56 +0,0 @@
-import datacontract.model.data_contract_specification as spec
-from datacontract.lint.linters.field_reference_linter import FieldReferenceLinter
-from datacontract.model.run import Check
-
-
-def construct_error_check(msg: str) -> Check:
-    return Check(
-        type="lint",
-        name="Linter 'Field references existing field'",
-        result="warning",
-        engine="datacontract",
-        reason=msg,
-    )
-
-
-success_check = Check(
-    type="lint", name="Linter 'Field references existing field'", result="passed", engine="datacontract"
-)
-
-linter = FieldReferenceLinter()
-
-
-def test_correct_field_reference():
-    specification = spec.DataContractSpecification(
-        models={
-            "test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")}),
-            "test_model_2": spec.Model(fields={"test_field_1": spec.Field()}),
-        }
-    )
-    assert linter.lint(specification) == [success_check]
-
-
-def test_incorrect_model_reference():
-    specification = spec.DataContractSpecification(
-        models={"test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")})}
-    )
-    assert linter.lint(specification) == [
-        construct_error_check(
-            "Field 'test_field_1' in model 'test_model_1' references non-existing model 'test_model_2'."
-        )
-    ]
-
-
-def test_incorrect_field_reference():
-    specification = spec.DataContractSpecification(
-        models={
-            "test_model_1": spec.Model(fields={"test_field_1": spec.Field(references="test_model_2.test_field_1")}),
-            "test_model_2": spec.Model(),
-        }
-    )
-    assert linter.lint(specification) == [
-        construct_error_check(
-            "Field 'test_field_1' in model 'test_model_1' references non-existing field 'test_field_1'"
-            " in model 'test_model_2'."
-        )
-    ]
diff --git a/tests/test_import_avro.py b/tests/test_import_avro.py
index 354f8e87d..b97630208 100644
--- a/tests/test_import_avro.py
+++ b/tests/test_import_avro.py
@@ -116,7 +116,7 @@ def test_import_avro_schema():
     """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_arrays_of_records_and_nested_arrays():
@@ -167,7 +167,7 @@ def test_import_avro_arrays_of_records_and_nested_arrays():
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_nested_records():
@@ -196,7 +196,7 @@ def test_import_avro_nested_records():
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_nested_records_with_arrays():
@@ -262,7 +262,7 @@ def test_import_avro_nested_records_with_arrays():
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_logical_types():
@@ -313,7 +313,7 @@ def test_import_avro_logical_types():
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_optional_enum():
@@ -351,4 +351,4 @@ def test_import_avro_optional_enum():
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_bigquery.py b/tests/test_import_bigquery.py
index 83f178c16..daadb7668 100644
--- a/tests/test_import_bigquery.py
+++ b/tests/test_import_bigquery.py
@@ -30,7 +30,7 @@ def test_import_bigquery_schema():
     with open("fixtures/bigquery/import/datacontract.yaml") as file:
         expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_multiple_bigquery_schemas_with_different_types():
@@ -45,4 +45,4 @@ def test_import_multiple_bigquery_schemas_with_different_types():
     with open("fixtures/bigquery/import/datacontract_multi_import.yaml") as file:
         expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_csv.py b/tests/test_import_csv.py
index 1debe9afd..d510ae760 100644
--- a/tests/test_import_csv.py
+++ b/tests/test_import_csv.py
@@ -77,4 +77,4 @@ def test_import_csv():
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_dbt.py b/tests/test_import_dbt.py
index 37e856c74..bd9456d48 100644
--- a/tests/test_import_dbt.py
+++ b/tests/test_import_dbt.py
@@ -227,7 +227,7 @@ def test_import_dbt_manifest():
     - TABLE_PII"""
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_dbt_manifest_bigquery():
@@ -391,7 +391,7 @@ def test_import_dbt_manifest_bigquery():
     - TABLE_PII"""
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_dbt_manifest_with_filter_and_empty_columns():
@@ -413,7 +413,7 @@ def test_import_dbt_manifest_with_filter_and_empty_columns():
     """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_dbt_manifest_with_filter():
@@ -463,4 +463,4 @@ def test_import_dbt_manifest_with_filter():
     - TABLE_PII"""
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_glue.py b/tests/test_import_glue.py
index 9596c7b69..f61e647c7 100644
--- a/tests/test_import_glue.py
+++ b/tests/test_import_glue.py
@@ -166,7 +166,7 @@ def test_import_glue_schema_without_glue_table_filter(setup_mock_glue):
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 @mock_aws
@@ -179,7 +179,7 @@ def test_import_glue_schema_with_glue_table_filter(setup_mock_glue):
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 @mock_aws
@@ -193,4 +193,4 @@ def test_import_glue_schema_with_non_existent_glue_table_filter(setup_mock_glue)
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_json.py b/tests/test_import_json.py
index 82d4361cb..c37993d54 100644
--- a/tests/test_import_json.py
+++ b/tests/test_import_json.py
@@ -61,7 +61,7 @@ def test_json_simple():
 
     # making sure the data contract is correct
     data_contract = DataContract(data_contract_str=actual)
-    assert data_contract.lint(enabled_linters="none").has_passed()
+    assert data_contract.lint().has_passed()
 
 
 def test_json_complex():
@@ -105,7 +105,7 @@ def test_json_complex():
 
     # making sure the data contract is correct
     data_contract = DataContract(data_contract_str=actual)
-    assert data_contract.lint(enabled_linters="none").has_passed()
+    assert data_contract.lint().has_passed()
 
 
 def test_ndjson():
@@ -148,4 +148,4 @@ def test_ndjson():
 
     # making sure the data contract is correct
     data_contract = DataContract(data_contract_str=actual)
-    assert data_contract.lint(enabled_linters="none").has_passed()
+    assert data_contract.lint().has_passed()
diff --git a/tests/test_import_jsonschema.py b/tests/test_import_jsonschema.py
index b5dede019..6c153a9f0 100644
--- a/tests/test_import_jsonschema.py
+++ b/tests/test_import_jsonschema.py
@@ -58,7 +58,7 @@ def test_import_json_schema_orders():
 
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_json_schema_football():
@@ -66,7 +66,7 @@ def test_import_json_schema_football():
 
     with open("fixtures/import/football-datacontract.yml") as file:
         expected = file.read()
-        assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+        assert DataContract(data_contract_str=expected).lint().has_passed()
 
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
@@ -77,7 +77,7 @@ def test_import_json_schema_football_deeply_nested_no_required():
 
     with open("fixtures/import/football_deeply_nested_no_required_datacontract.yml") as file:
         expected = file.read()
-        assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+        assert DataContract(data_contract_str=expected).lint().has_passed()
 
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
diff --git a/tests/test_import_odcs_v3.py b/tests/test_import_odcs_v3.py
index da286db8b..2a4e5431e 100644
--- a/tests/test_import_odcs_v3.py
+++ b/tests/test_import_odcs_v3.py
@@ -29,14 +29,14 @@ def test_import_full_odcs():
     result = DataContract.import_from_source("odcs", "./fixtures/odcs_v3/full-example.odcs.yaml")
     expected_datacontract = read_file("fixtures/odcs_v3/full-example.datacontract.yml")
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract)
-    assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected_datacontract).lint().has_passed()
 
 
 def test_import_complex_odcs():
     result = DataContract.import_from_source("odcs", "./fixtures/odcs_v3/adventureworks.odcs.yaml")
     expected_datacontract = read_file("fixtures/odcs_v3/adventureworks.datacontract.yml")
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract)
-    assert DataContract(data_contract_str=expected_datacontract).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected_datacontract).lint().has_passed()
 
 
 def read_file(file):
diff --git a/tests/test_import_parquet.py b/tests/test_import_parquet.py
index 2a2d24e82..ea5e2ae25 100644
--- a/tests/test_import_parquet.py
+++ b/tests/test_import_parquet.py
@@ -65,4 +65,4 @@ def test_import_parquet():
 """
 
     assert result.to_yaml() == expected
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_protobuf.py b/tests/test_import_protobuf.py
index 505d62254..b7d720628 100644
--- a/tests/test_import_protobuf.py
+++ b/tests/test_import_protobuf.py
@@ -101,4 +101,4 @@ def test_import_protobuf():
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_sql_postgres.py b/tests/test_import_sql_postgres.py
index df635c34e..6a1a3aebf 100644
--- a/tests/test_import_sql_postgres.py
+++ b/tests/test_import_sql_postgres.py
@@ -60,7 +60,7 @@ def test_import_sql_postgres():
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_sql_constraints():
@@ -148,4 +148,4 @@ def test_import_sql_constraints():
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_sql_sqlserver.py b/tests/test_import_sql_sqlserver.py
index b3df21664..4c9fc0d55 100644
--- a/tests/test_import_sql_sqlserver.py
+++ b/tests/test_import_sql_sqlserver.py
@@ -175,4 +175,4 @@ def test_import_sql_sqlserver():
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint(enabled_linters=set()).has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_unity_file.py b/tests/test_import_unity_file.py
index 9abc713ea..9209585b7 100644
--- a/tests/test_import_unity_file.py
+++ b/tests/test_import_unity_file.py
@@ -34,7 +34,7 @@ def test_import_unity():
     result_yaml = result.to_yaml()
     print("Result:\n", result_yaml)
     assert yaml.safe_load(result_yaml) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_cli_complex_types():
@@ -65,7 +65,7 @@ def test_import_unity_complex_types():
 
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint(enabled_linters="none").has_passed()
+    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_unity_with_owner_and_id():
diff --git a/tests/test_lint.py b/tests/test_lint.py
index ca8792161..c7c3a1fba 100644
--- a/tests/test_lint.py
+++ b/tests/test_lint.py
@@ -27,7 +27,7 @@ def test_lint_invalid_data_contract():
 
 def test_lint_cli_valid():
     data_contract_file = "fixtures/lint/valid_datacontract.yaml"
-    expected_output = "🟢 data contract is valid. Run 6 checks."
+    expected_output = "🟢 data contract is valid. Run 1 checks."
 
     result = runner.invoke(app, ["lint", data_contract_file])
 
@@ -71,13 +71,4 @@ def test_lint_with_references():
 
     run = data_contract.lint()
 
-    assert run.result == "passed"
-
-#
-# def test_lint_valid_field_constraints():
-#     data_contract_file = "fixtures/lint/datacontract_valid_field_constraints.yaml"
-#     data_contract = DataContract(data_contract_file=data_contract_file)
-#
-#     run = data_contract.lint()
-#
-#     assert run.result == "passed"
\ No newline at end of file
+    assert run.result == "passed"
\ No newline at end of file
diff --git a/tests/test_notice_period_linter.py b/tests/test_notice_period_linter.py
deleted file mode 100644
index ab2c5478f..000000000
--- a/tests/test_notice_period_linter.py
+++ /dev/null
@@ -1,47 +0,0 @@
-import datacontract.model.data_contract_specification as spec
-from datacontract.lint.linters.notice_period_linter import NoticePeriodLinter
-from datacontract.model.run import Check
-
-
-def construct_error_check(msg: str) -> Check:
-    return Check(
-        type="lint",
-        name="Linter 'noticePeriod in ISO8601 format'",
-        result="warning",
-        engine="datacontract",
-        reason=msg,
-    )
-
-
-success_check = Check(
-    type="lint", name="Linter 'noticePeriod in ISO8601 format'", result="passed", engine="datacontract"
-)
-
-
-def test_lint_correct_period():
-    specification = spec.DataContractSpecification()
-    specification.terms = spec.Terms(noticePeriod="P1M")
-    result = NoticePeriodLinter().lint(specification)
-    assert result == [success_check]
-
-
-def test_lint_empty_period():
-    # This returns a warning that's currently ignored.
-    # If warnings are treated differently, change this spec.
-    specification = spec.DataContractSpecification(terms=spec.Terms())
-    result = NoticePeriodLinter().lint(specification)
-    assert result == [success_check]
-
-
-def test_lint_incorrect_period():
-    # This returns a warning that's currently ignored.
-    # If warnings are treated differently, change this spec.
-    specification = spec.DataContractSpecification(terms=spec.Terms(noticePeriod="P0"))
-    result = NoticePeriodLinter().lint(specification)
-    assert result == [construct_error_check("Notice period 'P0' is not a valid ISO8601 duration.")]
-
-
-def test_lint_correct_datetime_period():
-    specification = spec.DataContractSpecification(terms=spec.Terms(noticePeriod="P00000001T000001"))
-    result = NoticePeriodLinter().lint(specification)
-    assert result == [success_check]

From 874bfe2876129880eaba4e29fc697b2ff401486c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 17 Oct 2025 13:57:50 +0200
Subject: [PATCH 025/150] chore(deps): update
 snowflake-connector-python[pandas] requirement (#911)

Updates the requirements on [snowflake-connector-python[pandas]](https://github.com/snowflakedb/snowflake-connector-python) to permit the latest version.
- [Release notes](https://github.com/snowflakedb/snowflake-connector-python/releases)
- [Commits](https://github.com/snowflakedb/snowflake-connector-python/compare/v3.6.0...v4.0.0)

---
updated-dependencies:
- dependency-name: snowflake-connector-python[pandas]
  dependency-version: 4.0.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 29fdb71ee..d92f6a9e7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -84,7 +84,7 @@ s3 = [
 ]
 
 snowflake = [
-  "snowflake-connector-python[pandas]>=3.6,<3.17",
+  "snowflake-connector-python[pandas]>=3.6,<4.1",
   "soda-core-snowflake>=3.3.20,<3.6.0"
 ]
 

From 26256edabae0f918d3d3e2f0f0b7db8fa35ac477 Mon Sep 17 00:00:00 2001
From: Baptiste 
Date: Fri, 17 Oct 2025 14:06:14 +0200
Subject: [PATCH 026/150] feat: enhance databricks connection with Unity
 Catalog using databricks profiles (#894)

Co-authored-by: jochenchrist 
---
 README.md                              | 10 +++++++---
 datacontract/imports/unity_importer.py | 27 +++++++++++++++-----------
 2 files changed, 23 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 2e6f1ef45..3fee35df6 100644
--- a/README.md
+++ b/README.md
@@ -1444,18 +1444,22 @@ datacontract import --format bigquery --bigquery-project  --bigquery
 ```
 
 #### Unity Catalog
-
 ```bash
 # Example import from a Unity Catalog JSON file
 datacontract import --format unity --source my_unity_table.json
 ```
 
 ```bash
-# Example import single table from Unity Catalog via HTTP endpoint
+# Example import single table from Unity Catalog via HTTP endpoint using PAT
 export DATACONTRACT_DATABRICKS_SERVER_HOSTNAME="https://xyz.cloud.databricks.com"
-export DATACONTRACT_DATABRICKS_HTTP_PATH="/sql/1.0/warehouses/b053a331fa014fb4"
 export DATACONTRACT_DATABRICKS_TOKEN=
 datacontract import --format unity --unity-table-full-name 
+```
+ Please Refer to  [Databricks documentation](https://docs.databricks.com/aws/en/dev-tools/auth/unified-auth) on how to set up a profile
+```bash
+# Example import single table from Unity Catalog via HTTP endpoint using Profile
+export DATACONTRACT_DATABRICKS_PROFILE="my-profile"
+datacontract import --format unity --unity-table-full-name 
 ```
 
 #### dbt
diff --git a/datacontract/imports/unity_importer.py b/datacontract/imports/unity_importer.py
index bb02516fd..973ddc7a2 100644
--- a/datacontract/imports/unity_importer.py
+++ b/datacontract/imports/unity_importer.py
@@ -88,23 +88,28 @@ def import_unity_from_api(
     """
     try:
         # print(f"Retrieving Unity Catalog schema for table: {unity_table_full_name}")
+        profile = os.getenv("DATACONTRACT_DATABRICKS_PROFILE")
         host, token = os.getenv("DATACONTRACT_DATABRICKS_SERVER_HOSTNAME"), os.getenv("DATACONTRACT_DATABRICKS_TOKEN")
         # print(f"Databricks host: {host}, token: {'***' if token else 'not set'}")
-        if not host:
-            raise DataContractException(
-                type="configuration",
-                name="Databricks configuration",
-                reason="DATACONTRACT_DATABRICKS_SERVER_HOSTNAME environment variable is not set",
-                engine="datacontract",
-            )
-        if not token:
-            raise DataContractException(
+        exception = DataContractException(
                 type="configuration",
                 name="Databricks configuration",
-                reason="DATACONTRACT_DATABRICKS_TOKEN environment variable is not set",
+                reason="",
                 engine="datacontract",
             )
-        workspace_client = WorkspaceClient(host=host, token=token)
+        if not profile and not host and not token:
+            reason = "Either DATACONTRACT_DATABRICKS_PROFILE or both DATACONTRACT_DATABRICKS_SERVER_HOSTNAME and DATACONTRACT_DATABRICKS_TOKEN environment variables must be set"
+            exception.reason = reason
+            raise exception
+        if token and not host:
+            reason = "DATACONTRACT_DATABRICKS_SERVER_HOSTNAME environment variable is not set"
+            exception.reason = reason
+            raise exception
+        if host and not token:
+            reason = "DATACONTRACT_DATABRICKS_TOKEN environment variable is not set"
+            exception.reason = reason
+            raise exception
+        workspace_client = WorkspaceClient(profile=profile) if profile else WorkspaceClient(host=host, token=token)
     except Exception as e:
         raise DataContractException(
             type="schema",

From a52594a39e3288a1ad7b60cc1fd44dfa84ca7ff8 Mon Sep 17 00:00:00 2001
From: jochenchrist 
Date: Fri, 17 Oct 2025 14:12:40 +0200
Subject: [PATCH 027/150] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 3fee35df6..f9e984eb5 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ This data contract contains all information to connect to S3 and check that the
 
 Let's use [uv](https://docs.astral.sh/uv/) to install the CLI (or use the [Docker image](#docker)),
 ```bash
-$ uv tool install 'datacontract-cli[all]'
+$ uv tool install --python python3.11 'datacontract-cli[all]'
 ```
 
 

From bf5822b3ea293d09e0e7d371acf08f5d914fac72 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 17 Oct 2025 14:20:33 +0200
Subject: [PATCH 028/150] Restrict deployment to specific repository

---
 .github/workflows/ci.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index d0994df22..5bcc332e5 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -73,7 +73,7 @@ jobs:
     runs-on: ubuntu-latest
     needs:
       - test
-    if: github.event_name != 'pull_request'
+    if: github.event_name != 'pull_request' && github.repository == 'datacontract/datacontract-cli'
     steps:
       - name: Checkout
         uses: actions/checkout@v4

From ea58ab531bce71d7015f967e8b1a182494c5633d Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 17 Oct 2025 15:10:36 +0200
Subject: [PATCH 029/150] Import: Fallback to physicalType when logicalType is
 missing in ODCS

---
 CHANGELOG.md                             |  3 +-
 datacontract/imports/odcs_v3_importer.py | 75 ++++++++++++++++++++----
 tests/test_import_odcs_v3.py             | 75 ++++++++++++++++++++++++
 3 files changed, 139 insertions(+), 14 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 788477eb6..57cd48ec5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -22,7 +22,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Export to DQX: Correct DQX format for global-level quality check of data contract export. (#877)
 - Import the table tags from a open data contract spec v3 (#895)
 - dbt export: Enhanced model-level primaryKey support with automatic test generation for single and multiple column primary keys (#898)
-
+- ODCS: field discarded when no logicalType defined  (#891)
+ 
 ### Removed
 
 - Removed specific linters, as the linters did not support ODCS (#913)
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index 255593ef0..667daf719 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -334,7 +334,7 @@ def import_fields(
         return result
 
     for odcs_property in odcs_properties:
-        mapped_type = map_type(odcs_property.logicalType, custom_type_mappings)
+        mapped_type = map_type(odcs_property.logicalType, custom_type_mappings, odcs_property.physicalType)
         if mapped_type is not None:
             property_name = odcs_property.name
             description = odcs_property.description if odcs_property.description is not None else None
@@ -377,23 +377,72 @@ def import_fields(
 
             result[property_name] = field
         else:
-            logger.info(
-                f"Can't map {odcs_property.name} to the Datacontract Mapping types, as there is no equivalent or special mapping. Consider introducing a customProperty 'dc_mapping_{odcs_property.logicalType}' that defines your expected type as the 'value'"
+            type_info = f"logicalType={odcs_property.logicalType}, physicalType={odcs_property.physicalType}"
+            logger.warning(
+                f"Can't map field '{odcs_property.name}' ({type_info}) to the Datacontract Mapping types. "
+                f"Both logicalType and physicalType are missing or unmappable. "
+                f"Consider introducing a customProperty 'dc_mapping_' that defines your expected type as the 'value'"
             )
 
     return result
 
 
-def map_type(odcs_type: str, custom_mappings: Dict[str, str]) -> str | None:
-    if odcs_type is None:
-        return None
-    t = odcs_type.lower()
-    if t in DATACONTRACT_TYPES:
-        return t
-    elif custom_mappings.get(t) is not None:
-        return custom_mappings.get(t)
-    else:
-        return None
+def map_type(odcs_logical_type: str, custom_mappings: Dict[str, str], physical_type: str = None) -> str | None:
+    # Try to map logicalType first
+    if odcs_logical_type is not None:
+        t = odcs_logical_type.lower()
+        if t in DATACONTRACT_TYPES:
+            return t
+        elif custom_mappings.get(t) is not None:
+            return custom_mappings.get(t)
+
+    # Fallback to physicalType if logicalType is not mapped
+    if physical_type is not None:
+        pt = physical_type.lower()
+        # Remove parameters from physical type (e.g., VARCHAR(50) -> varchar, DECIMAL(10,2) -> decimal)
+        pt_base = pt.split('(')[0].strip()
+
+        # Try direct mapping of physical type
+        if pt in DATACONTRACT_TYPES:
+            return pt
+        elif pt_base in DATACONTRACT_TYPES:
+            return pt_base
+        elif custom_mappings.get(pt) is not None:
+            return custom_mappings.get(pt)
+        elif custom_mappings.get(pt_base) is not None:
+            return custom_mappings.get(pt_base)
+        # Common physical type mappings
+        elif pt_base in ["varchar", "char", "nvarchar", "nchar", "text", "ntext", "string", "character varying"]:
+            return "string"
+        elif pt_base in ["int", "integer", "smallint", "tinyint", "mediumint", "int2", "int4", "int8"]:
+            return "int"
+        elif pt_base in ["bigint", "long", "int64"]:
+            return "long"
+        elif pt_base in ["float", "real", "float4", "float8"]:
+            return "float"
+        elif pt_base in ["double", "double precision"]:
+            return "double"
+        elif pt_base in ["decimal", "numeric", "number"]:
+            return "decimal"
+        elif pt_base in ["boolean", "bool", "bit"]:
+            return "boolean"
+        elif pt_base in ["timestamp", "datetime", "datetime2", "timestamptz", "timestamp with time zone"]:
+            return "timestamp"
+        elif pt_base in ["date"]:
+            return "date"
+        elif pt_base in ["time"]:
+            return "time"
+        elif pt_base in ["json", "jsonb"]:
+            return "json"
+        elif pt_base in ["array"]:
+            return "array"
+        elif pt_base in ["object", "struct", "record"]:
+            return "object"
+        elif pt_base in ["bytes", "binary", "varbinary", "blob", "bytea"]:
+            return "bytes"
+        else:
+            return None
+    return None
 
 
 def get_custom_type_mappings(odcs_custom_properties: List[CustomProperty]) -> Dict[str, str]:
diff --git a/tests/test_import_odcs_v3.py b/tests/test_import_odcs_v3.py
index 2a4e5431e..48976b07a 100644
--- a/tests/test_import_odcs_v3.py
+++ b/tests/test_import_odcs_v3.py
@@ -39,6 +39,81 @@ def test_import_complex_odcs():
     assert DataContract(data_contract_str=expected_datacontract).lint().has_passed()
 
 
+def test_import_odcs_without_logicaltype():
+    """Test that fields without logicalType are imported using physicalType as fallback.
+
+    This test validates the fix for issue #891 where fields without logicalType
+    were being discarded during import, even though logicalType is optional per ODCS spec.
+    """
+    odcs_yaml = """
+version: 3.0.2
+kind: DataContract
+apiVersion: v3.0.2
+id: test-contract-no-logicaltype
+name: Test Contract Without LogicalType
+description:
+  purpose: Test ODCS import without logicalType
+
+schema:
+  - name: test_table
+    type: table
+    properties:
+      - name: event_date
+        physicalType: DATE
+        description: Event date without logicalType
+        required: true
+      - name: amount
+        physicalType: DECIMAL(10,2)
+        description: Amount without logicalType
+        required: true
+      - name: status
+        physicalType: VARCHAR(50)
+        description: Status field
+        required: false
+      - name: count
+        physicalType: INTEGER
+        description: Count field
+"""
+
+    # Write test file
+    import tempfile
+    with tempfile.NamedTemporaryFile(mode='w', suffix='.yaml', delete=False) as f:
+        f.write(odcs_yaml)
+        temp_file = f.name
+
+    try:
+        result = DataContract.import_from_source("odcs", temp_file)
+
+        # Verify model was imported
+        assert result.models is not None
+        assert "test_table" in result.models
+
+        # Verify all fields were imported (not discarded)
+        model = result.models["test_table"]
+        assert len(model.fields) == 4, f"Expected 4 fields, got {len(model.fields)}"
+
+        # Verify field types were correctly mapped from physicalType
+        assert "event_date" in model.fields
+        assert model.fields["event_date"].type == "date"
+
+        assert "amount" in model.fields
+        assert model.fields["amount"].type == "decimal"
+
+        assert "status" in model.fields
+        assert model.fields["status"].type == "varchar"
+
+        assert "count" in model.fields
+        assert model.fields["count"].type == "integer"
+
+        # Verify physicalType is preserved in config
+        assert model.fields["amount"].config is not None
+        assert model.fields["amount"].config.get("physicalType") == "DECIMAL(10,2)"
+
+    finally:
+        # Clean up temp file
+        os.unlink(temp_file)
+
+
 def read_file(file):
     if not os.path.exists(file):
         print(f"The file '{file}' does not exist.")

From 19148b609213c616fbea217d66a62ac346e66aaf Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 17 Oct 2025 15:13:46 +0200
Subject: [PATCH 030/150] Bump version to 0.10.36 and update changelog with
 Data Contract Specification v1.2.1 support.

---
 CHANGELOG.md   | 3 +++
 pyproject.toml | 2 +-
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 57cd48ec5..b6e35604d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+
+## [0.10.36] - 2025-10-17
+
 ### Added
 
 - Support for Data Contract Specification v1.2.1 (Data Quality Metrics)
diff --git a/pyproject.toml b/pyproject.toml
index d92f6a9e7..c1d08c4cb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.10.35"
+version = "0.10.36"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From 3ade60ef66cc31137fc9a6bbfa441005fd863ab0 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 17 Oct 2025 15:38:50 +0200
Subject: [PATCH 031/150] Bump version to 0.10.36 and update changelog with
 Data Contract Specification v1.2.1 support.

---
 README.md | 40 +++++++++++++++++++++++++++++-----------
 1 file changed, 29 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index f9e984eb5..25fdee8cb 100644
--- a/README.md
+++ b/README.md
@@ -656,19 +656,37 @@ models:
     fields: ...
 ```
 
-Notebook
-```python
-%pip install datacontract-cli[databricks]
-dbutils.library.restartPython()
+##### Installing on Databricks Compute
 
-from datacontract.data_contract import DataContract
+**Important:** When using Databricks LTS ML runtimes (15.4, 16.4), installing via `%pip install` in notebooks can issues.
 
-data_contract = DataContract(
-  data_contract_file="/Volumes/acme_catalog_prod/orders_latest/datacontract/datacontract.yaml",
-  spark=spark)
-run = data_contract.test()
-run.result
-```
+**Recommended approach:** Use Databricks' native library management instead:
+
+1. **Create or configure your compute cluster:**
+   - Navigate to **Compute** in the Databricks workspace
+   - Create a new cluster or select an existing one
+   - Go to the **Libraries** tab
+
+2. **Add the datacontract-cli library:**
+   - Click **Install new**
+   - Select **PyPI** as the library source
+   - Enter package name: `datacontract-cli[databricks]`
+   - Click **Install**
+
+3. **Restart the cluster** to apply the library installation
+
+4. **Use in your notebook** without additional installation:
+   ```python
+   from datacontract.data_contract import DataContract
+
+   data_contract = DataContract(
+     data_contract_file="/Volumes/acme_catalog_prod/orders_latest/datacontract/datacontract.yaml",
+     spark=spark)
+   run = data_contract.test()
+   run.result
+   ```
+
+Databricks' library management properly resolves dependencies during cluster initialization, rather than at runtime in the notebook.
 
 #### Dataframe (programmatic)
 

From a62f11f620af54e53b990a45b29ecc78294f2dd3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 18 Oct 2025 10:34:26 +0200
Subject: [PATCH 032/150] chore(deps): update databricks-sql-connector
 requirement (#859)

Updates the requirements on [databricks-sql-connector](https://github.com/databricks/databricks-sql-python) to permit the latest version.
- [Release notes](https://github.com/databricks/databricks-sql-python/releases)
- [Changelog](https://github.com/databricks/databricks-sql-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/databricks/databricks-sql-python/compare/v3.7.0...v4.1.0)

---
updated-dependencies:
- dependency-name: databricks-sql-connector
  dependency-version: 4.1.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: jochenchrist 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index c1d08c4cb..251c30b23 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,7 +59,7 @@ excel = [
 databricks = [
   "soda-core-spark-df>=3.3.20,<3.6.0",
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
-  "databricks-sql-connector>=3.7.0,<4.1.0",
+  "databricks-sql-connector>=3.7.0,<4.2.0",
   "databricks-sdk<0.68.0",
   "pyspark>=3.5.5,<4.0.0",
 ]

From 16b10253df6d3e8ee1f2fa4e2eaf8cf8f5ae49a6 Mon Sep 17 00:00:00 2001
From: jochenchrist 
Date: Mon, 20 Oct 2025 18:45:47 +0200
Subject: [PATCH 033/150] Update README.md

---
 README.md | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/README.md b/README.md
index 25fdee8cb..4f831af1b 100644
--- a/README.md
+++ b/README.md
@@ -2041,6 +2041,28 @@ uv run ruff check
 uv run pytest
 ```
 
+### Troubleshooting
+
+Windows: Test fail
+
+Run in wsl. (We need to fix the pathes in the tests so that normal Windows will work, contributions are appreciated)
+
+PyCharm does not pick up the `.venv` ([Issue](https://github.com/astral-sh/uv/issues/12545))
+
+Try to sync all groups:
+
+```
+uv sync --all-groups --all-extras
+```
+
+Errors in tests that use PySpark (e.g. test_test_kafka.py)
+
+Ensure you have a JDK 17 or 21 installed. Java 25 causes issues.
+
+```
+java --version
+```
+
 
 ### Docker Build
 

From 4cc107a785af072af6345704d19820612ae902b3 Mon Sep 17 00:00:00 2001
From: jochenchrist 
Date: Mon, 20 Oct 2025 18:53:25 +0200
Subject: [PATCH 034/150] Update README.md

---
 README.md | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 4f831af1b..c171f147a 100644
--- a/README.md
+++ b/README.md
@@ -2043,11 +2043,13 @@ uv run pytest
 
 ### Troubleshooting
 
-Windows: Test fail
+#### Windows: Some tests fail
 
 Run in wsl. (We need to fix the pathes in the tests so that normal Windows will work, contributions are appreciated)
 
-PyCharm does not pick up the `.venv` ([Issue](https://github.com/astral-sh/uv/issues/12545))
+#### PyCharm does not pick up the `.venv` 
+
+This [uv issue](https://github.com/astral-sh/uv/issues/12545) might be relevant.
 
 Try to sync all groups:
 
@@ -2055,7 +2057,7 @@ Try to sync all groups:
 uv sync --all-groups --all-extras
 ```
 
-Errors in tests that use PySpark (e.g. test_test_kafka.py)
+#### Errors in tests that use PySpark (e.g. test_test_kafka.py)
 
 Ensure you have a JDK 17 or 21 installed. Java 25 causes issues.
 

From 5d351cfec20e347a5f9af9fdbdee5d03116774fa Mon Sep 17 00:00:00 2001
From: Timo 
Date: Fri, 24 Oct 2025 12:31:26 +0000
Subject: [PATCH 035/150] Oracle: Import contract from SQL file (#920)

* Oracle: Import contract from SQL file

* Review feedback
---
 datacontract/imports/sql_importer.py |  40 +++--
 tests/fixtures/oracle/import/ddl.sql |  28 +++
 tests/test_import_sql_oracle.py      | 256 +++++++++++++++++++++++++++
 3 files changed, 310 insertions(+), 14 deletions(-)
 create mode 100644 tests/fixtures/oracle/import/ddl.sql
 create mode 100644 tests/test_import_sql_oracle.py

diff --git a/datacontract/imports/sql_importer.py b/datacontract/imports/sql_importer.py
index e8efe3b90..3a5558a86 100644
--- a/datacontract/imports/sql_importer.py
+++ b/datacontract/imports/sql_importer.py
@@ -220,7 +220,7 @@ def map_type_from_sql(sql_type: str) -> str | None:
         return "string"
     elif sql_type_normed.startswith("ntext"):
         return "string"
-    elif sql_type_normed.startswith("int"):
+    elif sql_type_normed.startswith("int") and not sql_type_normed.startswith("interval"):
         return "int"
     elif sql_type_normed.startswith("bigint"):
         return "long"
@@ -244,26 +244,20 @@ def map_type_from_sql(sql_type: str) -> str | None:
         return "bytes"
     elif sql_type_normed.startswith("varbinary"):
         return "bytes"
+    elif sql_type_normed.startswith("raw"):
+        return "bytes"
+    elif sql_type_normed == "blob" or sql_type_normed == "bfile":
+        return "bytes"
     elif sql_type_normed == "date":
         return "date"
     elif sql_type_normed == "time":
         return "string"
-    elif sql_type_normed == "timestamp":
-        return "timestamp_ntz"
-    elif (
-        sql_type_normed == "timestamptz"
-        or sql_type_normed == "timestamp_tz"
-        or sql_type_normed == "timestamp with time zone"
-    ):
-        return "timestamp_tz"
-    elif sql_type_normed == "timestampntz" or sql_type_normed == "timestamp_ntz":
+    elif sql_type_normed.startswith("timestamp"):
+        return map_timestamp(sql_type_normed)
+    elif sql_type_normed == "datetime" or sql_type_normed == "datetime2":
         return "timestamp_ntz"
     elif sql_type_normed == "smalldatetime":
         return "timestamp_ntz"
-    elif sql_type_normed == "datetime":
-        return "timestamp_ntz"
-    elif sql_type_normed == "datetime2":
-        return "timestamp_ntz"
     elif sql_type_normed == "datetimeoffset":
         return "timestamp_tz"
     elif sql_type_normed == "uniqueidentifier":  # tsql
@@ -272,9 +266,27 @@ def map_type_from_sql(sql_type: str) -> str | None:
         return "string"
     elif sql_type_normed == "xml":  # tsql
         return "string"
+    elif sql_type_normed.startswith("number"):
+        return "number"
+    elif (sql_type_normed == "clob" or sql_type_normed == "nclob"):
+        return "text"
     else:
         return "variant"
 
+def map_timestamp(timestamp_type: str) -> str:
+    match timestamp_type:
+        case "timestamp" | "timestampntz" | "timestamp_ntz" :
+            return "timestamp_ntz"
+        case "timestamptz" | "timestamp_tz" | "timestamp with time zone":
+            return "timestamp_tz"
+        case localTimezone if localTimezone.startswith("timestampltz"):
+            return "timestamp_tz"
+        case timezoneWrittenOut if timezoneWrittenOut.endswith("time zone"):
+            return "timestamp_tz"
+        case _:
+            return "timestamp"
+
+
 
 def read_file(path):
     if not os.path.exists(path):
diff --git a/tests/fixtures/oracle/import/ddl.sql b/tests/fixtures/oracle/import/ddl.sql
new file mode 100644
index 000000000..304dcb668
--- /dev/null
+++ b/tests/fixtures/oracle/import/ddl.sql
@@ -0,0 +1,28 @@
+-- https://docs.oracle.com/en/database/oracle/oracle-database/19/sqlrf/Data-Types.html
+
+CREATE TABLE field_showcase
+(
+  field_primary_key           INT PRIMARY KEY,                  -- Primary key
+  field_not_null              INT NOT NULL,                     -- Not null
+  field_varchar               VARCHAR2,                         -- Variable-length string
+  field_nvarchar              NVARCHAR2,                        -- Variable-length Unicode string
+  field_number                NUMBER,                           -- Number
+  field_float                 FLOAT,                            -- Float
+  field_date                  DATE,                             -- Date and Time down to second precision
+  field_binary_float          BINARY_FLOAT,                     -- 32-bit floating point number
+  field_binary_double         BINARY_DOUBLE,                    -- 64-bit floating point number
+  field_timestamp             TIMESTAMP,                        -- Timestamp with fractional second precision of 6, no timezones
+  field_timestamp_tz          TIMESTAMP WITH TIME ZONE,         -- Timestamp with fractional second precision of 6, with timezones (TZ)
+  field_timestamp_ltz         TIMESTAMP WITH LOCAL TIME ZONE,   -- Timestamp with fractional second precision of 6, with local timezone (LTZ)
+  field_interval_year         INTERVAL YEAR TO MONTH,           -- Interval of time in years and months with default (2) precision
+  field_interval_day          INTERVAL DAY TO SECOND,           -- Interval of time in days, hours, minutes and seconds with default (2 / 6) precision
+  field_raw                   RAW,                              -- Large raw binary data
+  field_rowid                 ROWID,                            -- Base 64 string representing a unique row address
+  field_urowid                UROWID,                           -- Base 64 string representing the logical address
+  field_char                  CHAR(10),                         -- Fixed-length string
+  field_nchar                 NCHAR(10),                        -- Fixed-length Unicode string
+  field_clob                  CLOB,                             -- Character large object
+  field_nclob                 NCLOB,                            -- National character large object
+  field_blob                  BLOB,                             -- Binary large object
+  field_bfile                 BFILE                             -- Binary file
+)
\ No newline at end of file
diff --git a/tests/test_import_sql_oracle.py b/tests/test_import_sql_oracle.py
new file mode 100644
index 000000000..f63107250
--- /dev/null
+++ b/tests/test_import_sql_oracle.py
@@ -0,0 +1,256 @@
+import yaml
+from typer.testing import CliRunner
+
+from datacontract.cli import app
+from datacontract.data_contract import DataContract
+
+# logging.basicConfig(level=logging.DEBUG, force=True)
+
+data_definition_file = "fixtures/oracle/import/ddl.sql"
+
+
+def test_cli():
+    runner = CliRunner()
+    result = runner.invoke(
+        app,
+        [
+            "import",
+            "--format",
+            "sql",
+            "--source",
+            data_definition_file,
+        ],
+    )
+    assert result.exit_code == 0
+
+
+def test_import_sql_oracle():
+    result = DataContract.import_from_source("sql", data_definition_file, dialect="oracle")
+
+    expected = """
+dataContractSpecification: 1.2.1
+id: my-data-contract-id
+info:
+  title: My Data Contract
+  version: 0.0.1
+servers:
+  oracle:
+    type: oracle
+models:
+  field_showcase:
+    type: table
+    fields:
+      field_primary_key:
+        type: int
+        primaryKey: true
+        description: Primary key
+        config:
+          oracleType: INT
+      field_not_null:
+        type: int
+        required: true
+        description: Not null
+        config:
+          oracleType: INT
+      field_varchar:
+        type: string
+        description: Variable-length string
+        config:
+          oracleType: VARCHAR2
+      field_nvarchar:
+        type: string
+        description: Variable-length Unicode string
+        config:
+          oracleType: NVARCHAR2
+      field_number:
+        type: number
+        description: Number
+        config:
+          oracleType: NUMBER
+      field_float:
+        type: float
+        description: Float
+        config:
+          oracleType: FLOAT
+      field_date:
+        type: date
+        description: Date and Time down to second precision
+        config:
+          oracleType: DATE
+      field_binary_float:
+        type: float
+        description: 32-bit floating point number
+        config:
+          oracleType: FLOAT
+      field_binary_double:
+        type: double
+        description: 64-bit floating point number
+        config:
+          oracleType: DOUBLE PRECISION
+      field_timestamp:
+        type: timestamp_ntz
+        description: Timestamp with fractional second precision of 6, no timezones
+        config:
+          oracleType: TIMESTAMP
+      field_timestamp_tz:
+        type: timestamp_tz
+        description: Timestamp with fractional second precision of 6, with timezones
+          (TZ)
+        config:
+          oracleType: TIMESTAMP WITH TIME ZONE
+      field_timestamp_ltz:
+        type: timestamp_tz
+        description: Timestamp with fractional second precision of 6, with local timezone
+          (LTZ)
+        config:
+          oracleType: TIMESTAMPLTZ
+      field_interval_year:
+        type: variant
+        description: Interval of time in years and months with default (2) precision
+        config:
+          oracleType: INTERVAL YEAR TO MONTH
+      field_interval_day:
+        type: variant
+        description: Interval of time in days, hours, minutes and seconds with default
+          (2 / 6) precision
+        config:
+          oracleType: INTERVAL DAY TO SECOND
+      field_raw:
+        type: bytes
+        description: Large raw binary data
+        config:
+          oracleType: RAW
+      field_rowid:
+        type: variant
+        description: Base 64 string representing a unique row address
+        config:
+          oracleType: ROWID
+      field_urowid:
+        type: variant
+        description: Base 64 string representing the logical address
+        config:
+          oracleType: UROWID
+      field_char:
+        type: string
+        description: Fixed-length string
+        maxLength: 10
+        config:
+          oracleType: CHAR(10)
+      field_nchar:
+        type: string
+        description: Fixed-length Unicode string
+        maxLength: 10
+        config:
+          oracleType: NCHAR(10)
+      field_clob:
+        type: text
+        description: Character large object
+        config:
+          oracleType: CLOB
+      field_nclob:
+        type: text
+        description: National character large object
+        config:
+          oracleType: NCLOB
+      field_blob:
+        type: bytes
+        description: Binary large object
+        config:
+          oracleType: BLOB
+      field_bfile:
+        type: bytes
+        config:
+          oracleType: BFILE
+    """
+    print("Result", result.to_yaml())
+    assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
+    # Disable linters so we don't get "missing description" warnings
+    assert DataContract(data_contract_str=expected).lint().has_passed()
+
+
+def test_import_sql_constraints():
+    result = DataContract.import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres")
+
+    expected = """
+dataContractSpecification: 1.2.1
+id: my-data-contract-id
+info:
+  title: My Data Contract
+  version: 0.0.1
+servers:
+  postgres:
+    type: postgres
+models:
+  customer_location:
+    type: table
+    fields:
+      id:
+        type: decimal
+        required: true
+        # primaryKey: true
+        config:
+          postgresType: DECIMAL
+      created_by:
+        type: string
+        required: true
+        maxLength: 30
+        config:
+          postgresType: VARCHAR(30)
+      create_date:
+        type: timestamp_ntz
+        required: true
+        config:
+          postgresType: TIMESTAMP
+      changed_by:
+        type: string
+        maxLength: 30
+        config:
+          postgresType: VARCHAR(30)
+      change_date:
+        type: timestamp_ntz
+        config:
+          postgresType: TIMESTAMP
+      name:
+        type: string
+        required: true
+        maxLength: 120
+        config:
+          postgresType: VARCHAR(120)
+      short_name:
+        type: string
+        maxLength: 60
+        config:
+          postgresType: VARCHAR(60)
+      display_name:
+        type: string
+        required: true
+        maxLength: 120
+        config:
+          postgresType: VARCHAR(120)
+      code:
+        type: string
+        required: true
+        maxLength: 30
+        config:
+          postgresType: VARCHAR(30)
+      description:
+        type: string
+        maxLength: 4000
+        config:
+          postgresType: VARCHAR(4000)
+      language_id:
+        type: decimal
+        required: true
+        config:
+          postgresType: DECIMAL
+      status:
+        type: string
+        required: true
+        maxLength: 2
+        config:
+          postgresType: VARCHAR(2)
+    """
+    print("Result", result.to_yaml())
+    assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
+    # Disable linters so we don't get "missing description" warnings
+    assert DataContract(data_contract_str=expected).lint().has_passed()

From 11921861b267643947f889a40498c8f253e37e46 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 30 Oct 2025 15:41:05 +0100
Subject: [PATCH 036/150] chore(deps): bump uvicorn from 0.35.0 to 0.38.0
 (#918)

Bumps [uvicorn](https://github.com/Kludex/uvicorn) from 0.35.0 to 0.38.0.
- [Release notes](https://github.com/Kludex/uvicorn/releases)
- [Changelog](https://github.com/Kludex/uvicorn/blob/main/docs/release-notes.md)
- [Commits](https://github.com/Kludex/uvicorn/compare/0.35.0...0.38.0)

---
updated-dependencies:
- dependency-name: uvicorn
  dependency-version: 0.38.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 251c30b23..5714eac84 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -118,7 +118,7 @@ rdf = [
 
 api = [
   "fastapi==0.116.1",
-  "uvicorn==0.35.0",
+  "uvicorn==0.38.0",
 ]
 
 protobuf = [

From 12afbd745fff369ad074a06094aa3d0cc292b191 Mon Sep 17 00:00:00 2001
From: didipayson <141541117+didipayson@users.noreply.github.com>
Date: Thu, 30 Oct 2025 18:51:38 -0700
Subject: [PATCH 037/150] odcs v3 importer databricks nested arrays support
 (#906)

* add support for nested arrays in Databricks for odcs v3 importer

* remove added blank lines

* ruff format

* CHANGELOG.md entry added

* Refactor array logic. Update test cases.

---------

Co-authored-by: Didi Payson 
Co-authored-by: jochen 
---
 CHANGELOG.md                                  |   8 +
 datacontract/export/excel_exporter.py         |   1 +
 datacontract/imports/odcs_v3_importer.py      | 119 ++++++++------
 pyproject.toml                                |   2 +-
 tests/fixtures/excel/shipments-odcs.yaml      |  30 ++++
 .../odcs_v3/adventureworks.datacontract.yml   | 153 +-----------------
 .../odcs_v3/full-example.datacontract.yml     |   6 +
 tests/fixtures/odcs_v3/full-example.odcs.yaml |   6 +
 8 files changed, 122 insertions(+), 203 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b6e35604d..d3b97bf75 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,14 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Added
+
+- Support for nested arrays in odcs v3 importer
+
+### Fixed
+
+- Excel exporter now exports critical data element
+
 
 ## [0.10.36] - 2025-10-17
 
diff --git a/datacontract/export/excel_exporter.py b/datacontract/export/excel_exporter.py
index df8896211..902f4654b 100644
--- a/datacontract/export/excel_exporter.py
+++ b/datacontract/export/excel_exporter.py
@@ -314,6 +314,7 @@ def set_by_header(header_name: str, value: Any):
         "Transform Sources", ",".join(property.transformSourceObjects) if property.transformSourceObjects else ""
     )
     set_by_header("Transform Logic", property.transformLogic)
+    set_by_header("Critical Data Element Status", property.criticalDataElement)
 
     # Authoritative definitions
     if property.authoritativeDefinitions and len(property.authoritativeDefinitions) > 0:
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index 667daf719..94ee12bb0 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -284,7 +284,7 @@ def convert_quality_list(odcs_quality_list):
     return quality_list
 
 
-def import_field_config(odcs_property: SchemaProperty, server_type=None) -> Dict[str, Any]:
+def import_field_config(odcs_property: SchemaProperty, server_type=None) -> dict[Any, Any] | None:
     config = {}
     if odcs_property.criticalDataElement is not None:
         config["criticalDataElement"] = odcs_property.criticalDataElement
@@ -316,6 +316,9 @@ def import_field_config(odcs_property: SchemaProperty, server_type=None) -> Dict
         else:
             config["physicalType"] = physical_type
 
+    if len(config) == 0:
+        return None
+
     return config
 
 
@@ -327,64 +330,80 @@ def has_composite_primary_key(odcs_properties: List[SchemaProperty]) -> bool:
 def import_fields(
     odcs_properties: List[SchemaProperty], custom_type_mappings: Dict[str, str], server_type
 ) -> Dict[str, Field]:
-    logger = logging.getLogger(__name__)
     result = {}
 
     if odcs_properties is None:
         return result
 
     for odcs_property in odcs_properties:
-        mapped_type = map_type(odcs_property.logicalType, custom_type_mappings, odcs_property.physicalType)
-        if mapped_type is not None:
-            property_name = odcs_property.name
-            description = odcs_property.description if odcs_property.description is not None else None
-            field = Field(
-                description=" ".join(description.splitlines()) if description is not None else None,
-                type=mapped_type,
-                title=odcs_property.businessName,
-                required=odcs_property.required if odcs_property.required is not None else None,
-                primaryKey=odcs_property.primaryKey
-                if not has_composite_primary_key(odcs_properties) and odcs_property.primaryKey is not None
-                else False,
-                unique=odcs_property.unique if odcs_property.unique else None,
-                examples=odcs_property.examples if odcs_property.examples is not None else None,
-                classification=odcs_property.classification if odcs_property.classification is not None else None,
-                tags=odcs_property.tags if odcs_property.tags is not None else None,
-                quality=convert_quality_list(odcs_property.quality),
-                fields=import_fields(odcs_property.properties, custom_type_mappings, server_type)
-                if odcs_property.properties is not None
-                else {},
-                config=import_field_config(odcs_property, server_type),
-                format=getattr(odcs_property, "format", None),
-            )
-            # mapped_type is array
-            if field.type == "array" and odcs_property.items is not None:
-                # nested array object
-                if odcs_property.items.logicalType == "object":
-                    field.items = Field(
-                        type="object",
-                        fields=import_fields(odcs_property.items.properties, custom_type_mappings, server_type),
-                    )
-                # array of simple type
-                elif odcs_property.items.logicalType is not None:
-                    field.items = Field(type=odcs_property.items.logicalType)
+        field = import_field(odcs_property, odcs_properties, custom_type_mappings, server_type)
+        if field is not None:
+            result[odcs_property.name] = field
 
-            # enum from quality validValues as enum
-            if field.type == "string":
-                for q in field.quality:
-                    if hasattr(q, "validValues"):
-                        field.enum = q.validValues
+    return result
 
-            result[property_name] = field
-        else:
-            type_info = f"logicalType={odcs_property.logicalType}, physicalType={odcs_property.physicalType}"
-            logger.warning(
-                f"Can't map field '{odcs_property.name}' ({type_info}) to the Datacontract Mapping types. "
-                f"Both logicalType and physicalType are missing or unmappable. "
-                f"Consider introducing a customProperty 'dc_mapping_' that defines your expected type as the 'value'"
-            )
 
-    return result
+def import_field(
+    odcs_property: SchemaProperty,
+    odcs_properties: List[SchemaProperty],
+    custom_type_mappings: Dict[str, str],
+    server_type: str
+) -> Field | None:
+    """
+    Import a single ODCS property as a datacontract Field.
+    Returns None if the property cannot be mapped.
+    """
+    logger = logging.getLogger(__name__)
+
+    mapped_type = map_type(odcs_property.logicalType, custom_type_mappings, odcs_property.physicalType)
+
+    if mapped_type is None:
+        type_info = f"logicalType={odcs_property.logicalType}, physicalType={odcs_property.physicalType}"
+        logger.warning(
+            f"Can't map field '{odcs_property.name}' ({type_info}) to the datacontract mapping types. "
+            f"Both logicalType and physicalType are missing or unmappable. "
+            f"Consider introducing a customProperty 'dc_mapping_' that defines your expected type as the 'value'"
+        )
+        return None
+
+    description = odcs_property.description if odcs_property.description is not None else None
+    field = Field(
+        description=" ".join(description.splitlines()) if description is not None else None,
+        type=mapped_type,
+        title=odcs_property.businessName,
+        required=odcs_property.required if odcs_property.required is not None else None,
+        primaryKey=to_primary_key(odcs_property, odcs_properties),
+        unique=odcs_property.unique if odcs_property.unique else None,
+        examples=odcs_property.examples if odcs_property.examples is not None else None,
+        classification=odcs_property.classification if odcs_property.classification is not None else None,
+        tags=odcs_property.tags if odcs_property.tags is not None else None,
+        quality=convert_quality_list(odcs_property.quality),
+        fields=import_fields(odcs_property.properties, custom_type_mappings, server_type)
+        if odcs_property.properties is not None
+        else {},
+        config=import_field_config(odcs_property, server_type),
+        format=getattr(odcs_property, "format", None),
+    )
+
+    # mapped_type is array
+    if field.type == "array" and odcs_property.items is not None:
+        field.items = import_field(odcs_property.items, [], custom_type_mappings, server_type)
+
+    # enum from quality validValues as enum
+    if field.type == "string":
+        for q in field.quality:
+            if hasattr(q, "validValues"):
+                field.enum = q.validValues
+
+    return field
+
+
+def to_primary_key(odcs_property: SchemaProperty, odcs_properties: list[SchemaProperty]) -> bool | None:
+    if odcs_property.primaryKey is None:
+        return None
+    if has_composite_primary_key(odcs_properties):
+        return None
+    return odcs_property.primaryKey
 
 
 def map_type(odcs_logical_type: str, custom_mappings: Dict[str, str], physical_type: str = None) -> str | None:
diff --git a/pyproject.toml b/pyproject.toml
index 5714eac84..0c290c4a7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,7 +34,7 @@ dependencies = [
   "Jinja2>=3.1.5,<4.0.0",
   "jinja_partials>=0.2.1,<1.0.0",
   "datacontract-specification>=1.2.3,<2.0.0",
-  "open-data-contract-standard>=3.0.4,<4.0.0",
+  "open-data-contract-standard>=3.0.5,<4.0.0",
 ]
 
 [project.optional-dependencies]
diff --git a/tests/fixtures/excel/shipments-odcs.yaml b/tests/fixtures/excel/shipments-odcs.yaml
index 9c3d577d7..bf04b37f7 100644
--- a/tests/fixtures/excel/shipments-odcs.yaml
+++ b/tests/fixtures/excel/shipments-odcs.yaml
@@ -42,9 +42,13 @@ schema:
     - businesskey
     primaryKey: true
     logicalType: string
+    required: false
+    unique: false
+    partitioned: false
     classification: internal
     examples:
     - 123e4567-e89b-12d3-a456-426614174000
+    criticalDataElement: false
   - name: order_id
     physicalType: text
     physicalName: oid
@@ -52,54 +56,75 @@ schema:
     - url: http://localhost:8080/demo203502625092/definitions/sales/order_id
       type: definition
     primaryKey: false
+    partitioned: false
   - name: delivery_date
     physicalType: timestamp_tz
     description: The actual or expected delivery date of the shipment.
     businessName: Delivery Date
     primaryKey: false
     logicalType: date
+    required: false
+    unique: false
+    partitioned: false
     classification: internal
     examples:
     - '2023-10-01T10:00:00Z'
+    criticalDataElement: false
   - name: carrier
     physicalType: text
     description: The shipping carrier used for the delivery.
     businessName: Carrier
     primaryKey: false
     logicalType: string
+    required: false
+    unique: false
+    partitioned: false
     classification: internal
     examples:
     - FedEx
     - UPS
+    criticalDataElement: false
   - name: tracking_number
     physicalType: text
     description: Tracking number provided by the carrier.
     businessName: Tracking Number
     primaryKey: false
     logicalType: string
+    required: false
+    unique: false
+    partitioned: false
     classification: restricted
     examples:
     - 1Z999AA10123456784
+    criticalDataElement: false
   - name: status
     physicalType: text
     description: Current status of the shipment.
     businessName: Status
     primaryKey: false
     logicalType: string
+    required: false
+    unique: false
+    partitioned: false
     classification: internal
     examples:
     - Delivered
     - In Transit
+    criticalDataElement: false
   - name: inline_object_definition
     physicalType: json
     description: A JSON representation of additional shipment info
     businessName: Inline Object Definition
     primaryKey: false
     logicalType: object
+    required: false
+    unique: false
+    partitioned: false
     partitionKeyPosition: -1
     classification: internal
     examples:
     - '{"destination": "New York"}'
+    criticalDataElement: false
     quality:
     - description: '{field} must contain the field "destination"'
       type: text
@@ -118,6 +143,8 @@ schema:
       primaryKey: false
       logicalType: string
       required: true
+      unique: false
+      partitioned: false
       classification: restricted
       examples:
       - Marienplatz 1
@@ -128,6 +155,8 @@ schema:
       primaryKey: false
       logicalType: string
       required: true
+      unique: false
+      partitioned: false
       classification: restricted
       examples:
       - Munich
@@ -138,6 +167,7 @@ schema:
       primaryKey: false
       logicalType: string
       required: true
+      partitioned: false
       classification: restricted
       examples:
       - DE
diff --git a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml b/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
index 81ffb2aad..99a0686c3 100644
--- a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
+++ b/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
@@ -193,7 +193,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Employee identification number. Foreign key to Employee.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -202,7 +201,6 @@ models:
       departmentid:
         type: number
         required: false
-        primaryKey: false
         description: Department in which the employee worked including currently.
           Foreign key to Department.DepartmentID.
         config:
@@ -212,7 +210,6 @@ models:
       shiftid:
         type: number
         required: false
-        primaryKey: false
         description: Identifies which 8-hour shift the employee works. Foreign key
           to Shift.Shift.ID.
         config:
@@ -222,7 +219,6 @@ models:
       startdate:
         type: date
         required: false
-        primaryKey: false
         description: Date the employee started work in the department.
         config:
           criticalDataElement: false
@@ -231,7 +227,6 @@ models:
       enddate:
         type: date
         required: false
-        primaryKey: false
         description: Date the employee left the department. NULL = Current department.
         config:
           criticalDataElement: false
@@ -240,7 +235,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -253,7 +247,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Employee identification number. Foreign key to Employee.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -262,7 +255,6 @@ models:
       ratechangedate:
         type: date
         required: false
-        primaryKey: false
         description: Date the change in pay is effective
         config:
           criticalDataElement: false
@@ -271,7 +263,6 @@ models:
       rate:
         type: number
         required: false
-        primaryKey: false
         description: Salary hourly rate.
         config:
           criticalDataElement: false
@@ -280,7 +271,6 @@ models:
       payfrequency:
         type: number
         required: false
-        primaryKey: false
         description: 1 = Salary received monthly, 2 = Salary received biweekly
         config:
           criticalDataElement: false
@@ -289,7 +279,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -548,7 +537,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to BusinessEntity.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -557,7 +545,6 @@ models:
       addressid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to Address.AddressID.
         config:
           criticalDataElement: false
@@ -566,7 +553,6 @@ models:
       addresstypeid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to AddressType.AddressTypeID.
         config:
           criticalDataElement: false
@@ -575,7 +561,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -583,7 +568,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -596,7 +580,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to BusinessEntity.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -605,7 +588,6 @@ models:
       personid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to Person.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -614,7 +596,6 @@ models:
       contacttypeid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key.  Foreign key to ContactType.ContactTypeID.
         config:
           criticalDataElement: false
@@ -623,7 +604,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -631,7 +611,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -707,7 +686,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Person associated with this email address.  Foreign
           key to Person.BusinessEntityID
         config:
@@ -717,7 +695,6 @@ models:
       emailaddressid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. ID of this email address.
         config:
           criticalDataElement: false
@@ -726,7 +703,6 @@ models:
       emailaddress:
         type: string
         required: false
-        primaryKey: false
         description: E-mail address for the person.
         config:
           criticalDataElement: false
@@ -735,7 +711,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -743,7 +718,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -934,7 +908,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Business entity identification number. Foreign key to Person.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -943,7 +916,6 @@ models:
       phonenumber:
         type: object
         required: false
-        primaryKey: false
         description: Telephone number identification number.
         config:
           criticalDataElement: false
@@ -952,7 +924,6 @@ models:
       phonenumbertypeid:
         type: number
         required: false
-        primaryKey: false
         description: Kind of phone number. Foreign key to PhoneNumberType.PhoneNumberTypeID.
         config:
           criticalDataElement: false
@@ -961,7 +932,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -1671,7 +1641,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product identification number. Foreign key to Product.ProductID
         config:
           criticalDataElement: false
@@ -1680,7 +1649,6 @@ models:
       startdate:
         type: date
         required: false
-        primaryKey: false
         description: Product cost start date.
         config:
           criticalDataElement: false
@@ -1689,7 +1657,6 @@ models:
       enddate:
         type: date
         required: false
-        primaryKey: false
         description: Product cost end date.
         config:
           criticalDataElement: false
@@ -1698,7 +1665,6 @@ models:
       standardcost:
         type: number
         required: false
-        primaryKey: false
         description: Standard cost of the product.
         config:
           criticalDataElement: false
@@ -1707,7 +1673,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -1759,7 +1724,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product identification number. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -1768,7 +1732,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -1776,7 +1739,6 @@ models:
       documentnode:
         type: string
         required: false
-        primaryKey: false
         description: Document identification number. Foreign key to Document.DocumentNode.
         config:
           criticalDataElement: false
@@ -1790,7 +1752,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product identification number. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -1799,7 +1760,6 @@ models:
       locationid:
         type: number
         required: false
-        primaryKey: false
         description: Inventory location identification number. Foreign key to Location.LocationID.
         config:
           criticalDataElement: false
@@ -1808,7 +1768,6 @@ models:
       shelf:
         type: string
         required: false
-        primaryKey: false
         description: Storage compartment within an inventory location.
         config:
           criticalDataElement: false
@@ -1817,7 +1776,6 @@ models:
       bin:
         type: number
         required: false
-        primaryKey: false
         description: Storage container on a shelf in an inventory location.
         config:
           criticalDataElement: false
@@ -1826,7 +1784,6 @@ models:
       quantity:
         type: number
         required: false
-        primaryKey: false
         description: Quantity of products in the inventory location.
         config:
           criticalDataElement: false
@@ -1835,7 +1792,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -1843,7 +1799,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -1856,7 +1811,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product identification number. Foreign key to Product.ProductID
         config:
           criticalDataElement: false
@@ -1865,7 +1819,6 @@ models:
       startdate:
         type: date
         required: false
-        primaryKey: false
         description: List price start date.
         config:
           criticalDataElement: false
@@ -1874,7 +1827,6 @@ models:
       enddate:
         type: date
         required: false
-        primaryKey: false
         description: List price end date
         config:
           criticalDataElement: false
@@ -1883,7 +1835,6 @@ models:
       listprice:
         type: number
         required: false
-        primaryKey: false
         description: Product list price.
         config:
           criticalDataElement: false
@@ -1892,7 +1843,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -1962,7 +1912,6 @@ models:
       productmodelid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to ProductModel.ProductModelID.
         config:
           criticalDataElement: false
@@ -1971,7 +1920,6 @@ models:
       illustrationid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to Illustration.IllustrationID.
         config:
           criticalDataElement: false
@@ -1980,7 +1928,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -1994,7 +1941,6 @@ models:
       productmodelid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to ProductModel.ProductModelID.
         config:
           criticalDataElement: false
@@ -2003,7 +1949,6 @@ models:
       productdescriptionid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to ProductDescription.ProductDescriptionID.
         config:
           criticalDataElement: false
@@ -2012,7 +1957,6 @@ models:
       cultureid:
         type: string
         required: false
-        primaryKey: false
         description: Culture identification number. Foreign key to Culture.CultureID.
         config:
           criticalDataElement: false
@@ -2021,7 +1965,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -2092,7 +2035,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product identification number. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -2101,7 +2043,6 @@ models:
       productphotoid:
         type: number
         required: false
-        primaryKey: false
         description: Product photo identification number. Foreign key to ProductPhoto.ProductPhotoID.
         config:
           criticalDataElement: false
@@ -2110,7 +2051,6 @@ models:
       primary:
         type: object
         required: false
-        primaryKey: false
         description: 0 = Photo is not the principal image. 1 = Photo is the principal
           image.
         config:
@@ -2120,7 +2060,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -2578,7 +2517,6 @@ models:
       workorderid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to WorkOrder.WorkOrderID.
         config:
           criticalDataElement: false
@@ -2587,7 +2525,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -2596,7 +2533,6 @@ models:
       operationsequence:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Indicates the manufacturing process sequence.
         config:
           criticalDataElement: false
@@ -2605,7 +2541,6 @@ models:
       locationid:
         type: number
         required: false
-        primaryKey: false
         description: Manufacturing location where the part is processed. Foreign key
           to Location.LocationID.
         config:
@@ -2615,7 +2550,6 @@ models:
       scheduledstartdate:
         type: date
         required: false
-        primaryKey: false
         description: Planned manufacturing start date.
         config:
           criticalDataElement: false
@@ -2624,7 +2558,6 @@ models:
       scheduledenddate:
         type: date
         required: false
-        primaryKey: false
         description: Planned manufacturing end date.
         config:
           criticalDataElement: false
@@ -2633,7 +2566,6 @@ models:
       actualstartdate:
         type: date
         required: false
-        primaryKey: false
         description: Actual start date.
         config:
           criticalDataElement: false
@@ -2642,7 +2574,6 @@ models:
       actualenddate:
         type: date
         required: false
-        primaryKey: false
         description: Actual end date.
         config:
           criticalDataElement: false
@@ -2651,7 +2582,6 @@ models:
       actualresourcehrs:
         type: number
         required: false
-        primaryKey: false
         description: Number of manufacturing hours used.
         config:
           criticalDataElement: false
@@ -2660,7 +2590,6 @@ models:
       plannedcost:
         type: number
         required: false
-        primaryKey: false
         description: Estimated manufacturing cost.
         config:
           criticalDataElement: false
@@ -2669,7 +2598,6 @@ models:
       actualcost:
         type: number
         required: false
-        primaryKey: false
         description: Actual manufacturing cost.
         config:
           criticalDataElement: false
@@ -2678,7 +2606,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -2691,7 +2618,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -2700,7 +2626,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to Vendor.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -2709,7 +2634,6 @@ models:
       averageleadtime:
         type: number
         required: false
-        primaryKey: false
         description: The average span of time (in days) between placing an order with
           the vendor and receiving the purchased product.
         config:
@@ -2719,7 +2643,6 @@ models:
       standardprice:
         type: number
         required: false
-        primaryKey: false
         description: The vendor's usual selling price.
         config:
           criticalDataElement: false
@@ -2728,7 +2651,6 @@ models:
       lastreceiptcost:
         type: number
         required: false
-        primaryKey: false
         description: The selling price when last purchased.
         config:
           criticalDataElement: false
@@ -2737,7 +2659,6 @@ models:
       lastreceiptdate:
         type: date
         required: false
-        primaryKey: false
         description: Date the product was last received by the vendor.
         config:
           criticalDataElement: false
@@ -2746,7 +2667,6 @@ models:
       minorderqty:
         type: number
         required: false
-        primaryKey: false
         description: The maximum quantity that should be ordered.
         config:
           criticalDataElement: false
@@ -2755,7 +2675,6 @@ models:
       maxorderqty:
         type: number
         required: false
-        primaryKey: false
         description: The minimum quantity that should be ordered.
         config:
           criticalDataElement: false
@@ -2764,7 +2683,6 @@ models:
       onorderqty:
         type: number
         required: false
-        primaryKey: false
         description: The quantity currently on order.
         config:
           criticalDataElement: false
@@ -2773,7 +2691,6 @@ models:
       unitmeasurecode:
         type: string
         required: false
-        primaryKey: false
         description: The product's unit of measure.
         config:
           criticalDataElement: false
@@ -2782,7 +2699,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -2796,7 +2712,6 @@ models:
       purchaseorderid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to PurchaseOrderHeader.PurchaseOrderID.
         config:
           criticalDataElement: false
@@ -2805,7 +2720,6 @@ models:
       purchaseorderdetailid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. One line number per purchased product.
         config:
           criticalDataElement: false
@@ -2814,7 +2728,6 @@ models:
       duedate:
         type: date
         required: false
-        primaryKey: false
         description: Date the product is expected to be received.
         config:
           criticalDataElement: false
@@ -2823,7 +2736,6 @@ models:
       orderqty:
         type: number
         required: false
-        primaryKey: false
         description: Quantity ordered.
         config:
           criticalDataElement: false
@@ -2832,7 +2744,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product identification number. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -2841,7 +2752,6 @@ models:
       unitprice:
         type: number
         required: false
-        primaryKey: false
         description: Vendor's selling price of a single product.
         config:
           criticalDataElement: false
@@ -2850,7 +2760,6 @@ models:
       receivedqty:
         type: number
         required: false
-        primaryKey: false
         description: Quantity actually received from the vendor.
         config:
           criticalDataElement: false
@@ -2859,7 +2768,6 @@ models:
       rejectedqty:
         type: number
         required: false
-        primaryKey: false
         description: Quantity rejected during inspection.
         config:
           criticalDataElement: false
@@ -2868,7 +2776,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -3134,7 +3041,6 @@ models:
       countryregioncode:
         type: string
         required: false
-        primaryKey: false
         description: ISO code for countries and regions. Foreign key to CountryRegion.CountryRegionCode.
         config:
           criticalDataElement: false
@@ -3143,7 +3049,6 @@ models:
       currencycode:
         type: string
         required: false
-        primaryKey: false
         description: ISO standard currency code. Foreign key to Currency.CurrencyCode.
         config:
           criticalDataElement: false
@@ -3152,7 +3057,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -3380,7 +3284,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Business entity identification number. Foreign key to Person.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -3389,7 +3292,6 @@ models:
       creditcardid:
         type: number
         required: false
-        primaryKey: false
         description: Credit card identification number. Foreign key to CreditCard.CreditCardID.
         config:
           criticalDataElement: false
@@ -3398,7 +3300,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -3411,7 +3312,6 @@ models:
       salesorderid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID.
         config:
           criticalDataElement: false
@@ -3420,7 +3320,6 @@ models:
       salesorderdetailid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. One incremental unique number per product sold.
         config:
           criticalDataElement: false
@@ -3429,7 +3328,6 @@ models:
       carriertrackingnumber:
         type: string
         required: false
-        primaryKey: false
         description: Shipment tracking number supplied by the shipper.
         config:
           criticalDataElement: false
@@ -3438,7 +3336,6 @@ models:
       orderqty:
         type: number
         required: false
-        primaryKey: false
         description: Quantity ordered per product.
         config:
           criticalDataElement: false
@@ -3447,7 +3344,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product sold to customer. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -3456,7 +3352,6 @@ models:
       specialofferid:
         type: number
         required: false
-        primaryKey: false
         description: Promotional code. Foreign key to SpecialOffer.SpecialOfferID.
         config:
           criticalDataElement: false
@@ -3465,7 +3360,6 @@ models:
       unitprice:
         type: number
         required: false
-        primaryKey: false
         description: Selling price of a single product.
         config:
           criticalDataElement: false
@@ -3474,7 +3368,6 @@ models:
       unitpricediscount:
         type: number
         required: false
-        primaryKey: false
         description: Discount amount.
         config:
           criticalDataElement: false
@@ -3483,7 +3376,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -3491,7 +3383,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -3735,7 +3626,6 @@ models:
       salesorderid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID.
         config:
           criticalDataElement: false
@@ -3744,7 +3634,6 @@ models:
       salesreasonid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Foreign key to SalesReason.SalesReasonID.
         config:
           criticalDataElement: false
@@ -3753,7 +3642,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -3850,7 +3738,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Sales person identification number. Foreign key to SalesPerson.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -3859,7 +3746,6 @@ models:
       quotadate:
         type: date
         required: false
-        primaryKey: false
         description: Sales quota date.
         config:
           criticalDataElement: false
@@ -3868,7 +3754,6 @@ models:
       salesquota:
         type: number
         required: false
-        primaryKey: false
         description: Sales quota amount.
         config:
           criticalDataElement: false
@@ -3877,7 +3762,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -3885,7 +3769,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -4098,7 +3981,6 @@ models:
       businessentityid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. The sales rep.  Foreign key to SalesPerson.BusinessEntityID.
         config:
           criticalDataElement: false
@@ -4107,7 +3989,6 @@ models:
       territoryid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key. Territory identification number. Foreign key to
           SalesTerritory.SalesTerritoryID.
         config:
@@ -4117,7 +3998,6 @@ models:
       startdate:
         type: date
         required: false
-        primaryKey: false
         description: Primary key. Date the sales representive started work in the
           territory.
         config:
@@ -4127,7 +4007,6 @@ models:
       enddate:
         type: date
         required: false
-        primaryKey: false
         description: Date the sales representative left work in the territory.
         config:
           criticalDataElement: false
@@ -4136,7 +4015,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -4144,7 +4022,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -4317,7 +4194,6 @@ models:
       specialofferid:
         type: number
         required: false
-        primaryKey: false
         description: Primary key for SpecialOfferProduct records.
         config:
           criticalDataElement: false
@@ -4326,7 +4202,6 @@ models:
       productid:
         type: number
         required: false
-        primaryKey: false
         description: Product identification number. Foreign key to Product.ProductID.
         config:
           criticalDataElement: false
@@ -4335,7 +4210,6 @@ models:
       rowguid:
         type: string
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -4343,7 +4217,6 @@ models:
       modifieddate:
         type: date
         required: false
-        primaryKey: false
         config:
           criticalDataElement: false
           partitioned: false
@@ -4411,77 +4284,53 @@ models:
         title: StoreHolidayHours
         type: array
         required: false
-        primaryKey: false
         items:
           type: object
           fields:
             Date:
               title: Date
               type: date
-              required: false
-              primaryKey: false
               examples:
               - '2024-08-13'
               config:
-                criticalDataElement: false
-                partitioned: false
                 physicalType: string
             Close:
               title: Close
               type: date
-              required: false
-              primaryKey: false
               examples:
               - 02:00 PM
               config:
-                criticalDataElement: false
-                partitioned: false
                 physicalType: string
             Open:
               title: Open
               type: date
-              required: false
-              primaryKey: false
               examples:
               - 10:00 AM
               config:
-                criticalDataElement: false
-                partitioned: false
                 physicalType: string
         config:
-          criticalDataElement: false
-          partitioned: false
           physicalType: array
       extendedData:
         title: extendedData
         type: object
         required: true
-        primaryKey: false
         fields:
           pharmacyUUID:
             title: pharmacyUUID
             type: string
             required: true
-            primaryKey: false
             unique: true
             examples:
             - ec43dd63-c258-4506-8965-88a9e0c130ad
             config:
-              criticalDataElement: false
-              partitioned: false
               physicalType: string
         config:
-          criticalDataElement: false
-          partitioned: false
           physicalType: object
       ArrayComments:
         title: ArrayComments
         type: array
         required: false
-        primaryKey: false
         items:
           type: string
         config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: array
\ No newline at end of file
+          physicalType: array
diff --git a/tests/fixtures/odcs_v3/full-example.datacontract.yml b/tests/fixtures/odcs_v3/full-example.datacontract.yml
index 8d6f79d40..6e85caaa7 100644
--- a/tests/fixtures/odcs_v3/full-example.datacontract.yml
+++ b/tests/fixtures/odcs_v3/full-example.datacontract.yml
@@ -84,6 +84,12 @@ models:
           partitionKeyPosition: -1
           criticalDataElement: false
           encryptedName: rcvr_cntry_code_encrypted
+      array_of_array:
+        type: array
+        items:
+          type: array
+          items:
+            type: string
     quality:
     - type: library
       description: Ensure row count is within expected volume range
diff --git a/tests/fixtures/odcs_v3/full-example.odcs.yaml b/tests/fixtures/odcs_v3/full-example.odcs.yaml
index a606ce0be..c5587fcad 100644
--- a/tests/fixtures/odcs_v3/full-example.odcs.yaml
+++ b/tests/fixtures/odcs_v3/full-example.odcs.yaml
@@ -112,6 +112,12 @@ schema:
                 value:
               - property: COMPARISON_TYPE
                 value: Greater than
+      - name: array_of_array
+        logicalType: array
+        items:
+          logicalType: array
+          items:
+            logicalType: string
     quality:
       - rule: rowCount
         mustBeGreaterThan: 1000

From 49dc9c8dd5337556f03bb14702029a376e35c196 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 31 Oct 2025 14:39:48 +0100
Subject: [PATCH 038/150] chore(deps): update pydantic requirement (#917)

Updates the requirements on [pydantic](https://github.com/pydantic/pydantic) to permit the latest version.
- [Release notes](https://github.com/pydantic/pydantic/releases)
- [Changelog](https://github.com/pydantic/pydantic/blob/main/HISTORY.md)
- [Commits](https://github.com/pydantic/pydantic/compare/v2.8.2...v2.12.3)

---
updated-dependencies:
- dependency-name: pydantic
  dependency-version: 2.12.3
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0c290c4a7..736b3272f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,7 +16,7 @@ classifiers = [
 requires-python = ">=3.10"
 dependencies = [
   "typer>=0.15.1,<0.20",
-  "pydantic>=2.8.2,<2.12.0",
+  "pydantic>=2.8.2,<2.13.0",
   "pyyaml~=6.0.1",
   "requests>=2.31,<2.33",
   "fastjsonschema>=2.19.1,<2.22.0",

From 53e71ea47e0d57a08f0cd2f14243b1c87a5c1aba Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 31 Oct 2025 15:16:42 +0100
Subject: [PATCH 039/150] chore(deps): bump pymssql from 2.3.7 to 2.3.8 (#916)

Bumps [pymssql](https://github.com/pymssql/pymssql) from 2.3.7 to 2.3.8.
- [Release notes](https://github.com/pymssql/pymssql/releases)
- [Changelog](https://github.com/pymssql/pymssql/blob/master/ChangeLog.rst)
- [Commits](https://github.com/pymssql/pymssql/compare/v2.3.7...v2.3.8)

---
updated-dependencies:
- dependency-name: pymssql
  dependency-version: 2.3.8
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 736b3272f..39f6db1f5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -139,7 +139,7 @@ dev = [
   "pre-commit>=3.7.1,<4.4.0",
   "pytest",
   "pytest-xdist",
-  "pymssql==2.3.7",
+  "pymssql==2.3.8",
   "ruff",
   "testcontainers[minio,postgres,kafka,mssql]==4.12.0",
   "trino==0.336.0",

From 3895762914a5dc5fa4c48955e9edb1027223daf3 Mon Sep 17 00:00:00 2001
From: Yannick <60961333+YLibert@users.noreply.github.com>
Date: Sun, 2 Nov 2025 07:46:30 +0100
Subject: [PATCH 040/150] Fix #922: validate the contract against the custom
 schema before converting (#923)

* fix: validate the contract against the custom schema before converting
* Adding test cases

---------

Signed-off-by: Yannick Libert 
Co-authored-by: jochen 
---
 CHANGELOG.md                          |   5 +-
 datacontract/lint/resolve.py          |  20 ++-
 datacontract/lint/schema.py           |  34 ++--
 tests/fixtures/lint/invalid.odcs.yaml |   6 +
 tests/fixtures/lint/valid.odcs.yaml   | 215 ++++++++++++++++++++++++++
 tests/fixtures/postgres/odcs.yaml     |   2 +-
 tests/test_lint.py                    |  17 ++
 7 files changed, 277 insertions(+), 22 deletions(-)
 create mode 100644 tests/fixtures/lint/invalid.odcs.yaml
 create mode 100644 tests/fixtures/lint/valid.odcs.yaml

diff --git a/CHANGELOG.md b/CHANGELOG.md
index d3b97bf75..af33bf5cf 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,11 +9,12 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Added
 
-- Support for nested arrays in odcs v3 importer
+- import: Support for nested arrays in odcs v3 importer
+- lint: ODCS schema is now checked before converting
 
 ### Fixed
 
-- Excel exporter now exports critical data element
+- export: Excel exporter now exports critical data element
 
 
 ## [0.10.36] - 2025-10-17
diff --git a/datacontract/lint/resolve.py b/datacontract/lint/resolve.py
index 87b354cdc..b79d25004 100644
--- a/datacontract/lint/resolve.py
+++ b/datacontract/lint/resolve.py
@@ -1,6 +1,8 @@
+import importlib.resources as resources
 import logging
 import os
 import warnings
+from pathlib import Path
 
 import fastjsonschema
 import yaml
@@ -298,6 +300,14 @@ def _resolve_data_contract_from_str(
 ) -> DataContractSpecification:
     yaml_dict = _to_yaml(data_contract_str)
 
+    if schema_location is None:
+        if is_open_data_contract_standard(yaml_dict):
+            logging.info("Using ODCS 3.0.2 schema to validate data contract")
+            # TODO refactor this to a specific function
+            schema_location = resources.files("datacontract").joinpath("schemas", "odcs-3.0.2.schema.json")
+
+    _validate_json_schema(yaml_dict, schema_location)
+
     if is_open_data_contract_standard(yaml_dict):
         logging.info("Importing ODCS v3")
         # if ODCS, then validate the ODCS schema and import to DataContractSpecification directly
@@ -311,7 +321,7 @@ def _resolve_data_contract_from_str(
 
 
 def _resolve_dcs_from_yaml_dict(inline_definitions, inline_quality, schema_location, yaml_dict):
-    _validate_data_contract_specification_schema(yaml_dict, schema_location)
+    _validate_json_schema(yaml_dict, schema_location)
     data_contract_specification = yaml_dict
     spec = DataContractSpecification(**data_contract_specification)
     if inline_definitions:
@@ -349,16 +359,16 @@ def _to_yaml(data_contract_str) -> dict:
         )
 
 
-def _validate_data_contract_specification_schema(data_contract_yaml, schema_location: str = None):
+def _validate_json_schema(yaml_str, schema_location: str | Path = None):
     schema = fetch_schema(schema_location)
     try:
-        fastjsonschema.validate(schema, data_contract_yaml, use_default=False)
+        fastjsonschema.validate(schema, yaml_str, use_default=False)
         logging.debug("YAML data is valid.")
     except JsonSchemaValueException as e:
         logging.warning(f"Data Contract YAML is invalid. Validation error: {e.message}")
         raise DataContractException(
             type="lint",
-            result="failed",
+            result=ResultEnum.failed,
             name="Check that data contract YAML is valid",
             reason=e.message,
             engine="datacontract",
@@ -367,7 +377,7 @@ def _validate_data_contract_specification_schema(data_contract_yaml, schema_loca
         logging.warning(f"Data Contract YAML is invalid. Validation error: {str(e)}")
         raise DataContractException(
             type="lint",
-            result="failed",
+            result=ResultEnum.failed,
             name="Check that data contract YAML is valid",
             reason=str(e),
             engine="datacontract",
diff --git a/datacontract/lint/schema.py b/datacontract/lint/schema.py
index f32b7cce6..f250d969c 100644
--- a/datacontract/lint/schema.py
+++ b/datacontract/lint/schema.py
@@ -2,16 +2,18 @@
 import json
 import logging
 import os
+from pathlib import Path
 from typing import Any, Dict
 
 import requests
 
 from datacontract.model.exceptions import DataContractException
+from datacontract.model.run import ResultEnum
 
 DEFAULT_DATA_CONTRACT_SCHEMA = "datacontract-1.2.1.schema.json"
 
 
-def fetch_schema(location: str = None) -> Dict[str, Any]:
+def fetch_schema(location: str | Path = None) -> Dict[str, Any]:
     """
     Fetch and return a JSON schema from a given location.
 
@@ -36,19 +38,23 @@ def fetch_schema(location: str = None) -> Dict[str, Any]:
         schema_file = schemas.joinpath("schemas", DEFAULT_DATA_CONTRACT_SCHEMA)
         with schema_file.open("r") as file:
             schema = json.load(file)
-    elif location.startswith("http://") or location.startswith("https://"):
-        response = requests.get(location)
-        schema = response.json()
     else:
-        if not os.path.exists(location):
-            raise DataContractException(
-                type="lint",
-                name=f"Reading schema from {location}",
-                reason=f"The file '{location}' does not exist.",
-                engine="datacontract",
-                result="error",
-            )
-        with open(location, "r") as file:
-            schema = json.load(file)
+        # Convert Path objects to strings for string operations
+        location_str = str(location)
+
+        if location_str.startswith("http://") or location_str.startswith("https://"):
+            response = requests.get(location_str)
+            schema = response.json()
+        else:
+            if not os.path.exists(location):
+                raise DataContractException(
+                    type="lint",
+                    name=f"Reading schema from {location}",
+                    reason=f"The file '{location}' does not exist.",
+                    engine="datacontract",
+                    result=ResultEnum.error,
+                )
+            with open(location, "r") as file:
+                schema = json.load(file)
 
     return schema
diff --git a/tests/fixtures/lint/invalid.odcs.yaml b/tests/fixtures/lint/invalid.odcs.yaml
new file mode 100644
index 000000000..670ee4d29
--- /dev/null
+++ b/tests/fixtures/lint/invalid.odcs.yaml
@@ -0,0 +1,6 @@
+apiVersion: "v3.0.2"
+kind: "DataContract"
+id: "valid_odcs"
+name: "This is invalid ODCS, because the status is missing"
+version: "1.0.0"
+#status: "draft"
diff --git a/tests/fixtures/lint/valid.odcs.yaml b/tests/fixtures/lint/valid.odcs.yaml
new file mode 100644
index 000000000..c36091e95
--- /dev/null
+++ b/tests/fixtures/lint/valid.odcs.yaml
@@ -0,0 +1,215 @@
+apiVersion: "v3.0.2"
+kind: "DataContract"
+id: "valid_odcs"
+name: "Valid ODCS data contract"
+version: "2.0.0"
+status: "draft"
+tenant: "company-A"
+tags:
+- "datalocation:EU"
+description:
+  purpose: "This data can be used for analytical purposes"
+  usage: "Use this to analyze shipments"
+  limitations: "Not suitable for real-time use cases"
+  authoritativeDefinitions:
+  - type: "Data Guidelines"
+    url: "https://example.com/data-guidelines.html"
+  customProperties:
+  - property: "github_link"
+    value: "https://github.example.com/shipment-specification.yaml"
+customProperties:
+- property: "additionalField"
+  value: "some value in a new major contract"
+- property: "owner"
+  value: "fulfillment"
+schema:
+- name: "shipments2"
+  physicalType: "table"
+  physicalName: "shipments_v2"
+  businessName: "Shipments"
+  description: "This table contains shipment data, including details about shipment IDs, associated orders, delivery dates, carriers, tracking numbers, statuses, and additional shipment information in JSON format."
+  dataGranularityDescription: "Not Aggregated"
+  tags:
+  - "pii"
+  quality:
+  - type: "sql"
+    description: "Table shall contain at least 1 row"
+    query: "SELECT COUNT(*) FROM shipments"
+    thresholdType: "mustBeGreaterThanOrEqualTo"
+    mustBeGreaterThanOrEqualTo: 1
+  properties:
+  - name: "shipment_id"
+    businessName: "Shipment ID"
+    physicalName: "sid"
+    logicalType: "string"
+    description: "Unique identifier for each shipment."
+    required: false
+    unique: false
+    physicalType: "uuid"
+    primaryKey: true
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "123e4567-e89b-12d3-a456-426614174000"
+    criticalDataElement: false
+    tags:
+    - "businesskey"
+    authoritativeDefinitions:
+    - type: "definition"
+      url: "https://datamesh-manager-demo.azurecontainerapps.io/demo440238121320/definitions/fulfillment/shipment_id"
+  - name: "order_id"
+    physicalName: "oid"
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    authoritativeDefinitions:
+    - type: "definition"
+      url: "https://datamesh-manager-demo.azurecontainerapps.io/demo440238121320/definitions/sales/order_id"
+  - name: "delivery_date"
+    businessName: "Delivery Date"
+    logicalType: "date"
+    description: "The actual or expected delivery date of the shipment."
+    required: false
+    unique: false
+    physicalType: "timestamp_tz"
+    primaryKey: false
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "2023-10-01T10:00:00Z"
+    criticalDataElement: false
+  - name: "carrier"
+    businessName: "Carrier"
+    logicalType: "string"
+    description: "The shipping carrier used for the delivery."
+    required: false
+    unique: false
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "FedEx"
+    - "UPS"
+    criticalDataElement: false
+  - name: "tracking_number"
+    businessName: "Tracking Number"
+    logicalType: "string"
+    description: "Tracking number provided by the carrier."
+    required: false
+    unique: false
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    classification: "restricted"
+    examples:
+    - "1Z999AA10123456784"
+    criticalDataElement: false
+    customProperties:
+    - property: "external"
+      value: "true"
+  - name: "status"
+    businessName: "Status"
+    logicalType: "string"
+    description: "Current status of the shipment."
+    required: false
+    unique: false
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "Delivered"
+    - "In Transit"
+    criticalDataElement: false
+  - name: "inline_object_definition"
+    businessName: "Inline Object Definition"
+    logicalType: "object"
+    description: "A JSON representation of additional shipment info"
+    required: false
+    unique: false
+    physicalType: "json"
+    primaryKey: false
+    partitioned: false
+    partitionKeyPosition: -1
+    classification: "internal"
+    examples:
+    - "{\"destination\": \"New York\"}"
+    criticalDataElement: false
+    quality:
+    - type: "text"
+      description: "{field} must contain the field \"destination\""
+  - name: "address"
+    businessName: "Shipment Address"
+    logicalType: "object"
+    description: "Shipping address details."
+    required: true
+    physicalType: "JSON"
+    classification: "restricted"
+    properties:
+    - name: "street"
+      businessName: "Street"
+      logicalType: "string"
+      description: "Street address."
+      required: true
+      unique: false
+      physicalType: "text"
+      primaryKey: false
+      partitioned: false
+      classification: "restricted"
+      examples:
+      - "Marienplatz 1"
+    - name: "city"
+      businessName: "City"
+      logicalType: "string"
+      description: "City of the shipping address."
+      required: true
+      unique: false
+      physicalType: "text"
+      primaryKey: false
+      partitioned: false
+      classification: "restricted"
+      examples:
+      - "Munich"
+    - name: "country"
+      businessName: "Country"
+      logicalType: "string"
+      description: "Country of the shipping address."
+      required: true
+      physicalType: "text"
+      primaryKey: false
+      partitioned: false
+      classification: "restricted"
+      examples:
+      - "DE"
+servers:
+- server: "production"
+  type: "bigquery"
+  environment: "production"
+  dataset: "shipments_v1"
+  project: "acme_shipments_prod"
+support:
+- channel: "slackname"
+  url: "http://find.me.here"
+  tool: "slack"
+  scope: "interactive"
+authoritativeDefinitions:
+- type: "Guidelines"
+  url: "https://example.com/guidelines"
+price:
+  priceAmount: 1
+  priceCurrency: "EUR"
+  priceUnit: "Per 1000 requests"
+team:
+- username: "vimportant"
+  role: "administrator"
+  dateIn: "2020-01-01"
+- username: "nimportant"
+  role: "reader"
+  dateIn: "2020-01-01"
+  dateOut: "2024-10-10"
+slaProperties:
+- property: "availability"
+  value: "95%"
+  unit: "%"
+  driver: "operational"
diff --git a/tests/fixtures/postgres/odcs.yaml b/tests/fixtures/postgres/odcs.yaml
index 3b20f356c..736a55366 100644
--- a/tests/fixtures/postgres/odcs.yaml
+++ b/tests/fixtures/postgres/odcs.yaml
@@ -4,7 +4,7 @@ id: postgres
 name: postgres
 version: 0.0.1
 domain: my-domain-team
-status: null
+status: active
 schema:
 - name: my_table
   physicalName: my_table
diff --git a/tests/test_lint.py b/tests/test_lint.py
index c7c3a1fba..90e29eb41 100644
--- a/tests/test_lint.py
+++ b/tests/test_lint.py
@@ -54,6 +54,23 @@ def test_lint_custom_schema():
 
     assert run.result == "passed"
 
+def test_lint_valid_odcs_schema():
+    data_contract_file = "fixtures/lint/valid.odcs.yaml"
+    data_contract = DataContract(data_contract_file=data_contract_file)
+
+    run = data_contract.lint()
+
+    assert run.result == "passed"
+
+
+def test_lint_invalid_odcs_schema():
+    data_contract_file = "fixtures/lint/invalid.odcs.yaml"
+    data_contract = DataContract(data_contract_file=data_contract_file)
+
+    run = data_contract.lint()
+
+    assert run.result == "failed"
+
 
 def test_lint_with_ref():
     data_contract = DataContract(

From ba550ed0ccca7af1628ce352d2171eab2aa130b6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 2 Nov 2025 07:50:12 +0100
Subject: [PATCH 041/150] chore(deps): update aiobotocore requirement (#915)

Updates the requirements on [aiobotocore](https://github.com/aio-libs/aiobotocore) to permit the latest version.
- [Release notes](https://github.com/aio-libs/aiobotocore/releases)
- [Changelog](https://github.com/aio-libs/aiobotocore/blob/master/CHANGES.rst)
- [Commits](https://github.com/aio-libs/aiobotocore/compare/2.17.0...2.25.0)

---
updated-dependencies:
- dependency-name: aiobotocore
  dependency-version: 2.25.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 39f6db1f5..917f7a081 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -80,7 +80,7 @@ postgres = [
 
 s3 = [
   "s3fs>=2025.2.0,<2026.0.0",
-  "aiobotocore>=2.17.0,<2.25.0",
+  "aiobotocore>=2.17.0,<2.26.0",
 ]
 
 snowflake = [

From 02b54afb1bdc9fb37b6564690d203f1a9a3ff54c Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 2 Nov 2025 16:21:01 +0100
Subject: [PATCH 042/150] Improve JSON Schema export with logical type options

---
 .pre-commit-hooks.yaml | 17 -----------------
 1 file changed, 17 deletions(-)
 delete mode 100644 .pre-commit-hooks.yaml

diff --git a/.pre-commit-hooks.yaml b/.pre-commit-hooks.yaml
deleted file mode 100644
index e5158f1d8..000000000
--- a/.pre-commit-hooks.yaml
+++ /dev/null
@@ -1,17 +0,0 @@
-- id: datacontract-lint
-  name: Data Contract Linter
-  description: This hook lint the data contract.
-  entry: datacontract lint
-  files: "datacontract*.yaml"
-  language: python
-  additional_dependencies: ['.[all]']
-  types: [yaml]
-
-- id: datacontract-test
-  name: Data Contract Tester
-  description: This hook test the data contract.
-  entry: datacontract test
-  files: "datacontract*.yaml"
-  language: python
-  additional_dependencies: ['.[all]']
-  types: [yaml]

From 84b8f741d4cbf8841f34d343c21a53d61e5b6165 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 2 Nov 2025 16:23:00 +0100
Subject: [PATCH 043/150] Remove pre-commit usage section from README and
 update Ruff version in pre-commit config.

---
 .pre-commit-config.yaml |  2 +-
 README.md               | 21 ---------------------
 2 files changed, 1 insertion(+), 22 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8939841a2..e53648d7c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 repos:
 - repo: https://github.com/astral-sh/ruff-pre-commit
   # Ruff version.
-  rev: v0.13.3
+  rev: v0.14.3
   hooks:
     # Run the linter.
     - id: ruff
diff --git a/README.md b/README.md
index c171f147a..a56c6fc8a 100644
--- a/README.md
+++ b/README.md
@@ -2097,27 +2097,6 @@ docker compose run --rm datacontract --version
 
 This command runs the container momentarily to check the version of the `datacontract` CLI. The `--rm` flag ensures that the container is automatically removed after the command executes, keeping your environment clean.
 
-## Use with pre-commit
-
-To run `datacontract-cli` as part of a [pre-commit](https://pre-commit.com/) workflow, add something like the below to the `repos` list in the project's `.pre-commit-config.yaml`:
-
-```yaml
-repos:
-  - repo: https://github.com/datacontract/datacontract-cli
-    rev: "v0.10.9"
-    hooks:
-      - id: datacontract-lint
-      - id: datacontract-test
-        args: ["--server", "production"]
-```
-
-### Available Hook IDs
-
-| Hook ID           | Description                                        | Dependency |
-| ----------------- | -------------------------------------------------- | ---------- |
-| datacontract-lint | Runs the lint subcommand.                          | Python3    |
-| datacontract-test | Runs the test subcommand. Please look at           | Python3    |
-|                   | [test](#test) section for all available arguments. |            |
 
 ## Release Steps
 

From e6ffd29d2f261866b141a50779c66ff28db017cf Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Mon, 3 Nov 2025 08:26:15 +0100
Subject: [PATCH 044/150] add --debug for all commands

---
 datacontract/catalog/catalog.py          |  2 +
 datacontract/cli.py                      | 47 ++++++++++++++++++++++++
 datacontract/imports/odcs_v3_importer.py |  4 +-
 datacontract/imports/sql_importer.py     |  6 +--
 datacontract/lint/resolve.py             | 16 ++++++--
 datacontract/lint/schema.py              |  3 ++
 datacontract/model/odcs.py               | 13 +++++++
 datacontract/templates/index.html        |  6 +--
 tests/test_export_dbt_models.py          |  4 +-
 tests/test_import_odcs_v3.py             |  3 +-
 10 files changed, 90 insertions(+), 14 deletions(-)

diff --git a/datacontract/catalog/catalog.py b/datacontract/catalog/catalog.py
index 50a92aecc..b9cfc270f 100644
--- a/datacontract/catalog/catalog.py
+++ b/datacontract/catalog/catalog.py
@@ -1,3 +1,4 @@
+import logging
 from dataclasses import dataclass
 from datetime import datetime
 from pathlib import Path
@@ -11,6 +12,7 @@
 
 
 def create_data_contract_html(contracts, file: Path, path: Path, schema: str):
+    logging.debug(f"Creating data contract html for file {file} and schema {schema}")
     data_contract = DataContract(
         data_contract_file=f"{file.absolute()}", inline_definitions=True, inline_quality=True, schema_location=schema
     )
diff --git a/datacontract/cli.py b/datacontract/cli.py
index 8e27e335c..23cdd97e8 100644
--- a/datacontract/cli.py
+++ b/datacontract/cli.py
@@ -1,4 +1,6 @@
+import logging
 import os
+import sys
 from importlib import metadata
 from pathlib import Path
 from typing import Iterable, List, Optional
@@ -17,11 +19,14 @@
     publish_data_contract_to_datamesh_manager,
 )
 from datacontract.lint.resolve import resolve_data_contract_dict
+from datacontract.model.exceptions import DataContractException
 from datacontract.output.output_format import OutputFormat
 from datacontract.output.test_results_writer import write_test_result
 
 console = Console()
 
+debug_option = Annotated[bool, typer.Option(help="Enable debug logging")]
+
 
 class OrderedCommands(TyperGroup):
     def list_commands(self, ctx: Context) -> Iterable[str]:
@@ -69,10 +74,13 @@ def init(
     ] = "datacontract.yaml",
     template: Annotated[str, typer.Option(help="URL of a template or data contract")] = None,
     overwrite: Annotated[bool, typer.Option(help="Replace the existing datacontract.yaml")] = False,
+    debug: debug_option = None,
 ):
     """
     Create an empty data contract.
     """
+    enable_debug_logging(debug)
+
     if not overwrite and os.path.exists(location):
         console.print("File already exists, use --overwrite to overwrite")
         raise typer.Exit(code=1)
@@ -99,14 +107,24 @@ def lint(
         ),
     ] = None,
     output_format: Annotated[OutputFormat, typer.Option(help="The target format for the test results.")] = None,
+    debug: debug_option = None,
 ):
     """
     Validate that the datacontract.yaml is correctly formatted.
     """
+    enable_debug_logging(debug)
+
     run = DataContract(data_contract_file=location, schema_location=schema).lint()
     write_test_result(run, console, output_format, output)
 
 
+def enable_debug_logging(debug: bool):
+    if debug:
+        logging.basicConfig(
+            level=logging.DEBUG, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s", stream=sys.stderr
+        )
+
+
 @app.command()
 def test(
     location: Annotated[
@@ -142,10 +160,13 @@ def test(
         bool,
         typer.Option(help="SSL verification when publishing the data contract."),
     ] = True,
+    debug: debug_option = None,
 ):
     """
     Run schema and quality tests on configured servers.
     """
+    enable_debug_logging(debug)
+
     console.print(f"Testing {location}")
     if server == "all":
         server = None
@@ -216,10 +237,13 @@ def export(
             help="The file path or URL of a template. For Excel format: path/URL to custom Excel template. For custom format: path to Jinja template."
         ),
     ] = None,
+    debug: debug_option = None,
 ):
     """
     Convert data contract to a specific format. Saves to file specified by `output` option if present, otherwise prints to stdout.
     """
+    enable_debug_logging(debug)
+
     # Validate that Excel format requires an output file path
     if format == ExportFormat.excel and output is None:
         console.print("❌ Error: Excel export requires an output file path.")
@@ -327,10 +351,13 @@ def import_(
         Optional[str],
         typer.Option(help="The identifier for the the data contract."),
     ] = None,
+    debug: debug_option = None,
 ):
     """
     Create a data contract from the given source location. Saves to file specified by `output` option if present, otherwise prints to stdout.
     """
+    enable_debug_logging(debug)
+
     result = DataContract.import_from_source(
         format=format,
         source=source,
@@ -372,10 +399,13 @@ def publish(
         bool,
         typer.Option(help="SSL verification when publishing the data contract."),
     ] = True,
+    debug: debug_option = None,
 ):
     """
     Publish the data contract to the Data Mesh Manager.
     """
+    enable_debug_logging(debug)
+
     publish_data_contract_to_datamesh_manager(
         data_contract_dict=resolve_data_contract_dict(location),
         ssl_verification=ssl_verification,
@@ -395,10 +425,13 @@ def catalog(
         str,
         typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"),
     ] = None,
+    debug: debug_option = None,
 ):
     """
     Create a html catalog of data contracts.
     """
+    enable_debug_logging(debug)
+
     path = Path(output)
     path.mkdir(parents=True, exist_ok=True)
     console.print(f"Created {output}")
@@ -407,6 +440,11 @@ def catalog(
     for file in Path().rglob(files):
         try:
             create_data_contract_html(contracts, file, path, schema)
+        except DataContractException as e:
+            if e.reason == "Cannot parse ODPS product":
+                console.print(f"Skipped {file} due to error: {e.reason}")
+            else:
+                console.print(f"Skipped {file} due to error: {e}")
         except Exception as e:
             console.print(f"Skipped {file} due to error: {e}")
 
@@ -423,10 +461,12 @@ def breaking(
         str,
         typer.Argument(help="The location (url or path) of the new data contract yaml."),
     ],
+    debug: debug_option = None,
 ):
     """
     Identifies breaking changes between data contracts. Prints to stdout.
     """
+    enable_debug_logging(debug)
 
     # TODO exception handling
     result = DataContract(data_contract_file=location_old, inline_definitions=True).breaking(
@@ -449,10 +489,12 @@ def changelog(
         str,
         typer.Argument(help="The location (url or path) of the new data contract yaml."),
     ],
+    debug: debug_option = None,
 ):
     """
     Generate a changelog between data contracts. Prints to stdout.
     """
+    enable_debug_logging(debug)
 
     # TODO exception handling
     result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog(
@@ -472,10 +514,12 @@ def diff(
         str,
         typer.Argument(help="The location (url or path) of the new data contract yaml."),
     ],
+    debug: debug_option = None,
 ):
     """
     PLACEHOLDER. Currently works as 'changelog' does.
     """
+    enable_debug_logging(debug)
 
     # TODO change to diff output, not the changelog entries
     result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog(
@@ -510,6 +554,7 @@ def api(
     host: Annotated[
         str, typer.Option(help="Bind socket to this host. Hint: For running in docker, set it to 0.0.0.0")
     ] = "127.0.0.1",
+    debug: debug_option = None,
 ):
     """
     Start the datacontract CLI as server application with REST API.
@@ -527,6 +572,8 @@ def api(
     It is possible to run the API with extra arguments for `uvicorn.run()` as keyword arguments, e.g.:
     `datacontract api --port 1234 --root_path /datacontract`.
     """
+    enable_debug_logging(debug)
+
     import uvicorn
     from uvicorn.config import LOGGING_CONFIG
 
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index 94ee12bb0..69c6b001d 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -347,7 +347,7 @@ def import_field(
     odcs_property: SchemaProperty,
     odcs_properties: List[SchemaProperty],
     custom_type_mappings: Dict[str, str],
-    server_type: str
+    server_type: str,
 ) -> Field | None:
     """
     Import a single ODCS property as a datacontract Field.
@@ -419,7 +419,7 @@ def map_type(odcs_logical_type: str, custom_mappings: Dict[str, str], physical_t
     if physical_type is not None:
         pt = physical_type.lower()
         # Remove parameters from physical type (e.g., VARCHAR(50) -> varchar, DECIMAL(10,2) -> decimal)
-        pt_base = pt.split('(')[0].strip()
+        pt_base = pt.split("(")[0].strip()
 
         # Try direct mapping of physical type
         if pt in DATACONTRACT_TYPES:
diff --git a/datacontract/imports/sql_importer.py b/datacontract/imports/sql_importer.py
index 3a5558a86..e18fef716 100644
--- a/datacontract/imports/sql_importer.py
+++ b/datacontract/imports/sql_importer.py
@@ -268,14 +268,15 @@ def map_type_from_sql(sql_type: str) -> str | None:
         return "string"
     elif sql_type_normed.startswith("number"):
         return "number"
-    elif (sql_type_normed == "clob" or sql_type_normed == "nclob"):
+    elif sql_type_normed == "clob" or sql_type_normed == "nclob":
         return "text"
     else:
         return "variant"
 
+
 def map_timestamp(timestamp_type: str) -> str:
     match timestamp_type:
-        case "timestamp" | "timestampntz" | "timestamp_ntz" :
+        case "timestamp" | "timestampntz" | "timestamp_ntz":
             return "timestamp_ntz"
         case "timestamptz" | "timestamp_tz" | "timestamp with time zone":
             return "timestamp_tz"
@@ -287,7 +288,6 @@ def map_timestamp(timestamp_type: str) -> str:
             return "timestamp"
 
 
-
 def read_file(path):
     if not os.path.exists(path):
         raise DataContractException(
diff --git a/datacontract/lint/resolve.py b/datacontract/lint/resolve.py
index b79d25004..e6cd7838a 100644
--- a/datacontract/lint/resolve.py
+++ b/datacontract/lint/resolve.py
@@ -19,7 +19,7 @@
     DeprecatedQuality,
 )
 from datacontract.model.exceptions import DataContractException
-from datacontract.model.odcs import is_open_data_contract_standard
+from datacontract.model.odcs import is_open_data_contract_standard, is_open_data_product_standard
 from datacontract.model.run import ResultEnum
 
 
@@ -285,6 +285,16 @@ def _resolve_data_contract_from_str_v2(
 ) -> DataContractSpecification | OpenDataContractStandard:
     yaml_dict = _to_yaml(data_contract_str)
 
+    if is_open_data_product_standard(yaml_dict):
+        logging.info("Cannot import ODPS, as not supported")
+        raise DataContractException(
+            type="schema",
+            result=ResultEnum.failed,
+            name="Parse ODCS contract",
+            reason="Cannot parse ODPS product",
+            engine="datacontract",
+        )
+
     if is_open_data_contract_standard(yaml_dict):
         logging.info("Importing ODCS v3")
         # if ODCS, then validate the ODCS schema and import to DataContractSpecification directly
@@ -346,8 +356,7 @@ def _resolve_dcs_from_yaml_dict(inline_definitions, inline_quality, schema_locat
 
 def _to_yaml(data_contract_str) -> dict:
     try:
-        yaml_dict = yaml.safe_load(data_contract_str)
-        return yaml_dict
+        return yaml.safe_load(data_contract_str)
     except Exception as e:
         logging.warning(f"Cannot parse YAML. Error: {str(e)}")
         raise DataContractException(
@@ -360,6 +369,7 @@ def _to_yaml(data_contract_str) -> dict:
 
 
 def _validate_json_schema(yaml_str, schema_location: str | Path = None):
+    logging.debug(f"Linting data contract with schema at {schema_location}")
     schema = fetch_schema(schema_location)
     try:
         fastjsonschema.validate(schema, yaml_str, use_default=False)
diff --git a/datacontract/lint/schema.py b/datacontract/lint/schema.py
index f250d969c..b0e7867aa 100644
--- a/datacontract/lint/schema.py
+++ b/datacontract/lint/schema.py
@@ -43,6 +43,7 @@ def fetch_schema(location: str | Path = None) -> Dict[str, Any]:
         location_str = str(location)
 
         if location_str.startswith("http://") or location_str.startswith("https://"):
+            logging.debug(f"Downloading schema from {location_str}")
             response = requests.get(location_str)
             schema = response.json()
         else:
@@ -54,6 +55,8 @@ def fetch_schema(location: str | Path = None) -> Dict[str, Any]:
                     engine="datacontract",
                     result=ResultEnum.error,
                 )
+
+            logging.debug(f"Loading JSON schema locally at {location}")
             with open(location, "r") as file:
                 schema = json.load(file)
 
diff --git a/datacontract/model/odcs.py b/datacontract/model/odcs.py
index 3b040918e..9f7cd6675 100644
--- a/datacontract/model/odcs.py
+++ b/datacontract/model/odcs.py
@@ -9,3 +9,16 @@ def is_open_data_contract_standard(odcs: dict) -> bool:
         bool: True if the dictionary is an OpenDataContractStandard, False otherwise.
     """
     return odcs.get("kind") == "DataContract" and odcs.get("apiVersion", "").startswith("v3")
+
+
+def is_open_data_product_standard(odcs: dict) -> bool:
+    """
+    Check if the given dictionary is an open data product standard.
+
+    Args:
+        odcs (dict): The dictionary to check.
+
+    Returns:
+        bool: True if the dictionary is an open data product standard, False otherwise.
+    """
+    return odcs.get("kind") == "DataProduct" and odcs.get("apiVersion", "").startswith("v1")
diff --git a/datacontract/templates/index.html b/datacontract/templates/index.html
index fb4a2bb1d..f7b9e8569 100644
--- a/datacontract/templates/index.html
+++ b/datacontract/templates/index.html
@@ -185,15 +185,15 @@ 
Dat
         
 
 
       
       

         

-          Supported by Data Contract Manager
+          Supported by Entropy Data
         

       

     
diff --git a/tests/test_export_dbt_models.py b/tests/test_export_dbt_models.py
index 42c4a41d4..eed59cb6a 100644
--- a/tests/test_export_dbt_models.py
+++ b/tests/test_export_dbt_models.py
@@ -212,7 +212,7 @@ def test_to_dbt_models_with_model_level_composite_primary_key():
                 fields={
                     "order_id": Field(type="string", required=True),
                     "user_id": Field(type="string", required=True),
-                    "product_id": Field(type="string", required=True)
+                    "product_id": Field(type="string", required=True),
                 },
             )
         },
@@ -269,7 +269,7 @@ def test_to_dbt_models_with_single_column_primary_key():
                 fields={
                     "order_id": Field(type="string", required=True),
                     "user_id": Field(type="string", required=True),
-                    "product_id": Field(type="string", required=True)
+                    "product_id": Field(type="string", required=True),
                 },
             )
         },
diff --git a/tests/test_import_odcs_v3.py b/tests/test_import_odcs_v3.py
index 48976b07a..4b6a31e33 100644
--- a/tests/test_import_odcs_v3.py
+++ b/tests/test_import_odcs_v3.py
@@ -77,7 +77,8 @@ def test_import_odcs_without_logicaltype():
 
     # Write test file
     import tempfile
-    with tempfile.NamedTemporaryFile(mode='w', suffix='.yaml', delete=False) as f:
+
+    with tempfile.NamedTemporaryFile(mode="w", suffix=".yaml", delete=False) as f:
         f.write(odcs_yaml)
         temp_file = f.name
 

From 9a006f71732e1af356ea5f9290d8ec2cf337b815 Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Mon, 3 Nov 2025 08:26:42 +0100
Subject: [PATCH 045/150] ruff fixes

---
 datacontract/imports/unity_importer.py | 10 +++++-----
 tests/test_lint.py                     |  3 ++-
 tests/test_test_bigquery.py            |  4 +++-
 tests/test_test_dataframe.py           |  4 ++--
 4 files changed, 12 insertions(+), 9 deletions(-)

diff --git a/datacontract/imports/unity_importer.py b/datacontract/imports/unity_importer.py
index 973ddc7a2..ce657a393 100644
--- a/datacontract/imports/unity_importer.py
+++ b/datacontract/imports/unity_importer.py
@@ -92,11 +92,11 @@ def import_unity_from_api(
         host, token = os.getenv("DATACONTRACT_DATABRICKS_SERVER_HOSTNAME"), os.getenv("DATACONTRACT_DATABRICKS_TOKEN")
         # print(f"Databricks host: {host}, token: {'***' if token else 'not set'}")
         exception = DataContractException(
-                type="configuration",
-                name="Databricks configuration",
-                reason="",
-                engine="datacontract",
-            )
+            type="configuration",
+            name="Databricks configuration",
+            reason="",
+            engine="datacontract",
+        )
         if not profile and not host and not token:
             reason = "Either DATACONTRACT_DATABRICKS_PROFILE or both DATACONTRACT_DATABRICKS_SERVER_HOSTNAME and DATACONTRACT_DATABRICKS_TOKEN environment variables must be set"
             exception.reason = reason
diff --git a/tests/test_lint.py b/tests/test_lint.py
index 90e29eb41..30f1cde24 100644
--- a/tests/test_lint.py
+++ b/tests/test_lint.py
@@ -54,6 +54,7 @@ def test_lint_custom_schema():
 
     assert run.result == "passed"
 
+
 def test_lint_valid_odcs_schema():
     data_contract_file = "fixtures/lint/valid.odcs.yaml"
     data_contract = DataContract(data_contract_file=data_contract_file)
@@ -88,4 +89,4 @@ def test_lint_with_references():
 
     run = data_contract.lint()
 
-    assert run.result == "passed"
\ No newline at end of file
+    assert run.result == "passed"
diff --git a/tests/test_test_bigquery.py b/tests/test_test_bigquery.py
index 6c7eae40d..05eb723e8 100644
--- a/tests/test_test_bigquery.py
+++ b/tests/test_test_bigquery.py
@@ -48,7 +48,9 @@ def test_test_bigquery_complex_tables():
     reason="Requires DATACONTRACT_BIGQUERY_ACCOUNT_INFO_JSON_PATH to be set",
 )
 def test_test_bigquery_tablename_staring_with_number():
-    data_contract = DataContract(data_contract_file="fixtures/bigquery/datacontract_tablename_starting_with_number.odcs.yaml")
+    data_contract = DataContract(
+        data_contract_file="fixtures/bigquery/datacontract_tablename_starting_with_number.odcs.yaml"
+    )
 
     run = data_contract.test()
 
diff --git a/tests/test_test_dataframe.py b/tests/test_test_dataframe.py
index cbddb6529..69d4837cf 100644
--- a/tests/test_test_dataframe.py
+++ b/tests/test_test_dataframe.py
@@ -38,7 +38,7 @@ def spark(tmp_path_factory) -> Generator[SparkSession, Any, None]:
             "spark.jars.packages",
             "org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.5,org.apache.spark:spark-avro_2.12:3.5.5",
         )
-        .config('spark.driver.host', '127.0.0.1')
+        .config("spark.driver.host", "127.0.0.1")
         .master("local[*]")
         .config("spark.ui.enabled", False)
         .getOrCreate()
@@ -173,4 +173,4 @@ def _prepare_fail_dataframe(spark):
     df = spark.createDataFrame(data, schema=schema)
     # Create temporary view
     # Name must match the model name in the data contract
-    df.createOrReplaceTempView("my_table")
\ No newline at end of file
+    df.createOrReplaceTempView("my_table")

From 90e36927fac1dc8cad22cedd8ceaaa2683b76d88 Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Mon, 3 Nov 2025 08:31:29 +0100
Subject: [PATCH 046/150] Release 0.10.37

---
 CHANGELOG.md   | 9 +++++++++
 pyproject.toml | 2 +-
 2 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index af33bf5cf..56f76d053 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,8 +9,17 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Added
 
+
+### Fixed
+
+
+## [0.10.37] - 2025-11-03
+
+### Added
+
 - import: Support for nested arrays in odcs v3 importer
 - lint: ODCS schema is now checked before converting
+- --debug flag for all commands
 
 ### Fixed
 
diff --git a/pyproject.toml b/pyproject.toml
index 917f7a081..46e5dbbde 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.10.36"
+version = "0.10.37"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From 8c913883c785c400ab59e44f2272005567bc7438 Mon Sep 17 00:00:00 2001
From: Marco Steinke <49523050+MarcoSteinke@users.noreply.github.com>
Date: Mon, 3 Nov 2025 13:28:27 +0100
Subject: [PATCH 047/150] Support Oracle DB

Co-authored-by: Timo Loist 
---
 CHANGELOG.md                                  |   2 +
 README.md                                     |  46 +++++
 .../engines/soda/check_soda_execute.py        |   5 +
 .../engines/soda/connections/oracle.py        |  37 ++++
 datacontract/export/odcs_v3_exporter.py       |   7 +-
 datacontract/export/sql_type_converter.py     | 104 +++++++++++
 datacontract/imports/odcs_v3_importer.py      |   3 +
 pyproject.toml                                |   6 +-
 tests/fixtures/oracle/data/testcase.sql       |  41 +++++
 .../fixtures/oracle/datacontract-oracle.yaml  | 173 ++++++++++++++++++
 tests/test_test_oracle.py                     |  52 ++++++
 11 files changed, 474 insertions(+), 2 deletions(-)
 create mode 100644 datacontract/engines/soda/connections/oracle.py
 create mode 100644 tests/fixtures/oracle/data/testcase.sql
 create mode 100644 tests/fixtures/oracle/datacontract-oracle.yaml
 create mode 100644 tests/test_test_oracle.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 56f76d053..ead0c96f8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,6 +9,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Added
 
+- Support for Oracle Database (>= 19C)
+- Support for nested arrays in odcs v3 importer
 
 ### Fixed
 
diff --git a/README.md b/README.md
index a56c6fc8a..2ffe1398c 100644
--- a/README.md
+++ b/README.md
@@ -379,6 +379,7 @@ Supported server types:
 - [bigquery](#bigquery)
 - [azure](#azure)
 - [sqlserver](#sqlserver)
+- [oracle](#oracle)
 - [databricks](#databricks)
 - [databricks (programmatic)](#databricks-programmatic)
 - [dataframe (programmatic)](#dataframe-programmatic)
@@ -602,6 +603,51 @@ models:
 
 
 
+#### Oracle
+
+Data Contract CLI can test data in Oracle Database.
+
+##### Example
+
+datacontract.yaml
+```yaml
+servers:
+  oracle:
+    type: oracle
+    host: localhost
+    port: 1521
+    service_name: ORCL
+    schema: ADMIN
+models:
+  my_table_1: # corresponds to a table
+    type: table
+    fields:
+      my_column_1: # corresponds to a column
+        type: decimal
+        description: Decimal number
+      my_column_2: # corresponds to another column
+        type: text
+        description: Unicode text string
+        config:
+          oracleType: NVARCHAR2 # optional: can be used to explicitly define the type used in the database
+                                # if not set a default mapping will be used
+```
+
+##### Environment Variables
+
+These environment variable specify the credentials used by the datacontract tool to connect to the database.
+If you've started the database from a container, e.g. [oracle-free](https://hub.docker.com/r/gvenzl/oracle-free)
+this should match either `system` and what you specified as `ORACLE_PASSWORD` on the container or
+alternatively what you've specified under `APP_USER` and `APP_USER_PASSWORD`.
+
+| Environment Variable                             | Example    | Description                                  |
+|--------------------------------------------------|------------|----------------------------------------------|
+| `DATACONTRACT_ORACLE_USERNAME`                   | `system`   | Username                                     |
+| `DATACONTRACT_ORACLE_PASSWORD`                   | `0x162e53` | Password                                     |
+
+
+
+
 #### Databricks
 
 Works with Unity Catalog and Hive metastore.
diff --git a/datacontract/engines/soda/check_soda_execute.py b/datacontract/engines/soda/check_soda_execute.py
index 4f4f02a5f..0563999bd 100644
--- a/datacontract/engines/soda/check_soda_execute.py
+++ b/datacontract/engines/soda/check_soda_execute.py
@@ -3,6 +3,7 @@
 import uuid
 
 from datacontract.engines.soda.connections.athena import to_athena_soda_configuration
+from datacontract.engines.soda.connections.oracle import to_oracle_soda_configuration
 
 if typing.TYPE_CHECKING:
     from pyspark.sql import SparkSession
@@ -104,6 +105,10 @@ def check_soda_execute(
         soda_configuration_str = to_sqlserver_soda_configuration(server)
         scan.add_configuration_yaml_str(soda_configuration_str)
         scan.set_data_source_name(server.type)
+    elif server.type == "oracle":
+        soda_configuration_str = to_oracle_soda_configuration(server)
+        scan.add_configuration_yaml_str(soda_configuration_str)
+        scan.set_data_source_name(server.type)
     elif server.type == "trino":
         soda_configuration_str = to_trino_soda_configuration(server)
         scan.add_configuration_yaml_str(soda_configuration_str)
diff --git a/datacontract/engines/soda/connections/oracle.py b/datacontract/engines/soda/connections/oracle.py
new file mode 100644
index 000000000..dab06f37d
--- /dev/null
+++ b/datacontract/engines/soda/connections/oracle.py
@@ -0,0 +1,37 @@
+import os
+
+import yaml
+
+from datacontract.model.data_contract_specification import Server
+
+
+def to_oracle_soda_configuration(server: Server) -> str:
+    """Serialize server config to soda configuration.
+
+
+    ### Example:
+        type: oracle
+        host: database-1.us-east-1.rds.amazonaws.com
+        port: '1521'
+        username: simple
+        password: simple_pass
+        connectstring: database-1.us-east-1.rds.amazonaws.com:1521/ORCL (database is equal to service name at oracle)
+        schema: SYSTEM
+    """
+
+    service_name = server.service_name or server.database
+    # with service account key, using an external json file
+    soda_configuration = {
+        f"data_source {server.type}": {
+            "type": "oracle",
+            "host": server.host,
+            "port": str(server.port),
+            "username": os.getenv("DATACONTRACT_ORACLE_USERNAME", ""),
+            "password": os.getenv("DATACONTRACT_ORACLE_PASSWORD", ""),
+            "connectstring": f"{server.host}:{server.port}/{service_name}",
+            "schema": server.schema_,
+        }
+    }
+
+    soda_configuration_str = yaml.dump(soda_configuration)
+    return soda_configuration_str
diff --git a/datacontract/export/odcs_v3_exporter.py b/datacontract/export/odcs_v3_exporter.py
index 4dfe9e7f9..569e7bd0f 100644
--- a/datacontract/export/odcs_v3_exporter.py
+++ b/datacontract/export/odcs_v3_exporter.py
@@ -88,7 +88,10 @@ def to_odcs_v3(data_contract_spec: DataContractSpecification) -> OpenDataContrac
             if server_value.account is not None:
                 server.account = server_value.account
             if server_value.database is not None:
-                server.database = server_value.database
+                if server.type == "oracle":
+                    server.serviceName = server_value.database
+                else:
+                    server.database = server_value.database
             if server_value.schema_ is not None:
                 server.schema_ = server_value.schema_
             if server_value.format is not None:
@@ -224,6 +227,8 @@ def to_physical_type(config: Dict[str, Any]) -> str | None:
         return config["databricksType"]
     elif "physicalType" in config:
         return config["physicalType"]
+    elif "oracleType" in config:
+        return config["oracleType"]
     return None
 
 
diff --git a/datacontract/export/sql_type_converter.py b/datacontract/export/sql_type_converter.py
index fb39ca516..a8689e749 100644
--- a/datacontract/export/sql_type_converter.py
+++ b/datacontract/export/sql_type_converter.py
@@ -22,6 +22,8 @@ def convert_to_sql_type(field: Field, server_type: str) -> str:
         return convert_type_to_bigquery(field)
     elif server_type == "trino":
         return convert_type_to_trino(field)
+    elif server_type == "oracle":
+        return convert_type_to_oracle(field)
 
     return field.type
 
@@ -390,3 +392,105 @@ def convert_type_to_trino(field: Field) -> None | str:
         return "varbinary"
     if field_type in ["object", "record", "struct"]:
         return "json"
+
+
+def convert_type_to_oracle(field: Field) -> None | str:
+    """Convert from supported datacontract types to equivalent Oracle types
+
+    Oracle returns types WITH precision/scale/length through Soda, so we need to match that.
+    For example:
+    - NUMBER -> NUMBER (base types without precision return without it)
+    - TIMESTAMP -> TIMESTAMP(6) (Oracle default precision)
+    - CHAR -> CHAR (but may need explicit handling)
+
+    For fields that were created with specific Oracle types (like NCHAR, ROWID, BLOB),
+    users should use config.oracleType to override the default mapping.
+
+    Reference: https://docs.oracle.com/en/database/oracle/oracle-database/19/sqlrf/Data-Types.html
+    """
+    # config.oracleType always wins - use it as-is without stripping
+    if field.config and "oracleType" in field.config:
+        return field.config["oracleType"]
+
+    if field.config and "physicalType" in field.config:
+        return field.config["physicalType"]
+
+    field_type = field.type
+    if not field_type:
+        return None
+
+    field_type = field_type.lower()
+
+    # String types - default to NVARCHAR2 for strings
+    if field_type in ["string", "varchar"]:
+        return "NVARCHAR2"
+
+    if field_type == "text":
+        # text could be NVARCHAR2 or NCLOB depending on size
+        if field.config and field.config.get("large"):
+            return "NCLOB"
+        return "NVARCHAR2"
+
+    # Numeric types - NUMBER without precision (Oracle returns just NUMBER)
+    if field_type in ["number", "decimal", "numeric", "int", "integer", "long", "bigint", "smallint"]:
+        return "NUMBER"
+
+    # Float types - BINARY_FLOAT/BINARY_DOUBLE by default
+    if field_type == "float":
+        return "BINARY_FLOAT"
+
+    if field_type in ["double", "double precision"]:
+        return "BINARY_DOUBLE"
+
+    # Boolean - maps to CHAR
+    if field_type == "boolean":
+        return "CHAR"
+
+    # Temporal types - Oracle returns with precision
+    if field_type in ["timestamp_tz", "timestamp with time zone", "timestamptz"]:
+        return "TIMESTAMP(6) WITH TIME ZONE"
+
+    if field_type in ["timestamp_ntz", "timestamp", "timestamp without time zone"]:
+        return "TIMESTAMP(6)"
+
+    if field_type == "date":
+        return "DATE"
+
+    if field_type == "time":
+        # Oracle's INTERVAL DAY TO SECOND has default precision
+        return "INTERVAL DAY(0) TO SECOND(6)"
+
+    # Binary types
+    if field_type in ["bytes", "binary"]:
+        # Default to RAW for bytes
+        return "RAW"
+
+    # LOB types
+    if field_type == "blob":
+        return "BLOB"
+
+    if field_type == "nclob":
+        return "NCLOB"
+
+    if field_type == "clob":
+        return "CLOB"
+
+    # Oracle-specific types
+    if field_type == "bfile":
+        return "BFILE"
+
+    if field_type in ["long raw", "longraw"]:
+        return "LONG RAW"
+
+    if field_type == "rowid":
+        return "ROWID"
+
+    if field_type == "urowid":
+        return "UROWID"
+
+    # Complex/JSON types -> CLOB (emulated)
+    if field_type in ["array", "map", "object", "record", "struct", "variant", "json"]:
+        return "CLOB"
+
+    # Default to CLOB for unknown types
+    return "CLOB"
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index 69c6b001d..35951914e 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -128,6 +128,7 @@ def import_servers(odcs: OpenDataContractStandard) -> Dict[str, Server] | None:
         server.account = odcs_server.account
         server.database = odcs_server.database
         server.schema_ = odcs_server.schema_
+        server.service_name = odcs_server.serviceName
         server.host = odcs_server.host
         server.port = odcs_server.port
         server.catalog = odcs_server.catalog
@@ -313,6 +314,8 @@ def import_field_config(odcs_property: SchemaProperty, server_type=None) -> dict
             config["sqlserverType"] = physical_type
         elif server_type == "databricks":
             config["databricksType"] = physical_type
+        elif server_type == "oracle":
+            config["oracleType"] = physical_type
         else:
             config["physicalType"] = physical_type
 
diff --git a/pyproject.toml b/pyproject.toml
index 46e5dbbde..dab165f29 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -92,6 +92,10 @@ sqlserver = [
   "soda-core-sqlserver>=3.3.20,<3.6.0"
 ]
 
+oracle = [
+  "soda-core-oracle>=3.3.20,<3.6.0"
+]
+
 athena = [
   "soda-core-athena>=3.3.20,<3.6.0"
 ]
@@ -126,7 +130,7 @@ protobuf = [
 ]
 
 all = [
-  "datacontract-cli[kafka,bigquery,csv,excel,snowflake,postgres,databricks,sqlserver,s3,athena,trino,dbt,dbml,iceberg,parquet,rdf,api,protobuf]"
+  "datacontract-cli[kafka,bigquery,csv,excel,snowflake,postgres,databricks,sqlserver,s3,athena,trino,dbt,dbml,iceberg,parquet,rdf,api,protobuf,oracle]"
 ]
 
 # for development, we pin all libraries to an exact version
diff --git a/tests/fixtures/oracle/data/testcase.sql b/tests/fixtures/oracle/data/testcase.sql
new file mode 100644
index 000000000..4b58a16d5
--- /dev/null
+++ b/tests/fixtures/oracle/data/testcase.sql
@@ -0,0 +1,41 @@
+CREATE TABLE CHECKS_TESTCASE (
+  CTC_ID                            NUMBER PRIMARY KEY,               -- Primary key
+  DESCRIPTION                       VARCHAR2(30) NOT NULL,            -- Description
+  AMOUNT                            NUMBER(10),                       -- Amount purchased
+  QUALITY                           NUMBER,                           -- Percentage of checks passed
+  CUSTOM_ATTRIBUTES                 CLOB,                             -- Custom attributes
+	FIELD_VARCHAR                     VARCHAR2(100),                    -- Variable-length string
+  FIELD_NVARCHAR                    NVARCHAR2(100),                   -- Variable-length Unicode string
+  FIELD_NUMBER                      NUMBER,                           -- Number
+  FIELD_FLOAT                       FLOAT,                            -- Float
+  FIELD_DATE                        DATE,                             -- Date and Time down to second precision
+  FIELD_BINARY_FLOAT                BINARY_FLOAT,                     -- 32-bit floating point number
+  FIELD_BINARY_DOUBLE               BINARY_DOUBLE,                    -- 64-bit floating point number
+  FIELD_TIMESTAMP                   TIMESTAMP,                        -- Timestamp with fractional second precision of 6, no timezones
+  FIELD_TIMESTAMP_TZ                TIMESTAMP WITH TIME ZONE,         -- Timestamp with fractional second precision of 6, with timezones (TZ)
+  FIELD_TIMESTAMP_LTZ               TIMESTAMP WITH LOCAL TIME ZONE,   -- Timestamp with fractional second precision of 6, with local timezone (LTZ)
+  FIELD_INTERVAL_YEAR               INTERVAL YEAR TO MONTH,           -- Interval of time in years and months with default (2) precision
+  FIELD_INTERVAL_DAY                INTERVAL DAY TO SECOND,           -- Interval of time in days, hours, minutes and seconds with default (2 / 6) precision
+  FIELD_RAW                         RAW(1000),                        -- Large raw binary data
+  FIELD_ROWID                       ROWID,                            -- Base 64 string representing a unique row address
+  FIELD_UROWID                      UROWID,                           -- Base 64 string representing the logical address
+  FIELD_CHAR                        CHAR(10),                         -- Fixed-length string
+  FIELD_NCHAR                       NCHAR(10),                        -- Fixed-length Unicode string
+  FIELD_CLOB                        CLOB,                             -- Character large object
+  FIELD_NCLOB                       NCLOB,                            -- National character large object
+  FIELD_BLOB                        BLOB,                             -- Binary large object
+  FIELD_BFILE                       BFILE,                            -- Binary file
+  CONSTRAINT check_quality_is_percentage CHECK (quality BETWEEN 0 AND 100),
+  CONSTRAINT check_custom_attributes_is_json CHECK (CUSTOM_ATTRIBUTES IS JSON)
+);
+
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (1,   'One',   1, 100);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (2,   'Two',   2, 100);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (3, 'Three',   3, 100);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (4,  'Four',   4, 100);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (5,  'Five',   5, 100);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (6,   'Six',   6, 100);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (7, 'Seven', 100,  95);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY) VALUES (8, 'Eight',   8, 100);
+INSERT INTO CHECKS_TESTCASE (CTC_ID, DESCRIPTION, AMOUNT, QUALITY, CUSTOM_ATTRIBUTES)
+  VALUES (9, 'Nine',  50,  10, '{ "quality": "junk", "description": "Spare parts" }')
diff --git a/tests/fixtures/oracle/datacontract-oracle.yaml b/tests/fixtures/oracle/datacontract-oracle.yaml
new file mode 100644
index 000000000..c7e3a18b9
--- /dev/null
+++ b/tests/fixtures/oracle/datacontract-oracle.yaml
@@ -0,0 +1,173 @@
+dataContractSpecification: 1.2.1
+id: oracle
+info:
+  title: oracle
+  version: 0.0.1
+  owner: my-domain-team
+servers:
+  oracle:
+    type: oracle
+    host: localhost
+    port: __PORT__
+    service_name: FREEPDB1
+    schema: SYSTEM
+models:
+  checks_testcase:
+    type: table
+    fields:
+      CTC_ID:
+        type: number
+        description: Primary key
+        primaryKey: true
+        config:
+          oracleType: NUMBER
+      DESCRIPTION:
+        type: text
+        description: Decimal number
+        config:
+          oracleType: VARCHAR2
+      AMOUNT:
+        type: number
+        description: Amount purchased
+        config:
+          oracleType: NUMBER
+        quality:
+          - type: sql
+            description: There is a customer who bought a lot of items
+            query: SELECT {field} FROM {model} where {field} = 100
+            mustBeGreaterThan: 0
+      QUALITY:
+        type: number
+        description: Percentage of checks passed
+        config:
+          oracleType: NUMBER
+      CUSTOM_ATTRIBUTES:
+        type: text
+        description: Custom attributes
+        config:
+          oracleType: CLOB
+      FIELD_VARCHAR:
+        type: string
+        description: Variable-length string
+        maxLength: 100
+        config:
+          oracleType: VARCHAR
+        FIELD_NVARCHAR:
+          type: string
+          description: Variable-length Unicode string
+          maxLength: 100
+          config:
+            oracleType: VARCHAR
+        FIELD_NUMBER:
+          type: decimal
+          description: Number
+          config:
+            oracleType: DECIMAL
+        FIELD_FLOAT:
+          type: float
+          description: Float
+          config:
+            oracleType: FLOAT
+        FIELD_DATE:
+          type: date
+          description: Date and Time down to second precision
+          config:
+            oracleType: DATE
+        FIELD_BINARY_FLOAT:
+          type: bytes
+          description: 32-bit floating point number
+          config:
+            oracleType: BINARY_FLOAT
+        FIELD_BINARY_DOUBLE:
+          type: bytes
+          description: 64-bit floating point number
+          config:
+            oracleType: BINARY_DOUBLE
+        FIELD_TIMESTAMP:
+          type: timestamp_ntz
+          description: Timestamp with fractional second precision of 6, no timezones
+          config:
+            oracleType: TIMESTAMP
+        FIELD_TIMESTAMP_TZ:
+          type: timestamp_tz
+          description: Timestamp with fractional second precision of 6, with timezones
+            (TZ)
+          config:
+            oracleType: TIMESTAMPTZ
+        FIELD_TIMESTAMP_LTZ:
+          type: variant
+          description: Timestamp with fractional second precision of 6, with local timezone
+            (LTZ)
+          config:
+            oracleType: TIMESTAMPLTZ
+        FIELD_INTERVAL_YEAR:
+          type: int
+          description: Interval of time in years and months with default (2) precision
+          config:
+            oracleType: INTERVAL YEAR TO MONTH
+        FIELD_INTERVAL_DAY:
+          type: int
+          description: Interval of time in days, hours, minutes and seconds with default
+            (2 / 6) precision
+          config:
+            oracleType: INTERVAL DAY TO SECOND
+        FIELD_RAW:
+          type: variant
+          description: Large raw binary data
+          config:
+            oracleType: RAW(1000)
+        FIELD_ROWID:
+          type: variant
+          description: Base 64 string representing a unique row address
+          config:
+            oracleType: ROWID
+        FIELD_UROWID:
+          type: variant
+          description: Base 64 string representing the logical address
+          config:
+            oracleType: UROWID
+        FIELD_CHAR:
+          type: string
+          description: Fixed-length string
+          maxLength: 10
+          config:
+            oracleType: CHAR(10)
+        FIELD_NCHAR:
+          type: string
+          description: Fixed-length Unicode string
+          maxLength: 10
+          config:
+            oracleType: CHAR(10)
+        FIELD_CLOB:
+          type: string
+          description: Character large object
+          config:
+            oracleType: TEXT
+        FIELD_NCLOB:
+          type: variant
+          description: National character large object
+          config:
+            oracleType: NCLOB
+        FIELD_BLOB:
+          type: bytes
+          description: Binary large object
+          config:
+            oracleType: VARBINARY
+        FIELD_BFILE:
+          type: variant
+          description: Binary file
+          config:
+            oracleType: BFILE
+    quality:
+        - type: sql
+          description: Row Count
+          query: |
+            SELECT count(*) as row_count
+            FROM {model}
+          mustBeGreaterThan: 5
+        - type: sql
+          description: Quality must be high except in exceptional cases where junk spare parts are sold
+          query: |
+            SELECT ctc_id FROM CHECKS_TESTCASE ct
+            WHERE quality < 90
+            AND json_value(ct.CUSTOM_ATTRIBUTES, '$.quality') != 'junk'
diff --git a/tests/test_test_oracle.py b/tests/test_test_oracle.py
new file mode 100644
index 000000000..e27dbef01
--- /dev/null
+++ b/tests/test_test_oracle.py
@@ -0,0 +1,52 @@
+import pytest
+import sqlalchemy
+from oracledb import DatabaseError
+from testcontainers.oracle import OracleDbContainer
+
+from datacontract.data_contract import DataContract
+
+oracleContainer = OracleDbContainer("gvenzl/oracle-free:slim-faststart")
+ORACLE_SERVER_PORT: int = 1521
+
+@pytest.fixture(scope="module", autouse=True)
+def oracle_container(request):
+    oracleContainer.start()
+
+    def remove_container():
+        oracleContainer.stop()
+
+    request.addfinalizer(remove_container)
+
+
+def test_test_oracle_contract(oracle_container, monkeypatch):
+    monkeypatch.setenv("DATACONTRACT_ORACLE_USERNAME", "SYSTEM")
+    monkeypatch.setenv("DATACONTRACT_ORACLE_PASSWORD", oracleContainer.oracle_password)
+
+    _init_sql("fixtures/oracle/data/testcase.sql")
+
+    data_contract_str = _setup_datacontract("fixtures/oracle/datacontract-oracle.yaml")
+    data_contract = DataContract(data_contract_str=data_contract_str)
+
+    run = data_contract.test()
+
+    print(run)
+    assert run.result == "passed"
+    assert all(check.result == "passed" for check in run.checks)
+
+
+def _init_sql(sql_file_path):
+    with sqlalchemy.create_engine(oracleContainer.get_connection_url()).begin() as engine:
+        with engine.connection.cursor() as cursor:
+            with open(sql_file_path, "r") as sql_file:
+                for sql_command in sql_file.read().split(";"):
+                    try:
+                        cursor.execute(sql_command)
+                    except DatabaseError as e:
+                        print(f"Error executing SQL command: {e}", sql_command)
+
+def _setup_datacontract(datacontract):
+    with open(datacontract) as data_contract_file:
+        data_contract_str = data_contract_file.read()
+    port = oracleContainer.get_exposed_port(ORACLE_SERVER_PORT)
+    data_contract_str = data_contract_str.replace("__PORT__", str(port))
+    return data_contract_str

From a746b76f2fa0d4bff0c80348c1d4142a49bca43f Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 3 Nov 2025 13:34:47 +0100
Subject: [PATCH 048/150] Remove nested arrays support entry from changelog.

---
 CHANGELOG.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ead0c96f8..c6e0f8304 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,7 +10,6 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Added
 
 - Support for Oracle Database (>= 19C)
-- Support for nested arrays in odcs v3 importer
 
 ### Fixed
 

From 060ed5b0a9892440fc03e17a19c66d879e7b00ef Mon Sep 17 00:00:00 2001
From: Timo 
Date: Tue, 4 Nov 2025 13:03:05 +0000
Subject: [PATCH 049/150] Oracle ODCS Contract Test Example (#933)

---
 ...acle.yaml => datacontract-oracle-dcs.yaml} |   0
 .../oracle/datacontract-oracle-odcs.yaml      | 151 ++++++++++++++++++
 tests/test_test_oracle.py                     |  20 ++-
 3 files changed, 169 insertions(+), 2 deletions(-)
 rename tests/fixtures/oracle/{datacontract-oracle.yaml => datacontract-oracle-dcs.yaml} (100%)
 create mode 100644 tests/fixtures/oracle/datacontract-oracle-odcs.yaml

diff --git a/tests/fixtures/oracle/datacontract-oracle.yaml b/tests/fixtures/oracle/datacontract-oracle-dcs.yaml
similarity index 100%
rename from tests/fixtures/oracle/datacontract-oracle.yaml
rename to tests/fixtures/oracle/datacontract-oracle-dcs.yaml
diff --git a/tests/fixtures/oracle/datacontract-oracle-odcs.yaml b/tests/fixtures/oracle/datacontract-oracle-odcs.yaml
new file mode 100644
index 000000000..1709bc360
--- /dev/null
+++ b/tests/fixtures/oracle/datacontract-oracle-odcs.yaml
@@ -0,0 +1,151 @@
+apiVersion: v3.0.2
+kind: DataContract
+
+id: oracle
+name: oracle
+version: 0.0.1
+tenant: my-domain-team
+status: active
+
+servers:
+  - server: oracle
+    type: oracle
+    host: localhost
+    port: __PORT__
+    serviceName: FREEPDB1
+
+schema:
+  - name: checks_testcase
+    logicalType: object
+    physicalType: table
+    physicalName: checks_testcase
+    properties:
+      - name: CTC_ID
+        description: Primary key
+        primaryKey: true
+        logicalType: number
+        physicalType: NUMBER
+      - name: DESCRIPTION
+        description: Decimal number
+        logicalType: string
+        physicalType: VARCHAR2
+      - name: AMOUNT
+        description: Amount purchased
+        logicalType: number
+        physicalType: NUMBER
+        quality:
+          - type: sql
+            description: There is a customer who bought a lot of items
+            query: SELECT {field} FROM {model} where {field} = 100
+            mustBeGreaterThan: 0
+      - name: QUALITY
+        description: Percentage of checks passed
+        logicalType: number
+        physicalType: NUMBER
+      - name: CUSTOM_ATTRIBUTES
+        description: Custom attributes
+        physicalType: CLOB
+      - name: FIELD_VARCHAR
+        description: Variable-length string
+        logicalType: string
+        logicalTypeOptions: { maxLength: 100 }
+        physicalType: VARCHAR
+      - name: FIELD_NVARCHAR
+        description: Variable-length Unicode string
+        logicalType: string
+        logicalTypeOptions: { maxLength: 100 }
+        physicalType: NVARCHAR2
+      - name: FIELD_NUMBER
+        description: Number
+        logicalType: number
+        physicalType: NUMBER
+      - name: FIELD_FLOAT
+        description: Float
+        logicalType: number
+        physicalType: FLOAT
+      - name: FIELD_DATE
+        description: Date and Time down to second precision
+        logicalType: date
+        physicalType: DATE
+      - name: FIELD_BINARY_FLOAT
+        description: 32-bit floating point number
+        logicalType: number
+        physicalType: BINARY_FLOAT
+      - name: FIELD_BINARY_DOUBLE
+        description: 64-bit floating point number
+        logicalType: number
+        physicalType: BINARY_DOUBLE
+      - name: FIELD_TIMESTAMP
+        description: Timestamp with fractional second precision of 6, no timezones
+        logicalType: date
+        physicalType: TIMESTAMP(6)
+      - name: FIELD_TIMESTAMP_TZ
+        description: Timestamp with fractional second precision of 6, with timezones
+            (TZ)
+        logicalType: date
+        physicalType: TIMESTAMP(6) WITH TIME ZONE
+      - name: FIELD_TIMESTAMP_LTZ
+        description: Timestamp with fractional second precision of 6, with local timezone
+            (LTZ)
+        logicalType: date
+        physicalType: TIMESTAMP(6) WITH LOCAL TIME ZONE
+      - name: FIELD_INTERVAL_YEAR
+        description: Interval of time in years and months with default (2) precision
+        logicalType: integer
+        physicalType: INTERVAL YEAR(2) TO MONTH
+      - name: FIELD_INTERVAL_DAY
+        description: Interval of time in days, hours, minutes and seconds with default
+            (2 / 6) precision
+        logicalType: integer
+        physicalType: INTERVAL DAY(2) TO SECOND(6)
+      - name: FIELD_RAW
+        description: Large raw binary data
+        logicalType: object
+        physicalType: RAW
+      - name: FIELD_ROWID
+        description: Base 64 string representing a unique row address
+        logicalType: object
+        physicalType: ROWID
+      - name: FIELD_UROWID
+        description: Base 64 string representing a unique row address
+        logicalType: object
+        physicalType: UROWID
+      - name: FIELD_CHAR
+        description: Fixed-length string
+        logicalType: string
+        logicalTypeOptions: { minLength: 10, maxLength: 10 }
+        physicalType: CHAR
+      - name: FIELD_NCHAR
+        description: Fixed-length string
+        logicalType: string
+        logicalTypeOptions: { minLength: 10, maxLength: 10 }
+        physicalType: NCHAR
+      - name: FIELD_CLOB
+        description: Character large object
+        logicalType: string
+        physicalType: CLOB
+      - name: FIELD_NCLOB
+        description: National character large object
+        logicalType: string
+        physicalType: NCLOB
+      - name: FIELD_BLOB
+        description: Binary large object
+        logicalType: object
+        physicalType: BLOB
+      - name: FIELD_BFILE
+        description: Binary file
+        logicalType: object
+        physicalType: BFILE
+    quality:
+        - type: sql
+          description: Row Count
+          query: |
+            SELECT count(*) as row_count
+            FROM {model}
+          mustBeGreaterThan: 5
+        - type: sql
+          description: Quality must be high except in exceptional cases where junk spare parts are sold
+          query: |
+            SELECT ctc_id FROM CHECKS_TESTCASE ct
+            WHERE quality < 90
+            AND json_value(ct.CUSTOM_ATTRIBUTES, '$.quality') != 'junk'
diff --git a/tests/test_test_oracle.py b/tests/test_test_oracle.py
index e27dbef01..310c3d45e 100644
--- a/tests/test_test_oracle.py
+++ b/tests/test_test_oracle.py
@@ -18,13 +18,29 @@ def remove_container():
     request.addfinalizer(remove_container)
 
 
-def test_test_oracle_contract(oracle_container, monkeypatch):
+def test_test_oracle_contract_dcs(oracle_container, monkeypatch):
     monkeypatch.setenv("DATACONTRACT_ORACLE_USERNAME", "SYSTEM")
     monkeypatch.setenv("DATACONTRACT_ORACLE_PASSWORD", oracleContainer.oracle_password)
 
     _init_sql("fixtures/oracle/data/testcase.sql")
 
-    data_contract_str = _setup_datacontract("fixtures/oracle/datacontract-oracle.yaml")
+    data_contract_str = _setup_datacontract("fixtures/oracle/datacontract-oracle-dcs.yaml")
+    data_contract = DataContract(data_contract_str=data_contract_str)
+
+    run = data_contract.test()
+
+    print(run)
+    assert run.result == "passed"
+    assert all(check.result == "passed" for check in run.checks)
+
+
+def test_test_oracle_contract_odcs(oracle_container, monkeypatch):
+    monkeypatch.setenv("DATACONTRACT_ORACLE_USERNAME", "SYSTEM")
+    monkeypatch.setenv("DATACONTRACT_ORACLE_PASSWORD", oracleContainer.oracle_password)
+
+    _init_sql("fixtures/oracle/data/testcase.sql")
+
+    data_contract_str = _setup_datacontract("fixtures/oracle/datacontract-oracle-odcs.yaml")
     data_contract = DataContract(data_contract_str=data_contract_str)
 
     run = data_contract.test()

From 90bca4293bfeb7170fd5d502d39c7ad145c17482 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 5 Nov 2025 12:41:00 +0100
Subject: [PATCH 050/150] chore(deps-dev): bump pyiceberg from 0.9.1 to 0.10.0
 (#928)

Bumps [pyiceberg](https://github.com/apache/iceberg-python) from 0.9.1 to 0.10.0.
- [Release notes](https://github.com/apache/iceberg-python/releases)
- [Commits](https://github.com/apache/iceberg-python/compare/pyiceberg-0.9.1...pyiceberg-0.10.0)

---
updated-dependencies:
- dependency-name: pyiceberg
  dependency-version: 0.10.0
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index dab165f29..aedf9f5bf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -65,7 +65,7 @@ databricks = [
 ]
 
 iceberg = [
-  "pyiceberg==0.9.1"
+  "pyiceberg==0.10.0"
 ]
 
 kafka = [

From 724b583d0466ae7656963842881e25e2b6c182f7 Mon Sep 17 00:00:00 2001
From: Damien Maresma <136118865+dmaresma@users.noreply.github.com>
Date: Wed, 5 Nov 2025 14:27:22 -0500
Subject: [PATCH 051/150] inject anchor href link id on schema.name or
 physcialName (#932)

* inject anchor href link id on schema.name or physcialName

* inject anchor href link id on schema.name or physcialName

* fix
---
 datacontract/templates/datacontract_odcs.html | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/datacontract/templates/datacontract_odcs.html b/datacontract/templates/datacontract_odcs.html
index adc05d928..682a40758 100644
--- a/datacontract/templates/datacontract_odcs.html
+++ b/datacontract/templates/datacontract_odcs.html
@@ -282,10 +282,10 @@ 

                         
                           {% if schema.name %}
-                          {{ schema.name }}
+                          {{ schema.name }}
                           {% endif %}
                           {% if schema.physicalName and schema.physicalName != schema.name %}
-                          ({{ schema.physicalName }})
+                          ({{ schema.physicalName }})
                           {% endif %}
                           {{ schema.physicalType or schema.logicalType }}

From 050ccd5e225d5bf273cefa69ac06944adf05c739 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 10 Nov 2025 13:26:57 +0100
Subject: [PATCH 052/150] chore(deps-dev): update pre-commit requirement (#938)

Updates the requirements on [pre-commit](https://github.com/pre-commit/pre-commit) to permit the latest version.
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v3.7.1...v4.4.0)

---
updated-dependencies:
- dependency-name: pre-commit
  dependency-version: 4.4.0
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index aedf9f5bf..d6f804ea3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -140,7 +140,7 @@ dev = [
   "kafka-python",
   "moto==5.1.13",
   "pandas>=2.1.0",
-  "pre-commit>=3.7.1,<4.4.0",
+  "pre-commit>=3.7.1,<4.5.0",
   "pytest",
   "pytest-xdist",
   "pymssql==2.3.8",

From c858171220997b566631285cac13799094e63c6c Mon Sep 17 00:00:00 2001
From: Jonathan Axon 
Date: Mon, 10 Nov 2025 12:27:37 +0000
Subject: [PATCH 053/150] Correct name of session token YAML key to match Soda
 expectations for Athena (#934) (#935)

Co-authored-by: jonaxonCUPA 
---
 CHANGELOG.md                                    | 1 +
 datacontract/engines/soda/connections/athena.py | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c6e0f8304..06db9dd59 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Athena: Now correctly uses the (optional) AWS session token specified in the `DATACONTRACT_S3_SESSION_TOKEN' environment variable when testing contracts (#934)
 
 ## [0.10.37] - 2025-11-03
 
diff --git a/datacontract/engines/soda/connections/athena.py b/datacontract/engines/soda/connections/athena.py
index 8272e3e30..0de865dbf 100644
--- a/datacontract/engines/soda/connections/athena.py
+++ b/datacontract/engines/soda/connections/athena.py
@@ -71,7 +71,7 @@ def to_athena_soda_configuration(server):
         data_source["catalog"] = server.catalog
 
     if s3_session_token:
-        data_source["aws_session_token"] = s3_session_token
+        data_source["session_token"] = s3_session_token
 
     soda_configuration = {f"data_source {server.type}": data_source}
 

From da16f7d0ebb68b25b401404ec1cbd622823cde74 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Tue, 11 Nov 2025 09:35:48 +0100
Subject: [PATCH 054/150] Bump version to 0.10.38 and update changelog with
 Oracle Database support (>= 19C) addition.

---
 CHANGELOG.md   | 3 +++
 pyproject.toml | 2 +-
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 06db9dd59..5eb2a0c6b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+
+## [0.10.38] - 2025-11-11
+
 ### Added
 
 - Support for Oracle Database (>= 19C)
diff --git a/pyproject.toml b/pyproject.toml
index d6f804ea3..a24d615cd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.10.37"
+version = "0.10.38"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From e2e8c87c94378f54d37a9352d8410913c2a1a7e8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Maximilian=20R=C3=BCnz?=
 <32196397+MaxRuenz@users.noreply.github.com>
Date: Tue, 11 Nov 2025 12:23:09 +0100
Subject: [PATCH 055/150] Import composite primary keys from odcs (#931)

---
 CHANGELOG.md                                  |  3 +
 datacontract/imports/odcs_v3_importer.py      | 13 ++++
 .../odcs_v3/adventureworks.datacontract.yml   | 77 +++++++++++++++++++
 3 files changed, 93 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5eb2a0c6b..dccf2a8fb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Fixed
+
+- Import composite primary keys from open data contract spec
 
 ## [0.10.38] - 2025-11-11
 
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index 35951914e..a1733fe0a 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -197,6 +197,17 @@ def get_server_type(odcs: OpenDataContractStandard) -> str | None:
     return server.type
 
 
+def get_composite_primary_keys(properties: List[SchemaProperty]) -> list[str]:
+    primary_keys = [
+        (property.name, property.primaryKeyPosition)
+        for property in properties
+        if property.name and property.primaryKey is not None and property.primaryKey
+    ]
+
+    primary_keys.sort(key=lambda x: x[1] or -1)
+    return [name for name, _ in primary_keys]
+
+
 def import_models(odcs: Any) -> Dict[str, Model]:
     custom_type_mappings = get_custom_type_mappings(odcs.customProperties)
 
@@ -214,6 +225,8 @@ def import_models(odcs: Any) -> Dict[str, Model]:
             tags=odcs_schema.tags if odcs_schema.tags is not None else None,
         )
         model.fields = import_fields(odcs_schema.properties, custom_type_mappings, server_type=get_server_type(odcs))
+        if has_composite_primary_key(odcs_properties=odcs_schema.properties):
+            model.primaryKey = get_composite_primary_keys(odcs_schema.properties)
         if odcs_schema.quality is not None:
             model.quality = convert_quality_list(odcs_schema.quality)
         model.title = schema_name
diff --git a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml b/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
index 99a0686c3..d5698778a 100644
--- a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
+++ b/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
@@ -239,6 +239,11 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - departmentid
+      - shiftid
+      - startdate
   employeepayhistory:
     description: Employee pay history.
     type: table
@@ -283,6 +288,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - ratechangedate
   jobcandidate:
     description: Résumés submitted to Human Resources by job applicants.
     type: table
@@ -572,6 +580,10 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - addressid
+      - addresstypeid
   businessentitycontact:
     description: Cross-reference table mapping stores, vendors, and employees to people
     type: table
@@ -615,6 +627,10 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - personid
+      - contacttypeid
   contacttype:
     description: Lookup table containing the types of business entity contacts.
     type: table
@@ -722,6 +738,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - emailaddressid
   password:
     description: One way hashed authentication information
     type: table
@@ -936,6 +955,10 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - phonenumber
+      - phonenumbertypeid
   phonenumbertype:
     description: Type of phone number of a person.
     type: table
@@ -1677,6 +1700,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - productid
+      - startdate
   productdescription:
     description: Product descriptions in several languages.
     type: table
@@ -1744,6 +1770,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: varchar[2147483647]
+    primaryKey:
+      - productid
+      - documentnode
   productinventory:
     description: Product inventory information.
     type: table
@@ -1803,6 +1832,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - productid
+      - locationid
   productlistpricehistory:
     description: Changes in the list price of a product over time.
     type: table
@@ -1847,6 +1879,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - productid
+      - startdate
   productmodel:
     description: Product model classification.
     type: table
@@ -1932,6 +1967,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - productmodelid
+      - illustrationid
   productmodelproductdescriptionculture:
     description: Cross-reference table mapping product descriptions and the language
       the description is written in.
@@ -1969,6 +2007,10 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - productmodelid
+      - productdescriptionid
+      - cultureid
   productphoto:
     description: Product images.
     type: table
@@ -2064,6 +2106,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - productid
+      - productphotoid
   productreview:
     description: Customer reviews of products they have purchased.
     type: table
@@ -2610,6 +2655,10 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - workorderid
+      - productid
+      - operationsequence
   productvendor:
     description: Cross-reference table mapping vendors with the products they supply.
     type: table
@@ -2703,6 +2752,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - productid
+      - businessentityid
   purchaseorderdetail:
     description: Individual products associated with a specific purchase order. See
       PurchaseOrderHeader.
@@ -2780,6 +2832,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - purchaseorderid
+      - purchaseorderdetailid
   purchaseorderheader:
     description: General purchase order information. See PurchaseOrderDetail.
     type: table
@@ -3061,6 +3116,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - countryregioncode
+      - currencycode
   creditcard:
     description: Customer credit card information.
     type: table
@@ -3304,6 +3362,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - creditcardid
   salesorderdetail:
     description: Individual products associated with a specific sales order. See SalesOrderHeader.
     type: table
@@ -3387,6 +3448,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - salesorderid
+      - salesorderdetailid
   salesorderheader:
     description: General sales order information.
     type: table
@@ -3646,6 +3710,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - salesorderid
+      - salesreasonid
   salesperson:
     description: Sales representative current information.
     type: table
@@ -3773,6 +3840,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - quotadate
   salesreason:
     description: Lookup table of customer purchase reasons.
     type: table
@@ -4026,6 +4096,10 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - businessentityid
+      - territoryid
+      - startdate
   shoppingcartitem:
     description: Contains online customer orders until the order is submitted or cancelled.
     type: table
@@ -4221,6 +4295,9 @@ models:
           criticalDataElement: false
           partitioned: false
           physicalType: timestamp
+    primaryKey:
+      - specialofferid
+      - productid
   store:
     description: Customers (resellers) of Adventure Works products.
     type: table

From 77ceaa28b3f026c25df4bd96ba81401fd3ba11de Mon Sep 17 00:00:00 2001
From: "Dr. Simon Harrer" 
Date: Wed, 12 Nov 2025 09:49:34 +0100
Subject: [PATCH 056/150] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 2ffe1398c..90a63db03 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
   Slack Status
 

 
-The `datacontract` CLI is an open-source command-line tool for working with data contracts.
+The `datacontract` CLI is a popular and [recognized](https://www.thoughtworks.com/en-de/radar/tools/summary/data-contract-cli) open-source command-line tool for working with data contracts.
 It uses data contract YAML files as [Data Contract Specification](https://datacontract.com/) or [ODCS](https://bitol-io.github.io/open-data-contract-standard/latest/) to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library.
 
 ![Main features of the Data Contract CLI](datacontractcli.png)

From 3e3a91dffca5ace251009056f6e4863acab94519 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 12 Nov 2025 11:00:42 +0100
Subject: [PATCH 057/150] chore(deps-dev): update databricks-sdk requirement
 (#939)

Updates the requirements on [databricks-sdk](https://github.com/databricks/databricks-sdk-py) to permit the latest version.
- [Release notes](https://github.com/databricks/databricks-sdk-py/releases)
- [Changelog](https://github.com/databricks/databricks-sdk-py/blob/main/CHANGELOG.md)
- [Commits](https://github.com/databricks/databricks-sdk-py/compare/v0.0.1...v0.73.0)

---
updated-dependencies:
- dependency-name: databricks-sdk
  dependency-version: 0.73.0
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index a24d615cd..8f1af82c8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -60,7 +60,7 @@ databricks = [
   "soda-core-spark-df>=3.3.20,<3.6.0",
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
   "databricks-sql-connector>=3.7.0,<4.2.0",
-  "databricks-sdk<0.68.0",
+  "databricks-sdk<0.74.0",
   "pyspark>=3.5.5,<4.0.0",
 ]
 

From 58b5f7224aed7fd2ec37378a2de769379019ad30 Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Mon, 17 Nov 2025 14:09:12 +0100
Subject: [PATCH 058/150] Support entropy data env variables

---
 .../{datamesh_manager.py => entropy_data.py}  | 80 ++++++++++++++-----
 datacontract/lint/urls.py                     | 20 ++++-
 ...ger.py => test_integration_entropydata.py} |  4 +-
 tests/test_test_oracle.py                     |  2 +
 4 files changed, 81 insertions(+), 25 deletions(-)
 rename datacontract/integration/{datamesh_manager.py => entropy_data.py} (54%)
 rename tests/{test_integration_datameshmanager.py => test_integration_entropydata.py} (74%)

diff --git a/datacontract/integration/datamesh_manager.py b/datacontract/integration/entropy_data.py
similarity index 54%
rename from datacontract/integration/datamesh_manager.py
rename to datacontract/integration/entropy_data.py
index 52020bf02..fc5088693 100644
--- a/datacontract/integration/datamesh_manager.py
+++ b/datacontract/integration/entropy_data.py
@@ -1,4 +1,5 @@
 import os
+from urllib.parse import urlparse
 
 import requests
 
@@ -10,19 +11,15 @@
 
 def publish_test_results_to_datamesh_manager(run: Run, publish_url: str, ssl_verification: bool):
     try:
+        host = publish_url
         if publish_url is None:
             # this url supports Data Mesh Manager and Data Contract Manager
-            url = "https://api.datamesh-manager.com/api/test-results"
+            host = _get_host()
+            url = "%s/api/test-results" % host
         else:
             url = publish_url
 
-        api_key = os.getenv("DATAMESH_MANAGER_API_KEY")
-        if api_key is None:
-            api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY")
-        if api_key is None:
-            raise Exception(
-                "Cannot publish run results, as DATAMESH_MANAGER_API_KEY nor DATACONTRACT_MANAGER_API_KEY are not set"
-            )
+        api_key = _get_api_key()
 
         if run.dataContractId is None:
             raise Exception("Cannot publish run results for unknown data contract ID")
@@ -39,7 +36,8 @@ def publish_test_results_to_datamesh_manager(run: Run, publish_url: str, ssl_ver
         # print("Status Code:", response.status_code)
         # print("Response Body:", response.text)
         if response.status_code != 200:
-            run.log_error(f"Error publishing test results to Data Mesh Manager: {response.text}")
+            display_host = _extract_hostname(host)
+            run.log_error(f"Error publishing test results to {display_host}: {response.text}")
             return
         run.log_info("Published test results successfully")
 
@@ -53,16 +51,8 @@ def publish_test_results_to_datamesh_manager(run: Run, publish_url: str, ssl_ver
 
 def publish_data_contract_to_datamesh_manager(data_contract_dict: dict, ssl_verification: bool):
     try:
-        api_key = os.getenv("DATAMESH_MANAGER_API_KEY")
-        host = "https://api.datamesh-manager.com"
-        if os.getenv("DATAMESH_MANAGER_HOST") is not None:
-            host = os.getenv("DATAMESH_MANAGER_HOST")
-        if api_key is None:
-            api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY")
-        if api_key is None:
-            raise Exception(
-                "Cannot publish data contract, as neither DATAMESH_MANAGER_API_KEY nor DATACONTRACT_MANAGER_API_KEY is set"
-            )
+        api_key = _get_api_key()
+        host = _get_host()
         headers = {"Content-Type": "application/json", "x-api-key": api_key}
         id = data_contract_dict["id"]
         url = f"{host}/api/datacontracts/{id}"
@@ -73,7 +63,8 @@ def publish_data_contract_to_datamesh_manager(data_contract_dict: dict, ssl_veri
             verify=ssl_verification,
         )
         if response.status_code != 200:
-            print(f"Error publishing data contract to Data Mesh Manager: {response.text}")
+            display_host = _extract_hostname(host)
+            print(f"Error publishing data contract to {display_host}: {response.text}")
             exit(1)
 
         print("✅ Published data contract successfully")
@@ -84,3 +75,52 @@ def publish_data_contract_to_datamesh_manager(data_contract_dict: dict, ssl_veri
 
     except Exception as e:
         print(f"Failed publishing data contract. Error: {str(e)}")
+
+
+def _get_api_key() -> str:
+    """
+    Get API key from environment variables with fallback priority:
+    1. ENTROPY_DATA_API_KEY
+    2. DATAMESH_MANAGER_API_KEY
+    3. DATACONTRACT_MANAGER_API_KEY
+    """
+    api_key = os.getenv("ENTROPY_DATA_API_KEY")
+    if api_key is None:
+        api_key = os.getenv("DATAMESH_MANAGER_API_KEY")
+    if api_key is None:
+        api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY")
+    if api_key is None:
+        raise Exception(
+            "Cannot publish, as neither ENTROPY_DATA_API_KEY, DATAMESH_MANAGER_API_KEY, nor DATACONTRACT_MANAGER_API_KEY is set"
+        )
+    return api_key
+
+
+def _get_host() -> str:
+    """
+    Get host from environment variables with fallback priority:
+    1. ENTROPY_DATA_HOST
+    2. DATAMESH_MANAGER_HOST
+    3. DATACONTRACT_MANAGER_HOST
+    4. Default: https://api.entropy-data.com
+    """
+    host = os.getenv("ENTROPY_DATA_HOST")
+    if host is None:
+        host = os.getenv("DATAMESH_MANAGER_HOST")
+    if host is None:
+        host = os.getenv("DATACONTRACT_MANAGER_HOST")
+    if host is None:
+        host = "https://api.entropy-data.com"
+    return host
+
+
+def _extract_hostname(url: str) -> str:
+    """
+    Extract the hostname (including subdomains and top-level domain) from a URL.
+
+    Examples:
+    - https://app.entropy-data.com/path -> app.entropy-data.com
+    - http://api.example.com:8080/api -> api.example.com
+    """
+    parsed = urlparse(url)
+    return parsed.netloc.split(":")[0] if parsed.netloc else url
diff --git a/datacontract/lint/urls.py b/datacontract/lint/urls.py
index 6279e6187..ce943118e 100644
--- a/datacontract/lint/urls.py
+++ b/datacontract/lint/urls.py
@@ -28,10 +28,22 @@ def fetch_resource(url: str):
 def _set_api_key(headers, url):
     hostname = urlparse(url).hostname
 
+    entropy_data_api_key = os.getenv("ENTROPY_DATA_API_KEY")
     datamesh_manager_api_key = os.getenv("DATAMESH_MANAGER_API_KEY")
     datacontract_manager_api_key = os.getenv("DATACONTRACT_MANAGER_API_KEY")
 
-    if hostname == "datamesh-manager.com" or hostname.endswith(".datamesh-manager.com"):
+    if hostname == "entropy-data.com" or hostname.endswith(".entropy-data.com"):
+        if entropy_data_api_key is None or entropy_data_api_key == "":
+            print("Error: Entropy Data API key is not set. Set env variable ENTROPY_DATA_API_KEY.")
+            raise DataContractException(
+                type="lint",
+                name=f"Reading data contract from {url}",
+                reason="Error: Entropy Data API key is not set. Set env variable ENTROPY_DATA_API_KEY.",
+                engine="datacontract",
+                result="error",
+            )
+        headers["x-api-key"] = entropy_data_api_key
+    elif hostname == "datamesh-manager.com" or hostname.endswith(".datamesh-manager.com"):
         if datamesh_manager_api_key is None or datamesh_manager_api_key == "":
             print("Error: Data Mesh Manager API key is not set. Set env variable DATAMESH_MANAGER_API_KEY.")
             raise DataContractException(
@@ -54,7 +66,9 @@ def _set_api_key(headers, url):
             )
         headers["x-api-key"] = datacontract_manager_api_key
 
-    if datamesh_manager_api_key is not None and datamesh_manager_api_key != "":
-        headers["x-api-key"] = datamesh_manager_api_key
     if datacontract_manager_api_key is not None and datacontract_manager_api_key != "":
         headers["x-api-key"] = datacontract_manager_api_key
+    if datamesh_manager_api_key is not None and datamesh_manager_api_key != "":
+        headers["x-api-key"] = datamesh_manager_api_key
+    if entropy_data_api_key is not None and entropy_data_api_key != "":
+        headers["x-api-key"] = entropy_data_api_key
diff --git a/tests/test_integration_datameshmanager.py b/tests/test_integration_entropydata.py
similarity index 74%
rename from tests/test_integration_datameshmanager.py
rename to tests/test_integration_entropydata.py
index 60e9b65d5..931760cc1 100644
--- a/tests/test_integration_datameshmanager.py
+++ b/tests/test_integration_entropydata.py
@@ -15,8 +15,8 @@
 )
 def test_remote_data_contract():
     data_contract = DataContract(
-        data_contract_file="https://app.datamesh-manager.com/checker1/datacontracts/verbraucherpreisindex-61111-0002zzz",
-        publish_url="https://api.datamesh-manager.com/api/test-results",
+        data_contract_file="https://app.entropy-data.com/checker1/datacontracts/verbraucherpreisindex-61111-0002zzz",
+        publish_url="https://api.entropy-data.com/api/test-results",
     )
 
     run = data_contract.test()
diff --git a/tests/test_test_oracle.py b/tests/test_test_oracle.py
index 310c3d45e..01cb6c0de 100644
--- a/tests/test_test_oracle.py
+++ b/tests/test_test_oracle.py
@@ -8,6 +8,7 @@
 oracleContainer = OracleDbContainer("gvenzl/oracle-free:slim-faststart")
 ORACLE_SERVER_PORT: int = 1521
 
+
 @pytest.fixture(scope="module", autouse=True)
 def oracle_container(request):
     oracleContainer.start()
@@ -60,6 +61,7 @@ def _init_sql(sql_file_path):
                     except DatabaseError as e:
                         print(f"Error executing SQL command: {e}", sql_command)
 
+
 def _setup_datacontract(datacontract):
     with open(datacontract) as data_contract_file:
         data_contract_str = data_contract_file.read()

From 950a79a8df9d895138100097cbb0371f8e06751a Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Thu, 20 Nov 2025 11:40:09 +0100
Subject: [PATCH 059/150] Fix tests

---
 datacontract/cli.py                      | 6 +++---
 datacontract/data_contract.py            | 2 +-
 datacontract/integration/entropy_data.py | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/datacontract/cli.py b/datacontract/cli.py
index 23cdd97e8..599411922 100644
--- a/datacontract/cli.py
+++ b/datacontract/cli.py
@@ -15,8 +15,8 @@
 from datacontract.data_contract import DataContract, ExportFormat
 from datacontract.imports.importer import ImportFormat, Spec
 from datacontract.init.init_template import get_init_template
-from datacontract.integration.datamesh_manager import (
-    publish_data_contract_to_datamesh_manager,
+from datacontract.integration.entropy_data import (
+    publish_data_contract_to_entropy_data,
 )
 from datacontract.lint.resolve import resolve_data_contract_dict
 from datacontract.model.exceptions import DataContractException
@@ -406,7 +406,7 @@ def publish(
     """
     enable_debug_logging(debug)
 
-    publish_data_contract_to_datamesh_manager(
+    publish_data_contract_to_entropy_data(
         data_contract_dict=resolve_data_contract_dict(location),
         ssl_verification=ssl_verification,
     )
diff --git a/datacontract/data_contract.py b/datacontract/data_contract.py
index 768684c62..8a90e06cb 100644
--- a/datacontract/data_contract.py
+++ b/datacontract/data_contract.py
@@ -24,7 +24,7 @@
 from datacontract.export.exporter_factory import exporter_factory
 from datacontract.imports.importer_factory import importer_factory
 from datacontract.init.init_template import get_init_template
-from datacontract.integration.datamesh_manager import publish_test_results_to_datamesh_manager
+from datacontract.integration.entropy_data import publish_test_results_to_datamesh_manager
 from datacontract.lint import resolve
 from datacontract.model.data_contract_specification import DataContractSpecification, Info
 from datacontract.model.exceptions import DataContractException
diff --git a/datacontract/integration/entropy_data.py b/datacontract/integration/entropy_data.py
index fc5088693..2f7e90a5b 100644
--- a/datacontract/integration/entropy_data.py
+++ b/datacontract/integration/entropy_data.py
@@ -9,7 +9,7 @@
 RESPONSE_HEADER_LOCATION_HTML = "location-html"
 
 
-def publish_test_results_to_datamesh_manager(run: Run, publish_url: str, ssl_verification: bool):
+def publish_test_results_to_entropy_data(run: Run, publish_url: str, ssl_verification: bool):
     try:
         host = publish_url
         if publish_url is None:
@@ -49,7 +49,7 @@ def publish_test_results_to_datamesh_manager(run: Run, publish_url: str, ssl_ver
         run.log_error(f"Failed publishing test results. Error: {str(e)}")
 
 
-def publish_data_contract_to_datamesh_manager(data_contract_dict: dict, ssl_verification: bool):
+def publish_data_contract_to_entropy_data(data_contract_dict: dict, ssl_verification: bool):
     try:
         api_key = _get_api_key()
         host = _get_host()

From fb453ccc80e837f58bcf4f10b6eb4159effccd37 Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Thu, 20 Nov 2025 11:44:06 +0100
Subject: [PATCH 060/150] Fix tests

---
 datacontract/data_contract.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/datacontract/data_contract.py b/datacontract/data_contract.py
index 8a90e06cb..49af56942 100644
--- a/datacontract/data_contract.py
+++ b/datacontract/data_contract.py
@@ -24,7 +24,7 @@
 from datacontract.export.exporter_factory import exporter_factory
 from datacontract.imports.importer_factory import importer_factory
 from datacontract.init.init_template import get_init_template
-from datacontract.integration.entropy_data import publish_test_results_to_datamesh_manager
+from datacontract.integration.entropy_data import publish_test_results_to_entropy_data
 from datacontract.lint import resolve
 from datacontract.model.data_contract_specification import DataContractSpecification, Info
 from datacontract.model.exceptions import DataContractException
@@ -151,7 +151,7 @@ def test(self) -> Run:
         run.finish()
 
         if self._publish_url is not None or self._publish_test_results:
-            publish_test_results_to_datamesh_manager(run, self._publish_url, self._ssl_verification)
+            publish_test_results_to_entropy_data(run, self._publish_url, self._ssl_verification)
 
         return run
 

From 49eb683273a5e56b7a015303c22b80ea7927b3b0 Mon Sep 17 00:00:00 2001
From: Timo 
Date: Thu, 20 Nov 2025 13:18:14 +0000
Subject: [PATCH 061/150] Oracle DB: Support Thick-Mode Workaround (#949)

* Oracle DB: Support Thick-Mode Workaround

* Adapted Changelog
Conditional import only when working with an Oracle DB

* Added env.variable to the README if OracleDB thick mode is required
---
 CHANGELOG.md                                    |  2 ++
 README.md                                       | 14 +++++++++-----
 datacontract/engines/soda/check_soda_execute.py |  4 ++--
 datacontract/engines/soda/connections/oracle.py | 13 +++++++++++++
 4 files changed, 26 insertions(+), 7 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index dccf2a8fb..140ea9d57 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+- Oracle DB: Client Directory for Connection Mode 'Thick' can now be specified in the `DATACONTRACT_ORACLE_CLIENT_DIR` environment variable (#949)
+
 ### Fixed
 
 - Import composite primary keys from open data contract spec
diff --git a/README.md b/README.md
index 90a63db03..c272cfaf0 100644
--- a/README.md
+++ b/README.md
@@ -639,11 +639,15 @@ These environment variable specify the credentials used by the datacontract tool
 If you've started the database from a container, e.g. [oracle-free](https://hub.docker.com/r/gvenzl/oracle-free)
 this should match either `system` and what you specified as `ORACLE_PASSWORD` on the container or
 alternatively what you've specified under `APP_USER` and `APP_USER_PASSWORD`.
-
-| Environment Variable                             | Example    | Description                                  |
-|--------------------------------------------------|------------|----------------------------------------------|
-| `DATACONTRACT_ORACLE_USERNAME`                   | `system`   | Username                                     |
-| `DATACONTRACT_ORACLE_PASSWORD`                   | `0x162e53` | Password                                     |
+If you require thick mode to connect to the database, you need to have an Oracle Instant Client
+installed on the system and specify the path to the installation within the environment variable
+`DATACONTRACT_ORACLE_CLIENT_DIR`.
+
+| Environment Variable                             | Example            | Description                                |
+|--------------------------------------------------|--------------------|--------------------------------------------|
+| `DATACONTRACT_ORACLE_USERNAME`                   | `system`           | Username                                   |
+| `DATACONTRACT_ORACLE_PASSWORD`                   | `0x162e53`         | Password                                   |
+| `DATACONTRACT_ORACLE_CLIENT_DIR`                 | `C:\oracle\client` | Path to Oracle Instant Client installation |
 
 
 
diff --git a/datacontract/engines/soda/check_soda_execute.py b/datacontract/engines/soda/check_soda_execute.py
index 0563999bd..28ef3934b 100644
--- a/datacontract/engines/soda/check_soda_execute.py
+++ b/datacontract/engines/soda/check_soda_execute.py
@@ -3,7 +3,7 @@
 import uuid
 
 from datacontract.engines.soda.connections.athena import to_athena_soda_configuration
-from datacontract.engines.soda.connections.oracle import to_oracle_soda_configuration
+from datacontract.engines.soda.connections.oracle import initialize_client_and_create_soda_configuration
 
 if typing.TYPE_CHECKING:
     from pyspark.sql import SparkSession
@@ -106,7 +106,7 @@ def check_soda_execute(
         scan.add_configuration_yaml_str(soda_configuration_str)
         scan.set_data_source_name(server.type)
     elif server.type == "oracle":
-        soda_configuration_str = to_oracle_soda_configuration(server)
+        soda_configuration_str = initialize_client_and_create_soda_configuration(server)
         scan.add_configuration_yaml_str(soda_configuration_str)
         scan.set_data_source_name(server.type)
     elif server.type == "trino":
diff --git a/datacontract/engines/soda/connections/oracle.py b/datacontract/engines/soda/connections/oracle.py
index dab06f37d..4f691fae7 100644
--- a/datacontract/engines/soda/connections/oracle.py
+++ b/datacontract/engines/soda/connections/oracle.py
@@ -5,6 +5,19 @@
 from datacontract.model.data_contract_specification import Server
 
 
+def initialize_client_and_create_soda_configuration(server: Server) -> str:
+    import oracledb
+    soda_config = to_oracle_soda_configuration(server)
+
+    oracle_client_dir = os.getenv("DATACONTRACT_ORACLE_CLIENT_DIR")
+    if oracle_client_dir is not None:
+        # Soda Core currently does not support thick mode natively, see https://github.com/sodadata/soda-core/issues/2036
+        #   but the oracledb client can be configured accordingly before Soda initializes as a work-around
+        oracledb.init_oracle_client(lib_dir=oracle_client_dir)
+
+    return soda_config
+
+
 def to_oracle_soda_configuration(server: Server) -> str:
     """Serialize server config to soda configuration.
 

From b3d571e0386d4841bd181addf9543155315eec6d Mon Sep 17 00:00:00 2001
From: jochen 
Date: Thu, 20 Nov 2025 14:19:40 +0100
Subject: [PATCH 062/150] Bump version to 0.10.39 and update changelog with
 Oracle client directory environment variable addition.

---
 CHANGELOG.md   | 5 +++++
 pyproject.toml | 2 +-
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 140ea9d57..70c363ba1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+
+## [0.10.39] - 2025-11-20
+
+### Added
+- 
 - Oracle DB: Client Directory for Connection Mode 'Thick' can now be specified in the `DATACONTRACT_ORACLE_CLIENT_DIR` environment variable (#949)
 
 ### Fixed
diff --git a/pyproject.toml b/pyproject.toml
index 8f1af82c8..08558c90c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.10.38"
+version = "0.10.39"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From f0f6083472900f0eef531feeafcdece5005acab8 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 24 Nov 2025 14:01:57 +0100
Subject: [PATCH 063/150] Prepare for ODCS v3.1.0

---
 datacontract/export/odcs_v3_exporter.py       |    7 +-
 datacontract/imports/excel_importer.py        |    3 +-
 datacontract/lint/resolve.py                  |    4 +-
 datacontract/schemas/odcs-3.1.0.schema.json   | 2809 +++++++++++++++++
 pyproject.toml                                |    4 +-
 tests/fixtures/lint/valid-3.1.0.odcs.yaml     |  221 ++
 tests/fixtures/lint/valid.odcs.yaml           |   21 +-
 tests/fixtures/oracle/data/testcase.sql       |    2 +
 .../oracle/datacontract-oracle-odcs.yaml      |    6 -
 tests/test_export_odcs_v3.py                  |    6 +-
 tests/test_lint.py                            |   10 +
 11 files changed, 3065 insertions(+), 28 deletions(-)
 create mode 100644 datacontract/schemas/odcs-3.1.0.schema.json
 create mode 100644 tests/fixtures/lint/valid-3.1.0.odcs.yaml

diff --git a/datacontract/export/odcs_v3_exporter.py b/datacontract/export/odcs_v3_exporter.py
index 569e7bd0f..7215894c2 100644
--- a/datacontract/export/odcs_v3_exporter.py
+++ b/datacontract/export/odcs_v3_exporter.py
@@ -11,6 +11,7 @@
     Server,
     ServiceLevelAgreementProperty,
     Support,
+    Team,
 )
 
 from datacontract.export.exporter import Exporter
@@ -30,7 +31,7 @@ def to_odcs_v3_yaml(data_contract_spec: DataContractSpecification) -> str:
 
 def to_odcs_v3(data_contract_spec: DataContractSpecification) -> OpenDataContractStandard:
     result = OpenDataContractStandard(
-        apiVersion="v3.0.1",
+        apiVersion="v3.1.0",
         kind="DataContract",
         id=data_contract_spec.id,
         name=data_contract_spec.info.title,
@@ -130,9 +131,9 @@ def to_odcs_v3(data_contract_spec: DataContractSpecification) -> OpenDataContrac
 
         if len(servers) > 0:
             result.servers = servers
+    if (data_contract_spec.info.owner is not None) and (data_contract_spec.info.owner != ""):
+        result.team = Team(name=data_contract_spec.info.owner)
     custom_properties = []
-    if data_contract_spec.info.owner is not None:
-        custom_properties.append(CustomProperty(property="owner", value=data_contract_spec.info.owner))
     if data_contract_spec.info.model_extra is not None:
         for key, value in data_contract_spec.info.model_extra.items():
             custom_properties.append(CustomProperty(property=key, value=value))
diff --git a/datacontract/imports/excel_importer.py b/datacontract/imports/excel_importer.py
index 8502a2b0d..eaae1db6e 100644
--- a/datacontract/imports/excel_importer.py
+++ b/datacontract/imports/excel_importer.py
@@ -16,6 +16,7 @@
     ServiceLevelAgreementProperty,
     Support,
     Team,
+    TeamMember,
 )
 from openpyxl.cell.cell import Cell
 from openpyxl.workbook.workbook import Workbook
@@ -540,7 +541,7 @@ def import_team(workbook: Workbook) -> Optional[List[Team]]:
             if (not (username or name or role)) or row_idx == team_range[0] - 1:
                 continue
 
-            team_member = Team(
+            team_member = TeamMember(
                 username=username,
                 name=name,
                 description=get_cell_value(row, headers.get("description")),
diff --git a/datacontract/lint/resolve.py b/datacontract/lint/resolve.py
index e6cd7838a..abadf61a7 100644
--- a/datacontract/lint/resolve.py
+++ b/datacontract/lint/resolve.py
@@ -312,9 +312,9 @@ def _resolve_data_contract_from_str(
 
     if schema_location is None:
         if is_open_data_contract_standard(yaml_dict):
-            logging.info("Using ODCS 3.0.2 schema to validate data contract")
+            logging.info("Using ODCS 3.1.0 schema to validate data contract")
             # TODO refactor this to a specific function
-            schema_location = resources.files("datacontract").joinpath("schemas", "odcs-3.0.2.schema.json")
+            schema_location = resources.files("datacontract").joinpath("schemas", "odcs-3.1.0.schema.json")
 
     _validate_json_schema(yaml_dict, schema_location)
 
diff --git a/datacontract/schemas/odcs-3.1.0.schema.json b/datacontract/schemas/odcs-3.1.0.schema.json
new file mode 100644
index 000000000..85604e37c
--- /dev/null
+++ b/datacontract/schemas/odcs-3.1.0.schema.json
@@ -0,0 +1,2809 @@
+{
+    "$schema": "https://json-schema.org/draft/2019-09/schema",
+    "title": "Open Data Contract Standard (ODCS)",
+    "description": "An open data contract specification to establish agreement between data producers and consumers.",
+    "type": "object",
+    "properties": {
+      "version": {
+        "type": "string",
+        "description": "Current version of the data contract."
+      },
+      "kind": {
+        "type": "string",
+        "default": "DataContract",
+        "description": "The kind of file this is. Valid value is `DataContract`.",
+        "enum": ["DataContract"]
+      },
+      "apiVersion": {
+        "type": "string",
+        "default": "v3.1.0",
+        "description": "Version of the standard used to build data contract. Default value is v3.1.0.",
+        "enum": ["v3.1.0","v3.0.2","v3.0.1", "v3.0.0", "v2.2.2", "v2.2.1", "v2.2.0"]
+      },
+      "id": {
+        "type": "string",
+        "description": "A unique identifier used to reduce the risk of dataset name collisions, such as a UUID."
+      },
+      "name": {
+        "type": "string",
+        "description": "Name of the data contract."
+      },
+      "tenant": {
+        "type": "string",
+        "description": "Indicates the property the data is primarily associated with. Value is case insensitive."
+      },
+      "tags": {
+        "$ref": "#/$defs/Tags"
+      },
+      "status": {
+        "type": "string",
+        "description": "Current status of the dataset.",
+        "examples": [
+          "proposed", "draft", "active", "deprecated", "retired"
+        ]
+      },
+      "servers": {
+        "type": "array",
+        "description": "List of servers where the datasets reside.",
+        "items": {
+          "$ref": "#/$defs/Server"
+        }
+      },
+      "dataProduct": {
+        "type": "string",
+        "description": "The name of the data product."
+      },
+      "description": {
+        "type": "object",
+        "description": "High level description of the dataset.",
+        "properties": {
+          "usage": {
+            "type": "string",
+            "description": "Intended usage of the dataset."
+          },
+          "purpose": {
+            "type": "string",
+            "description": "Purpose of the dataset."
+          },
+          "limitations": {
+            "type": "string",
+            "description": "Limitations of the dataset."
+          },
+          "authoritativeDefinitions": {
+            "$ref": "#/$defs/AuthoritativeDefinitions"
+          },
+          "customProperties": {
+            "$ref": "#/$defs/CustomProperties"
+          }
+        }
+      },
+      "domain": {
+        "type": "string",
+        "description": "Name of the logical data domain.",
+        "examples": ["imdb_ds_aggregate", "receiver_profile_out", "transaction_profile_out"]
+      },
+      "schema": {
+        "type": "array",
+        "description": "A list of elements within the schema to be cataloged.",
+        "items": {
+          "$ref": "#/$defs/SchemaObject"
+        }
+      },
+      "support": {
+        "$ref": "#/$defs/Support"
+      },
+      "price": {
+        "$ref": "#/$defs/Pricing"
+      },
+      "team": {
+        "oneOf": [
+          {
+            "$ref": "#/$defs/Team",
+            "description": "Team information object with members array (v3.1.0+)."
+          },
+          {
+            "type": "array",
+            "description": "DEPRECATED: Array of team members. Use the Team object structure instead. This array format is maintained for backward compatibility with v3.0.2 and earlier versions and will be removed in ODCS 4.0.",
+            "deprecated": true,
+            "items": {
+              "$ref": "#/$defs/TeamMember"
+            }
+          }
+        ]
+      },
+      "roles": {
+        "type": "array",
+        "description": "A list of roles that will provide user access to the dataset.",
+        "items": {
+          "$ref": "#/$defs/Role"
+        }
+      },
+      "slaDefaultElement": {
+        "type": "string",
+        "description": "DEPRECATED SINCE 3.1. WILL BE REMOVED IN ODCS 4.0. Element (using the element path notation) to do the checks on.",
+        "deprecated": true
+      },
+      "slaProperties": {
+        "type": "array",
+        "description": "A list of key/value pairs for SLA specific properties. There is no limit on the type of properties (more details to come).",
+        "items": {
+          "$ref": "#/$defs/ServiceLevelAgreementProperty"
+        }
+      },
+      "authoritativeDefinitions": {
+        "$ref": "#/$defs/AuthoritativeDefinitions"
+      },
+      "customProperties": {
+        "$ref": "#/$defs/CustomProperties"
+      },
+      "contractCreatedTs": {
+        "type": "string",
+        "format": "date-time",
+        "description": "Timestamp in UTC of when the data contract was created."
+      }
+    },
+    "required": ["version", "apiVersion", "kind", "id", "status"],
+    "additionalProperties": false,
+    "unevaluatedProperties": false,
+    "$defs": {
+      "ShorthandReference": {
+        "type": "string",
+        "description": "Shorthand notation using name fields (table_name.column_name)",
+        "pattern": "^[A-Za-z_][A-Za-z0-9_]*\\.[A-Za-z_][A-Za-z0-9_]*$"
+      },
+      "FullyQualifiedReference": {
+        "type": "string",
+        "description": "Fully qualified notation using id fields (section/id/properties/id), optionally prefixed with external file reference",
+        "pattern": "^(?:(?:https?:\\/\\/)?[A-Za-z0-9._\\-\\/]+\\.yaml#)?\\/?[A-Za-z_][A-Za-z0-9_]*\\/[A-Za-z0-9_-]+(?:\\/[A-Za-z_][A-Za-z0-9_]*\\/[A-Za-z0-9_-]+)*$"
+      },
+      "StableId": {
+        "type": "string",
+        "description": "Stable technical identifier for references. Must be unique within its containing array. Cannot contain special characters ('-', '_' allowed).",
+        "pattern": "^[A-Za-z0-9_-]+$"
+      },
+      "Server": {
+        "type": "object",
+        "description": "Data source details of where data is physically stored.",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "server": {
+            "type": "string",
+            "description": "Identifier of the server."
+          },
+          "type": {
+            "type": "string",
+            "description": "Type of the server.",
+            "enum": [
+              "api", "athena", "azure", "bigquery", "clickhouse", "databricks", "denodo", "dremio",
+              "duckdb", "glue", "cloudsql", "db2", "hive", "informix", "kafka", "kinesis", "local",
+              "mysql", "oracle", "postgresql", "postgres", "presto", "pubsub",
+              "redshift", "s3", "sftp", "snowflake", "sqlserver", "synapse", "trino", "vertica", "custom"
+            ]
+          },
+          "description": {
+            "type": "string",
+            "description": "Description of the server."
+          },
+          "environment": {
+            "type": "string",
+            "description": "Environment of the server.",
+            "examples": ["prod", "preprod", "dev", "uat"]
+          },
+          "roles": {
+            "type": "array",
+            "description": "List of roles that have access to the server.",
+            "items": {
+              "$ref": "#/$defs/Role"
+            }
+          },
+          "customProperties": {
+            "$ref": "#/$defs/CustomProperties"
+          }
+        },
+        "allOf": [
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "api"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/ApiServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "athena"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/AthenaServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "azure"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/AzureServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "bigquery"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/BigQueryServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "clickhouse"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/ClickHouseServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "databricks"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/DatabricksServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "denodo"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/DenodoServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "dremio"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/DremioServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "duckdb"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/DuckdbServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "glue"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/GlueServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "cloudsql"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/GoogleCloudSqlServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "db2"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/IBMDB2Server"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "hive"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/HiveServer"
+            }
+          },
+
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "informix"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/InformixServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "custom"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/CustomServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "kafka"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/KafkaServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "kinesis"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/KinesisServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "local"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/LocalServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "mysql"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/MySqlServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "oracle"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/OracleServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "postgresql"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/PostgresServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "postgres"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/PostgresServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "presto"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/PrestoServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "pubsub"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/PubSubServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "redshift"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/RedshiftServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "s3"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/S3Server"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "sftp"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/SftpServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "snowflake"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/SnowflakeServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "sqlserver"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/SqlserverServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "synapse"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/SynapseServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "trino"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/TrinoServer"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "vertica"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/ServerSource/VerticaServer"
+            }
+          }
+        ],
+        "required": ["server", "type"],
+        "unevaluatedProperties": false
+      },
+      "ServerSource": {
+        "ApiServer": {
+          "type": "object",
+          "title": "AthenaServer",
+          "properties": {
+            "location": {
+              "type": "string",
+              "format": "uri",
+              "description": "The url to the API.",
+              "examples": [
+                "https://api.example.com/v1"
+              ]
+            }
+          },
+          "required": [
+            "location"
+          ]
+        },
+        "AthenaServer": {
+          "type": "object",
+          "title": "AthenaServer",
+          "properties": {
+            "stagingDir": {
+              "type": "string",
+              "format": "uri",
+              "description": "Amazon Athena automatically stores query results and metadata information for each query that runs in a query result location that you can specify in Amazon S3.",
+              "examples": [
+                "s3://my_storage_account_name/my_container/path"
+              ]
+            },
+            "schema": {
+              "type": "string",
+              "description": "Identify the schema in the data source in which your tables exist."
+            },
+            "catalog": {
+              "type": "string",
+              "description": "Identify the name of the Data Source, also referred to as a Catalog.",
+              "default": "awsdatacatalog"
+            },
+            "regionName": {
+              "type": "string",
+              "description": "The region your AWS account uses.",
+              "examples": ["eu-west-1"]
+            }
+          },
+          "required": [
+            "stagingDir",
+            "schema"
+          ]
+        },
+        "AzureServer": {
+          "type": "object",
+          "title": "AzureServer",
+          "properties": {
+            "location": {
+              "type": "string",
+              "format": "uri",
+              "description": "Fully qualified path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs.",
+              "examples": [
+                "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet",
+                "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet"
+              ]
+            },
+            "format": {
+              "type": "string",
+              "examples": [
+                "parquet",
+                "delta",
+                "json",
+                "csv"
+              ],
+              "description": "File format."
+            },
+            "delimiter": {
+              "type": "string",
+              "examples": [
+                "new_line",
+                "array"
+              ],
+              "description": "Only for format = json. How multiple json documents are delimited within one file"
+            }
+          },
+          "required": [
+            "location",
+            "format"
+          ]
+        },
+        "BigQueryServer": {
+          "type": "object",
+          "title": "BigQueryServer",
+          "properties": {
+            "project": {
+              "type": "string",
+              "description": "The GCP project name."
+            },
+            "dataset": {
+              "type": "string",
+              "description": "The GCP dataset name."
+            }
+          },
+          "required": [
+            "project",
+            "dataset"
+          ]
+        },
+        "ClickHouseServer": {
+          "type": "object",
+          "title": "ClickHouseServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the ClickHouse server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port to the ClickHouse server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "database"
+          ]
+        },
+        "DatabricksServer": {
+          "type": "object",
+          "title": "DatabricksServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The Databricks host",
+              "examples": [
+                "dbc-abcdefgh-1234.cloud.databricks.com"
+              ]
+            },
+            "catalog": {
+              "type": "string",
+              "description": "The name of the Hive or Unity catalog"
+            },
+            "schema": {
+              "type": "string",
+              "description": "The schema name in the catalog"
+            }
+          },
+          "required": [
+            "catalog",
+            "schema"
+          ]
+        },
+        "DenodoServer": {
+          "type": "object",
+          "title": "DenodoServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the Denodo server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port of the Denodo server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            }
+          },
+          "required": [
+            "host",
+            "port"
+          ]
+        },
+        "DremioServer": {
+          "type": "object",
+          "title": "DremioServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the Dremio server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port of the Dremio server."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema."
+            }
+          },
+          "required": [
+            "host",
+            "port"
+          ]
+        },
+        "DuckdbServer": {
+          "type": "object",
+          "title": "DuckdbServer",
+          "properties": {
+            "database": {
+              "type": "string",
+              "description": "Path to duckdb database file."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema."
+            }
+          },
+          "required": [
+            "database"
+          ]
+        },
+        "GlueServer": {
+          "type": "object",
+          "title": "GlueServer",
+          "properties": {
+            "account": {
+              "type": "string",
+              "description": "The AWS Glue account",
+              "examples": [
+                "1234-5678-9012"
+              ]
+            },
+            "database": {
+              "type": "string",
+              "description": "The AWS Glue database name",
+              "examples": [
+                "my_database"
+              ]
+            },
+            "location": {
+              "type": "string",
+              "format": "uri",
+              "description": "The AWS S3 path. Must be in the form of a URL.",
+              "examples": [
+                "s3://datacontract-example-orders-latest/data/{model}"
+              ]
+            },
+            "format": {
+              "type": "string",
+              "description": "The format of the files",
+              "examples": [
+                "parquet",
+                "csv",
+                "json",
+                "delta"
+              ]
+            }
+          },
+          "required": [
+            "account",
+            "database"
+          ]
+        },
+        "GoogleCloudSqlServer": {
+          "type": "object",
+          "title": "GoogleCloudSqlServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the Google Cloud Sql server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port of the Google Cloud Sql server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema."
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "database",
+            "schema"
+          ]
+        },
+        "IBMDB2Server": {
+          "type": "object",
+          "title": "IBMDB2Server",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the IBM DB2 server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port of the IBM DB2 server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema."
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "database"
+          ]
+        },
+        "HiveServer": {
+          "type": "object",
+          "title": "HiveServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host to the Hive server. "
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port to the Hive server. Defaults to 10000."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the Hive database."
+            }
+          },
+          "required": [
+            "host",
+            "database"
+          ]
+        },
+        "InformixServer": {
+          "type": "object",
+          "title": "InformixServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host to the Informix server. "
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port to the Informix server. Defaults to 9088."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            }
+          },
+          "required": [
+            "host",
+            "database"
+          ]
+        },
+        "CustomServer": {
+          "type": "object",
+          "title": "CustomServer",
+          "properties": {
+            "account": {
+              "type": "string",
+              "description": "Account used by the server."
+            },
+            "catalog": {
+              "type": "string",
+              "description": "Name of the catalog."
+            },
+            "database": {
+              "type": "string",
+              "description": "Name of the database."
+            },
+            "dataset": {
+              "type": "string",
+              "description": "Name of the dataset."
+            },
+            "delimiter": {
+              "type": "string",
+              "description": "Delimiter."
+            },
+            "endpointUrl": {
+              "type": "string",
+              "description": "Server endpoint.",
+              "format": "uri"
+            },
+            "format": {
+              "type": "string",
+              "description": "File format."
+            },
+            "host": {
+              "type": "string",
+              "description": "Host name or IP address."
+            },
+            "location": {
+              "type": "string",
+              "description": "A URL to a location.",
+              "format": "uri"
+            },
+            "path": {
+              "type": "string",
+              "description": "Relative or absolute path to the data file(s)."
+            },
+            "port": {
+              "type": "integer",
+              "description": "Port to the server. No default value is assumed for custom servers."
+            },
+            "project": {
+              "type": "string",
+              "description": "Project name."
+            },
+            "region": {
+              "type": "string",
+              "description": "Cloud region."
+            },
+            "regionName": {
+              "type": "string",
+              "description": "Region name."
+            },
+            "schema": {
+              "type": "string",
+              "description": "Name of the schema."
+            },
+            "serviceName": {
+              "type": "string",
+              "description": "Name of the service."
+            },
+            "stagingDir": {
+              "type": "string",
+              "description": "Staging directory."
+            },
+            "warehouse": {
+              "type": "string",
+              "description": "Name of the cluster or warehouse."
+            }
+          }
+        },
+        "KafkaServer": {
+          "type": "object",
+          "title": "KafkaServer",
+          "description": "Kafka Server",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The bootstrap server of the kafka cluster."
+            },
+            "format": {
+              "type": "string",
+              "description": "The format of the messages.",
+              "examples": ["json", "avro", "protobuf", "xml"],
+              "default": "json"
+            }
+          },
+          "required": [
+            "host"
+          ]
+        },
+        "KinesisServer": {
+          "type": "object",
+          "title": "KinesisDataStreamsServer",
+          "description": "Kinesis Data Streams Server",
+          "properties": {
+            "region": {
+              "type": "string",
+              "description": "AWS region.",
+              "examples": [
+                "eu-west-1"
+              ]
+            },
+            "format": {
+              "type": "string",
+              "description": "The format of the record",
+              "examples": [
+                "json",
+                "avro",
+                "protobuf"
+              ]
+            }
+          }
+        },
+        "LocalServer": {
+          "type": "object",
+          "title": "LocalServer",
+          "properties": {
+            "path": {
+              "type": "string",
+              "description": "The relative or absolute path to the data file(s).",
+              "examples": [
+                "./folder/data.parquet",
+                "./folder/*.parquet"
+              ]
+            },
+            "format": {
+              "type": "string",
+              "description": "The format of the file(s)",
+              "examples": [
+                "json",
+                "parquet",
+                "delta",
+                "csv"
+              ]
+            }
+          },
+          "required": [
+            "path",
+            "format"
+          ]
+        },
+        "MySqlServer": {
+          "type": "object",
+          "title": "MySqlServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the MySql server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port of the MySql server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "database"
+          ]
+        },
+        "OracleServer": {
+          "type": "object",
+          "title": "OracleServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host to the oracle server",
+              "examples": [
+                "localhost"
+              ]
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port to the oracle server.",
+              "examples": [
+                1523
+              ]
+            },
+            "serviceName": {
+              "type": "string",
+              "description": "The name of the service.",
+              "examples": [
+                "service"
+              ]
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "serviceName"
+          ]
+        },
+        "PostgresServer": {
+          "type": "object",
+          "title": "PostgresServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host to the Postgres server"
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port to the Postgres server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema in the database."
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "database",
+            "schema"
+          ]
+        },
+        "PrestoServer": {
+          "type": "object",
+          "title": "PrestoServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host to the Presto server",
+              "examples": [
+                "localhost:8080"
+              ]
+            },
+            "catalog": {
+              "type": "string",
+              "description": "The name of the catalog.",
+              "examples": [
+                "postgres"
+              ]
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema.",
+              "examples": [
+                "public"
+              ]
+            }
+          },
+          "required": [
+            "host"
+          ]
+        },
+        "PubSubServer": {
+          "type": "object",
+          "title": "PubSubServer",
+          "properties": {
+            "project": {
+              "type": "string",
+              "description": "The GCP project name."
+            }
+          },
+          "required": [
+            "project"
+          ]
+        },
+        "RedshiftServer": {
+          "type": "object",
+          "title": "RedshiftServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "An optional string describing the server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema."
+            },
+            "region": {
+              "type": "string",
+              "description": "AWS region of Redshift server.",
+              "examples": ["us-east-1"]
+            },
+            "account": {
+              "type": "string",
+              "description": "The account used by the server."
+            }
+          },
+          "required": [
+            "database",
+            "schema"
+          ]
+        },
+        "S3Server": {
+          "type": "object",
+          "title": "S3Server",
+          "properties": {
+            "location": {
+              "type": "string",
+              "format": "uri",
+              "description": "S3 URL, starting with `s3://`",
+              "examples": [
+                "s3://datacontract-example-orders-latest/data/{model}/*.json"
+              ]
+            },
+            "endpointUrl": {
+              "type": "string",
+              "format": "uri",
+              "description": "The server endpoint for S3-compatible servers.",
+              "examples": ["https://minio.example.com"]
+            },
+            "format": {
+              "type": "string",
+              "examples": [
+                "parquet",
+                "delta",
+                "json",
+                "csv"
+              ],
+              "description": "File format."
+            },
+            "delimiter": {
+              "type": "string",
+              "examples": [
+                "new_line",
+                "array"
+              ],
+              "description": "Only for format = json. How multiple json documents are delimited within one file"
+            }
+          },
+          "required": [
+            "location"
+          ]
+        },
+        "SftpServer": {
+          "type": "object",
+          "title": "SftpServer",
+          "properties": {
+            "location": {
+              "type": "string",
+              "format": "uri",
+              "pattern": "^sftp://.*",
+              "description": "SFTP URL, starting with `sftp://`",
+              "examples": [
+                "sftp://123.123.12.123/{model}/*.json"
+              ]
+            },
+            "format": {
+              "type": "string",
+              "examples": [
+                "parquet",
+                "delta",
+                "json",
+                "csv"
+              ],
+              "description": "File format."
+            },
+            "delimiter": {
+              "type": "string",
+              "examples": [
+                "new_line",
+                "array"
+              ],
+              "description": "Only for format = json. How multiple json documents are delimited within one file"
+            }
+          },
+          "required": [
+            "location"
+          ]
+        },
+        "SnowflakeServer": {
+          "type": "object",
+          "title": "SnowflakeServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host to the Snowflake server"
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port to the Snowflake server."
+            },
+            "account": {
+              "type": "string",
+              "description": "The Snowflake account used by the server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema."
+            },
+            "warehouse": {
+              "type": "string",
+              "description": "The name of the cluster of resources that is a Snowflake virtual warehouse."
+            }
+          },
+          "required": [
+            "account",
+            "database",
+            "schema"
+          ]
+        },
+        "SqlserverServer": {
+          "type": "object",
+          "title": "SqlserverServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host to the database server",
+              "examples": [
+                "localhost"
+              ]
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port to the database server.",
+              "default": 1433,
+              "examples": [
+                1433
+              ]
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database.",
+              "examples": [
+                "database"
+              ]
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema in the database.",
+              "examples": [
+                "dbo"
+              ]
+            }
+          },
+          "required": [
+            "host",
+            "database",
+            "schema"
+          ]
+        },
+        "SynapseServer": {
+          "type": "object",
+          "title": "SynapseServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the Synapse server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port of the Synapse server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "database"
+          ]
+        },
+        "TrinoServer": {
+          "type": "object",
+          "title": "TrinoServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The Trino host URL.",
+              "examples": [
+                "localhost"
+              ]
+            },
+            "port": {
+              "type": "integer",
+              "description": "The Trino port."
+            },
+            "catalog": {
+              "type": "string",
+              "description": "The name of the catalog.",
+              "examples": [
+                "hive"
+              ]
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema in the database.",
+              "examples": [
+                "my_schema"
+              ]
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "catalog",
+            "schema"
+          ]
+        },
+        "VerticaServer": {
+          "type": "object",
+          "title": "VerticaServer",
+          "properties": {
+            "host": {
+              "type": "string",
+              "description": "The host of the Vertica server."
+            },
+            "port": {
+              "type": "integer",
+              "description": "The port of the Vertica server."
+            },
+            "database": {
+              "type": "string",
+              "description": "The name of the database."
+            },
+            "schema": {
+              "type": "string",
+              "description": "The name of the schema."
+            }
+          },
+          "required": [
+            "host",
+            "port",
+            "database",
+            "schema"
+          ]
+        }
+      },
+      "SchemaElement": {
+        "type": "object",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "name": {
+            "type": "string",
+            "description": "Name of the element."
+          },
+          "physicalType": {
+            "type": "string",
+            "description": "The physical element data type in the data source.",
+            "examples": ["table", "view", "topic", "file"]
+          },
+          "description": {
+            "type": "string",
+            "description": "Description of the element."
+          },
+          "businessName": {
+            "type": "string",
+            "description": "The business name of the element."
+          },
+          "authoritativeDefinitions": {
+            "$ref": "#/$defs/AuthoritativeDefinitions"
+          },
+          "tags": {
+            "$ref": "#/$defs/Tags"
+          },
+          "customProperties": {
+            "$ref": "#/$defs/CustomProperties"
+          }
+        }
+      },
+      "SchemaObject": {
+        "type": "object",
+        "properties": {
+          "logicalType": {
+            "type": "string",
+            "description": "The logical element data type.",
+            "enum": ["object"]
+          },
+          "physicalName": {
+            "type": "string",
+            "description": "Physical name.",
+            "examples": ["table_1_2_0"]
+          },
+          "dataGranularityDescription": {
+            "type": "string",
+            "description": "Granular level of the data in the object.",
+            "examples": ["Aggregation by country"]
+          },
+          "properties": {
+            "type": "array",
+            "description": "A list of properties for the object.",
+            "items": {
+              "$ref": "#/$defs/SchemaProperty"
+            }
+          },
+          "relationships": {
+            "type": "array",
+            "description": "A list of relationships to other properties. Each relationship must have 'from', 'to' and optionally 'type' field.",
+            "items": {
+              "$ref": "#/$defs/RelationshipSchemaLevel"
+            }
+          },
+          "quality": {
+            "$ref": "#/$defs/DataQualityChecks"
+          }
+        },
+        "allOf": [
+          {
+            "$ref": "#/$defs/SchemaElement"
+          }
+        ],
+        "required": ["name"],
+        "unevaluatedProperties": false
+      },
+      "SchemaBaseProperty": {
+        "type": "object",
+        "properties": {
+          "primaryKey": {
+            "type": "boolean",
+            "description": "Boolean value specifying whether the element is primary or not. Default is false."
+          },
+          "primaryKeyPosition": {
+            "type": "integer",
+            "default": -1,
+            "description": "If element is a primary key, the position of the primary key element. Starts from 1. Example of `account_id, name` being primary key columns, `account_id` has primaryKeyPosition 1 and `name` primaryKeyPosition 2. Default to -1."
+          },
+          "logicalType": {
+            "type": "string",
+            "description": "The logical element data type.",
+            "enum": ["string", "date", "timestamp", "time", "number", "integer", "object", "array", "boolean"]
+          },
+          "logicalTypeOptions": {
+            "type": "object",
+            "description": "Additional optional metadata to describe the logical type."
+          },
+          "physicalType": {
+            "type": "string",
+            "description": "The physical element data type in the data source. For example, VARCHAR(2), DOUBLE, INT."
+          },
+          "physicalName": {
+            "type": "string",
+            "description": "Physical name.",
+            "examples": ["col_str_a"]
+          },
+          "required": {
+            "type": "boolean",
+            "default": false,
+            "description": "Indicates if the element may contain Null values; possible values are true and false. Default is false."
+          },
+          "unique": {
+            "type": "boolean",
+            "default": false,
+            "description": "Indicates if the element contains unique values; possible values are true and false. Default is false."
+          },
+          "partitioned": {
+            "type": "boolean",
+            "default": false,
+            "description": "Indicates if the element is partitioned; possible values are true and false."
+          },
+          "partitionKeyPosition": {
+            "type": "integer",
+            "default": -1,
+            "description": "If element is used for partitioning, the position of the partition element. Starts from 1. Example of `country, year` being partition columns, `country` has partitionKeyPosition 1 and `year` partitionKeyPosition 2. Default to -1."
+          },
+          "classification": {
+            "type": "string",
+            "description": "Can be anything, like confidential, restricted, and public to more advanced categorization. Some companies like PayPal, use data classification indicating the class of data in the element; expected values are 1, 2, 3, 4, or 5.",
+            "examples": ["confidential", "restricted", "public"]
+          },
+          "encryptedName": {
+            "type": "string",
+            "description": "The element name within the dataset that contains the encrypted element value. For example, unencrypted element `email_address` might have an encryptedName of `email_address_encrypt`."
+          },
+          "transformSourceObjects": {
+            "type": "array",
+            "description": "List of objects in the data source used in the transformation.",
+            "items": {
+              "type": "string"
+            }
+          },
+          "transformLogic": {
+            "type": "string",
+            "description": "Logic used in the element transformation."
+          },
+          "transformDescription": {
+            "type": "string",
+            "description": "Describes the transform logic in very simple terms."
+          },
+          "examples": {
+            "type": "array",
+            "description": "List of sample element values.",
+            "items": {
+              "$ref": "#/$defs/AnyType"
+            }
+          },
+          "criticalDataElement": {
+            "type": "boolean",
+            "default": false,
+            "description": "True or false indicator; If element is considered a critical data element (CDE) then true else false."
+          },
+          "relationships": {
+            "type": "array",
+            "description": "A list of relationships to other properties. When defined at property level, the 'from' field is implicit and should not be specified.",
+            "items": {
+              "$ref": "#/$defs/RelationshipPropertyLevel"
+            }
+          },
+          "quality": {
+            "$ref": "#/$defs/DataQualityChecks"
+          }
+        },
+        "allOf": [
+          {
+            "$ref": "#/$defs/SchemaElement"
+          },
+          {
+            "if": {
+              "properties": {
+                "logicalType": {
+                  "const": "string"
+                }
+              }
+            },
+            "then": {
+              "properties": {
+                "logicalTypeOptions": {
+                  "type": "object",
+                  "additionalProperties": false,
+                  "properties": {
+                    "minLength": {
+                      "type": "integer",
+                      "minimum": 0,
+                      "description": "Minimum length of the string."
+                    },
+                    "maxLength": {
+                      "type": "integer",
+                      "minimum": 0,
+                      "description": "Maximum length of the string."
+                    },
+                    "pattern": {
+                      "type": "string",
+                      "description": "Regular expression pattern to define valid value. Follows regular expression syntax from ECMA-262 (https://262.ecma-international.org/5.1/#sec-15.10.1)."
+                    },
+                    "format": {
+                      "type": "string",
+                      "examples": ["password", "byte", "binary", "email", "uuid", "uri", "hostname", "ipv4", "ipv6"],
+                      "description": "Provides extra context about what format the string follows."
+                    }
+                  }
+                }
+              }
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "logicalType": {
+                  "const": "date"
+                }
+              }
+            },
+            "then": {
+              "properties": {
+                "logicalTypeOptions": {
+                  "type": "object",
+                  "additionalProperties": false,
+                  "properties": {
+                    "format": {
+                      "type": "string",
+                      "examples": ["yyyy-MM-dd", "yyyy-MM-dd HH:mm:ss", "HH:mm:ss"],
+                      "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'."
+                    },
+                    "exclusiveMaximum": {
+                      "type": "string",
+                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                    },
+                    "maximum": {
+                      "type": "string",
+                      "description": "All date values are less than or equal to this value (values <= maximum)."
+                    },
+                    "exclusiveMinimum": {
+                      "type": "string",
+                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                    },
+                    "minimum": {
+                      "type": "string",
+                      "description": "All date values are greater than or equal to this value (values >= minimum)."
+                    }
+                  }
+                }
+              }
+            }
+          },
+          {
+            "if": {
+              "anyOf": [
+                {
+                  "properties": {
+                    "logicalType": {
+                      "const": "timestamp"
+                    }
+                  }
+                },
+                {
+                  "properties": {
+                    "logicalType": {
+                      "const": "time"
+                    }
+                  }
+                }
+              ]
+            },
+            "then": {
+              "properties": {
+                "logicalTypeOptions": {
+                  "type": "object",
+                  "additionalProperties": false,
+                  "properties": {
+                    "format": {
+                      "type": "string",
+                      "examples": ["yyyy-MM-dd", "yyyy-MM-dd HH:mm:ss", "HH:mm:ss"],
+                      "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'."
+                    },
+                    "exclusiveMaximum": {
+                      "type": "string",
+                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                    },
+                    "maximum": {
+                      "type": "string",
+                      "description": "All date values are less than or equal to this value (values <= maximum)."
+                    },
+                    "exclusiveMinimum": {
+                      "type": "string",
+                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                    },
+                    "minimum": {
+                      "type": "string",
+                      "description": "All date values are greater than or equal to this value (values >= minimum)."
+                    },
+                    "timezone": {
+                      "type": "boolean",
+                      "description": "Whether the timestamp defines the timezone or not. If true, timezone information is included in the timestamp."
+                    },
+                    "defaultTimezone": {
+                      "type": "string",
+                      "description": "The default timezone of the timestamp. If timezone is not defined, the default timezone UTC is used.",
+                      "default": "Etc/UTC"
+                    }
+                  }
+                }
+              }
+            }
+          },
+          {
+            "if": {
+              "anyOf": [
+                {
+                  "properties": {
+                    "logicalType": {
+                      "const": "integer"
+                    }
+                  }
+                }
+              ]
+            },
+            "then": {
+              "properties": {
+                "logicalTypeOptions": {
+                  "type": "object",
+                  "additionalProperties": false,
+                  "properties": {
+                    "multipleOf": {
+                      "type": "number",
+                      "exclusiveMinimum": 0,
+                      "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
+                    },
+                    "maximum": {
+                      "type": "number",
+                      "description": "All values are less than or equal to this value (values <= maximum)."
+                    },
+                    "exclusiveMaximum": {
+                      "type": "number",
+                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                    },
+                    "minimum": {
+                      "type": "number",
+                      "description": "All values are greater than or equal to this value (values >= minimum)."
+                    },
+                    "exclusiveMinimum": {
+                      "type": "number",
+                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                    },
+                    "format": {
+                      "type": "string",
+                      "default": "i32",
+                      "description": "Format of the value in terms of how many bits of space it can use and whether it is signed or unsigned (follows the Rust integer types).",
+                      "enum": ["i8", "i16", "i32", "i64", "i128", "u8", "u16", "u32", "u64", "u128"]
+                    }
+                  }
+                }
+              }
+            }
+          },
+          {
+            "if": {
+              "anyOf": [
+                {
+                  "properties": {
+                    "logicalType": {
+                      "const": "number"
+                    }
+                  }
+                }
+              ]
+            },
+            "then": {
+              "properties": {
+                "logicalTypeOptions": {
+                  "type": "object",
+                  "additionalProperties": false,
+                  "properties": {
+                    "multipleOf": {
+                      "type": "number",
+                      "exclusiveMinimum": 0,
+                      "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
+                    },
+                    "maximum": {
+                      "type": "number",
+                      "description": "All values are less than or equal to this value (values <= maximum)."
+                    },
+                    "exclusiveMaximum": {
+                      "type": "number",
+                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                    },
+                    "minimum": {
+                      "type": "number",
+                      "description": "All values are greater than or equal to this value (values >= minimum)."
+                    },
+                    "exclusiveMinimum": {
+                      "type": "number",
+                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                    },
+                    "format": {
+                      "type": "string",
+                      "default": "i32",
+                      "description": "Format of the value in terms of how many bits of space it can use (follows the Rust float types).",
+                      "enum": ["f32", "f64"]
+                    }
+                  }
+                }
+              }
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "logicalType": {
+                  "const": "object"
+                }
+              }
+            },
+            "then": {
+              "properties": {
+                "logicalTypeOptions": {
+                  "type": "object",
+                  "additionalProperties": false,
+                  "properties": {
+                    "maxProperties": {
+                      "type": "integer",
+                      "minimum": 0,
+                      "description": "Maximum number of properties."
+                    },
+                    "minProperties": {
+                      "type": "integer",
+                      "minimum": 0,
+                      "default": 0,
+                      "description": "Minimum number of properties."
+                    },
+                    "required": {
+                      "type": "array",
+                      "items": {
+                        "type": "string"
+                      },
+                      "minItems": 1,
+                      "uniqueItems": true,
+                      "description": "Property names that are required to exist in the object."
+                    }
+                  }
+                },
+                "properties": {
+                  "type": "array",
+                  "description": "A list of properties for the object.",
+                  "items": {
+                    "$ref": "#/$defs/SchemaProperty"
+                  }
+                }
+              }
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "logicalType": {
+                  "const": "array"
+                }
+              }
+            },
+            "then": {
+              "properties": {
+                "logicalTypeOptions": {
+                  "type": "object",
+                  "additionalProperties": false,
+                  "properties": {
+                    "maxItems": {
+                      "type": "integer",
+                      "minimum": 0,
+                      "description": "Maximum number of items."
+                    },
+                    "minItems": {
+                      "type": "integer",
+                      "minimum": 0,
+                      "default": 0,
+                      "description": "Minimum number of items"
+                    },
+                    "uniqueItems": {
+                      "type": "boolean",
+                      "default": false,
+                      "description": "If set to true, all items in the array are unique."
+                    }
+                  }
+                },
+                "items": {
+                  "$ref": "#/$defs/SchemaItemProperty",
+                  "description": "List of items in an array (only applicable when `logicalType: array`)."
+                }
+              }
+            }
+          }
+        ],
+        "unevaluatedProperties": false
+      },
+      "SchemaProperty": {
+        "type": "object",
+        "$ref": "#/$defs/SchemaBaseProperty",
+        "required": ["name"],
+        "unevaluatedProperties": false
+      },
+      "SchemaItemProperty": {
+        "type": "object",
+        "$ref": "#/$defs/SchemaBaseProperty",
+        "properties": {
+          "properties": {
+            "type": "array",
+            "description": "A list of properties for the object.",
+            "items": {
+              "$ref": "#/$defs/SchemaProperty"
+            }
+          }
+        },
+        "unevaluatedProperties": false
+      },
+      "Tags": {
+        "type": "array",
+        "description": "A list of tags that may be assigned to the elements (object or property); the tags keyword may appear at any level. Tags may be used to better categorize an element. For example, `finance`, `sensitive`, `employee_record`.",
+        "examples": ["finance", "sensitive", "employee_record"],
+        "items": {
+          "type": "string"
+        }
+      },
+      "DataQuality": {
+        "type": "object",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "authoritativeDefinitions": {
+            "$ref": "#/$defs/AuthoritativeDefinitions"
+          },
+          "businessImpact": {
+            "type": "string",
+            "description": "Consequences of the rule failure.",
+            "examples": ["operational", "regulatory"]
+          },
+          "customProperties": {
+            "type": "array",
+            "description": "Additional properties required for rule execution.",
+            "items": {
+              "$ref": "#/$defs/CustomProperty"
+            }
+          },
+          "description": {
+            "type": "string",
+            "description": "Describe the quality check to be completed."
+          },
+          "dimension": {
+            "type": "string",
+            "description": "The key performance indicator (KPI) or dimension for data quality.",
+            "enum": ["accuracy", "completeness", "conformity", "consistency", "coverage", "timeliness", "uniqueness"]
+          },
+          "method": {
+            "type": "string",
+            "examples": ["reconciliation"]
+          },
+          "name": {
+            "type": "string",
+            "description": "Name of the data quality check."
+          },
+          "schedule": {
+            "type": "string",
+            "description": "Rule execution schedule details.",
+            "examples": ["0 20 * * *"]
+          },
+          "scheduler": {
+            "type": "string",
+            "description": "The name or type of scheduler used to start the data quality check.",
+            "examples": ["cron"]
+          },
+          "severity": {
+            "type": "string",
+            "description": "The severance of the quality rule.",
+            "examples": ["info", "warning", "error"]
+          },
+          "tags": {
+            "$ref": "#/$defs/Tags"
+          },
+          "type": {
+            "type": "string",
+            "description": "The type of quality check. 'text' is human-readable text that describes the quality of the data. 'library' is a set of maintained predefined quality attributes such as row count or unique. 'sql' is an individual SQL query that returns a value that can be compared. 'custom' is quality attributes that are vendor-specific, such as Soda or Great Expectations.",
+            "enum": ["text", "library", "sql", "custom"],
+            "default": "library"
+          },
+          "unit": {
+            "type": "string",
+            "description": "Unit the rule is using, popular values are `rows` or `percent`, but any value is allowed.",
+            "examples": ["rows", "percent"]
+          }
+        },
+        "allOf": [
+          {
+            "if": {
+              "anyOf": [
+                {
+                  "properties": {
+                    "type": {
+                      "const": "library"
+                    }
+                  },
+                  "required": ["type"]
+                },
+                {
+                  "properties": {
+                    "metric": {
+                      "type": "string"
+                    }
+                  },
+                  "required": ["metric"]
+                }
+              ]
+            },
+            "then": {
+              "$ref": "#/$defs/DataQualityLibrary"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "sql"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/DataQualitySql"
+            }
+          },
+          {
+            "if": {
+              "properties": {
+                "type": {
+                  "const": "custom"
+                }
+              },
+              "required": ["type"]
+            },
+            "then": {
+              "$ref": "#/$defs/DataQualityCustom"
+            }
+          }
+        ],
+        "unevaluatedProperties": false
+      },
+      "DataQualityChecks": {
+        "type": "array",
+        "description": "Data quality rules with all the relevant information for rule setup and execution.",
+        "items": {
+          "$ref": "#/$defs/DataQuality"
+        }
+      },
+      "DataQualityOperators": {
+        "type": "object",
+        "description": "Common comparison operators for data quality checks.",
+        "oneOf": [
+          {
+            "properties": {
+              "mustBe": {
+                "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='."
+              }
+            },
+            "required": ["mustBe"]
+          },
+          {
+            "properties": {
+              "mustNotBe": {
+                "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='."
+              }
+            },
+            "required": ["mustNotBe"]
+          },
+          {
+            "properties": {
+              "mustBeGreaterThan": {
+                "type": "number",
+                "description": "Must be greater than the value to be valid. It is equivalent to '>'."
+              }
+            },
+            "required": ["mustBeGreaterThan"]
+          },
+          {
+            "properties": {
+              "mustBeGreaterOrEqualTo": {
+                "type": "number",
+                "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='."
+              }
+            },
+            "required": ["mustBeGreaterOrEqualTo"]
+          },
+          {
+            "properties": {
+              "mustBeLessThan": {
+                "type": "number",
+                "description": "Must be less than the value to be valid. It is equivalent to '<'."
+              }
+            },
+            "required": ["mustBeLessThan"]
+          },
+          {
+            "properties": {
+              "mustBeLessOrEqualTo": {
+                "type": "number",
+                "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='."
+              }
+            },
+            "required": ["mustBeLessOrEqualTo"]
+          },
+          {
+            "properties": {
+              "mustBeBetween": {
+                "type": "array",
+                "description": "Must be between the two numbers to be valid. Smallest number first in the array.",
+                "minItems": 2,
+                "maxItems": 2,
+                "uniqueItems": true,
+                "items": {
+                  "type": "number"
+                }
+              }
+            },
+            "required": ["mustBeBetween"]
+          },
+          {
+            "properties": {
+              "mustNotBeBetween": {
+                "type": "array",
+                "description": "Must not be between the two numbers to be valid. Smallest number first in the array.",
+                "minItems": 2,
+                "maxItems": 2,
+                "uniqueItems": true,
+                "items": {
+                  "type": "number"
+                }
+              }
+            },
+            "required": ["mustNotBeBetween"]
+          }
+        ]
+      },
+      "DataQualityLibrary": {
+        "type": "object",
+        "allOf": [
+          {
+            "$ref": "#/$defs/DataQualityOperators"
+          }
+        ],
+        "properties": {
+          "metric": {
+            "type": "string",
+            "description": "Define a data quality check based on the predefined metrics as per ODCS.",
+            "enum": ["nullValues", "missingValues", "invalidValues", "duplicateValues", "rowCount"]
+          },
+          "rule": {
+            "type": "string",
+            "deprecated": true,
+            "description": "Use metric instead"
+          },
+          "arguments": {
+            "type": "object",
+            "description": "Additional arguments for the metric, if needed."
+          }
+        },
+        "required": ["metric"]
+      },
+      "DataQualitySql": {
+        "type": "object",
+        "allOf": [
+          {
+            "$ref": "#/$defs/DataQualityOperators"
+          }
+        ],
+        "properties": {
+          "query": {
+            "type": "string",
+            "description": "Query string that adheres to the dialect of the provided server.",
+            "examples": ["SELECT COUNT(*) FROM ${table} WHERE ${column} IS NOT NULL"]
+          }
+        },
+        "required": ["query"]
+      },
+      "DataQualityCustom": {
+        "type": "object",
+        "properties": {
+          "engine": {
+            "type": "string",
+            "description": "Name of the engine which executes the data quality checks.",
+            "examples": ["soda", "great-expectations", "monte-carlo", "dbt"]
+          },
+          "implementation": {
+            "oneOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "object"
+              }
+            ]
+          }
+        },
+        "required": ["engine", "implementation"]
+      },
+      "AuthoritativeDefinitions": {
+        "type": "array",
+        "description": "List of links to sources that provide more details on the dataset; examples would be a link to an external definition, a training video, a git repo, data catalog, or another tool. Authoritative definitions follow the same structure in the standard.",
+        "items": {
+          "type": "object",
+          "properties": {
+            "url": {
+              "type": "string",
+              "description": "URL to the authority."
+            },
+            "type": {
+              "type": "string",
+              "description": "Type of definition for authority: v2.3 adds standard values: `businessDefinition`, `transformationImplementation`, `videoTutorial`, `tutorial`, and `implementation`.",
+              "examples": ["businessDefinition", "transformationImplementation", "videoTutorial", "tutorial", "implementation"]
+            },
+            "description": {
+              "type": "string",
+              "description": "Description of the authoritative definition for humans."
+            }
+          },
+          "required": ["url", "type"],
+          "additionalProperties": false
+        }
+      },
+      "Support": {
+        "type": "array",
+        "description": "Top level for support channels.",
+        "items": {
+          "$ref": "#/$defs/SupportItem"
+        }
+      },
+      "SupportItem": {
+        "type": "object",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "channel": {
+            "type": "string",
+            "description": "Channel name or identifier."
+          },
+          "url": {
+            "type": "string",
+            "description": "Access URL using normal [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax) (https, mailto, etc.)."
+          },
+          "description": {
+            "type": "string",
+            "description": "Description of the channel, free text."
+          },
+          "tool": {
+            "type": "string",
+            "description": "Name of the tool, value can be `email`, `slack`, `teams`, `discord`, `ticket`, `googlechat`, or `other`.",
+            "examples": ["email", "slack", "teams", "discord", "ticket", "googlechat","other"]
+          },
+          "scope": {
+            "type": "string",
+            "description": "Scope can be: `interactive`, `announcements`, `issues`, `notifications`.",
+            "examples": ["interactive", "announcements", "issues", "notifications"]
+          },
+          "invitationUrl": {
+            "type": "string",
+            "description": "Some tools uses invitation URL for requesting or subscribing. Follows the [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax)."
+          },
+          "customProperties": {
+            "$ref": "#/$defs/CustomProperties"
+          }
+        },
+        "required": ["channel"],
+        "additionalProperties": false
+      },
+      "Pricing": {
+        "type": "object",
+        "properties": {
+          "priceAmount": {
+            "type": "number",
+            "description": "Subscription price per unit of measure in `priceUnit`."
+          },
+          "priceCurrency": {
+            "type": "string",
+            "description": "Currency of the subscription price in `price.priceAmount`."
+          },
+          "priceUnit": {
+            "type": "string",
+            "description": "The unit of measure for calculating cost. Examples megabyte, gigabyte."
+          }
+        },
+        "additionalProperties": false
+      },
+      "TeamMember": {
+        "type": "object",
+        "description": "Team member information.",
+        "additionalProperties": false,
+        "properties": {
+          "username": {
+            "type": "string",
+            "description": "The user's username or email."
+          },
+          "name": {
+            "type": "string",
+            "description": "The user's name."
+          },
+          "description": {
+            "type": "string",
+            "description": "The user's description."
+          },
+          "role": {
+            "type": "string",
+            "description": "The user's job role; Examples might be owner, data steward. There is no limit on the role."
+          },
+          "dateIn": {
+            "type": "string",
+            "format": "date",
+            "description": "The date when the user joined the team."
+          },
+          "dateOut": {
+            "type": "string",
+            "format": "date",
+            "description": "The date when the user ceased to be part of the team."
+          },
+          "replacedByUsername": {
+            "type": "string",
+            "description": "The username of the user who replaced the previous user."
+          },
+          "tags": {
+            "$ref": "#/$defs/Tags"
+          },
+          "customProperties": {
+            "type": "array",
+            "description": "Custom properties block.",
+            "items": {
+              "$ref": "#/$defs/CustomProperty"
+            }
+          },
+          "authoritativeDefinitions": {
+            "$ref": "#/$defs/AuthoritativeDefinitions"
+          }
+        },
+        "required": ["username"]
+      },
+      "Team": {
+        "type": "object",
+        "description": "Team information.",
+        "additionalProperties": false,
+        "properties": {
+          "name": {
+            "type": "string",
+            "description": "Team name."
+          },
+          "description": {
+            "type": "string",
+            "description": "Team description."
+          },
+          "members": {
+            "type": "array",
+            "description": "List of members.",
+            "items": {
+              "$ref": "#/$defs/TeamMember"
+            }
+          },
+          "tags": {
+            "$ref": "#/$defs/Tags"
+          },
+          "customProperties": {
+            "type": "array",
+            "description": "Custom properties block.",
+            "items": {
+              "$ref": "#/$defs/CustomProperty"
+            }
+          },
+          "authoritativeDefinitions": {
+            "$ref": "#/$defs/AuthoritativeDefinitions"
+          }
+        }
+      },
+      "Role": {
+        "type": "object",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "role": {
+            "type": "string",
+            "description": "Name of the IAM role that provides access to the dataset."
+          },
+          "description": {
+            "type": "string",
+            "description": "Description of the IAM role and its permissions."
+          },
+          "access": {
+            "type": "string",
+            "description": "The type of access provided by the IAM role."
+          },
+          "firstLevelApprovers": {
+            "type": "string",
+            "description": "The name(s) of the first-level approver(s) of the role."
+          },
+          "secondLevelApprovers": {
+            "type": "string",
+            "description": "The name(s) of the second-level approver(s) of the role."
+          },
+          "customProperties": {
+            "$ref": "#/$defs/CustomProperties"
+          }
+        },
+        "required": ["role"],
+        "additionalProperties": false
+      },
+      "ServiceLevelAgreementProperty": {
+        "type": "object",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "property": {
+            "type": "string",
+            "description": "Specific property in SLA, check the periodic table. May requires units (more details to come)."
+          },
+          "value": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "number"
+              },
+              {
+                "type": "integer"
+              },
+              {
+                "type": "boolean"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "description": "Agreement value. The label will change based on the property itself."
+          },
+          "valueExt": {
+            "$ref": "#/$defs/AnyNonCollectionType",
+            "description": "Extended agreement value. The label will change based on the property itself."
+          },
+          "unit": {
+            "type": "string",
+            "description": "**d**, day, days for days; **y**, yr, years for years, etc. Units use the ISO standard."
+          },
+          "element": {
+            "type": "string",
+            "description": "Element(s) to check on. Multiple elements should be extremely rare and, if so, separated by commas."
+          },
+          "driver": {
+            "type": "string",
+            "description": "Describes the importance of the SLA from the list of: `regulatory`, `analytics`, or `operational`.",
+            "examples": ["regulatory", "analytics", "operational"]
+          },
+          "description": {
+            "type": "string",
+            "description": "Description of the SLA for humans.",
+            "examples": ["99.9% of the time, data is available by 6 AM UTC"]
+          },
+          "scheduler": {
+            "type": "string",
+            "description": "Name of the scheduler, can be cron or any tool your organization support.",
+            "examples": ["cron"]
+          },
+          "schedule": {
+            "type": "string",
+            "description": "Configuration information for the scheduling tool, for cron a possible value is 0 20 * * *.",
+            "examples": ["0 20 * * *"]
+          }
+        },
+        "required": ["property", "value"],
+        "additionalProperties": false
+      },
+      "CustomProperties": {
+        "type": "array",
+        "description": "A list of key/value pairs for custom properties.",
+        "items": {
+          "$ref": "#/$defs/CustomProperty"
+        }
+      },
+      "CustomProperty": {
+        "type": "object",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "property": {
+            "type": "string",
+            "description": "The name of the key. Names should be in camel case–the same as if they were permanent properties in the contract."
+          },
+          "value": {
+            "$ref": "#/$defs/AnyType",
+            "description": "The value of the key."
+          },
+          "description" : {
+            "type": "string",
+            "description": "Description of the custom property."
+          }
+        },
+        "required": ["property", "value"],
+        "additionalProperties": false
+      },
+      "AnyType": {
+        "anyOf": [
+          {
+            "type": "string"
+          },
+          {
+            "type": "number"
+          },
+          {
+            "type": "integer"
+          },
+          {
+            "type": "boolean"
+          },
+          {
+            "type": "null"
+          },
+          {
+            "type": "array"
+          },
+          {
+            "type": "object"
+          }
+        ]
+      },
+      "AnyNonCollectionType": {
+        "anyOf": [
+          {
+            "type": "string"
+          },
+          {
+            "type": "number"
+          },
+          {
+            "type": "integer"
+          },
+          {
+            "type": "boolean"
+          },
+          {
+            "type": "null"
+          }
+        ]
+      },
+      "RelationshipBase": {
+        "type": "object",
+        "description": "Base definition for relationships between properties, typically for foreign key constraints.",
+        "properties": {
+          "type": {
+            "type": "string",
+            "description": "The type of relationship. Defaults to 'foreignKey'.",
+            "default": "foreignKey",
+            "enum": ["foreignKey"]
+          },
+          "from": {
+            "oneOf": [
+              {
+                "anyOf": [
+                  { "$ref": "#/$defs/ShorthandReference" },
+                  { "$ref": "#/$defs/FullyQualifiedReference" }
+                ],
+                "description": "Source property reference using fully qualified or shorthand notation."
+              },
+              {
+                "type": "array",
+                "description": "Array of source properties for composite keys.",
+                "items": {
+                  "anyOf": [
+                    { "$ref": "#/$defs/ShorthandReference" },
+                    { "$ref": "#/$defs/FullyQualifiedReference" }
+                  ]
+                },
+                "minItems": 1
+              }
+            ],
+            "description": "Source property or properties."
+          },
+          "to": {
+            "oneOf": [
+              {
+                "anyOf": [
+                  { "$ref": "#/$defs/ShorthandReference" },
+                  { "$ref": "#/$defs/FullyQualifiedReference" }
+                ],
+                "description": "Target property reference using fully qualified or shorthand notation."
+              },
+              {
+                "type": "array",
+                "description": "Array of target properties for composite keys.",
+                "items": {
+                  "anyOf": [
+                    { "$ref": "#/$defs/ShorthandReference" },
+                    { "$ref": "#/$defs/FullyQualifiedReference" }
+                  ]
+                },
+                "minItems": 1
+              }
+            ],
+            "description": "Target property or properties to reference."
+          },
+          "customProperties": {
+            "$ref": "#/$defs/CustomProperties"
+          }
+        }
+      },
+      "RelationshipSchemaLevel": {
+        "type": "object",
+        "description": "Relationship definition at schema level, requiring both 'from' and 'to' fields with matching types.",
+        "allOf": [
+          { "$ref": "#/$defs/RelationshipBase" },
+          { "required": ["from", "to"] },
+          {
+            "oneOf": [
+              {
+                "description": "Single-column relationship - both fields must be strings",
+                "properties": {
+                  "from": { "type": "string" },
+                  "to": { "type": "string" }
+                }
+              },
+              {
+                "description": "Composite key relationship - both fields must be arrays with matching lengths",
+                "properties": {
+                  "from": {
+                    "type": "array",
+                    "items": { "type": "string" },
+                    "minItems": 1
+                  },
+                  "to": {
+                    "type": "array",
+                    "items": { "type": "string" },
+                    "minItems": 1
+                  }
+                }
+              }
+            ]
+          }
+        ],
+        "unevaluatedProperties": false
+      },
+      "RelationshipPropertyLevel": {
+        "type": "object",
+        "description": "Relationship definition at property level, where 'from' is implicitly the current property.",
+        "allOf": [
+          { "$ref": "#/$defs/RelationshipBase" },
+          { "type": "object", "required": ["to"] },
+          {
+            "not": {
+              "required": ["from"]
+            },
+            "description": "The 'from' field must not be specified at property level as it is implicitly derived from the property context"
+          }
+        ],
+        "unevaluatedProperties": false
+      },
+      "Relationship": {
+        "description": "Compatibility wrapper for relationship definitions.",
+        "oneOf": [
+          { "$ref": "#/$defs/RelationshipSchemaLevel" },
+          { "$ref": "#/$defs/RelationshipPropertyLevel" }
+        ]
+      }
+    }
+  }
diff --git a/pyproject.toml b/pyproject.toml
index 08558c90c..facfa824b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ classifiers = [
   "Programming Language :: Python :: 3",
   "Operating System :: OS Independent",
 ]
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 dependencies = [
   "typer>=0.15.1,<0.20",
   "pydantic>=2.8.2,<2.13.0",
@@ -34,7 +34,7 @@ dependencies = [
   "Jinja2>=3.1.5,<4.0.0",
   "jinja_partials>=0.2.1,<1.0.0",
   "datacontract-specification>=1.2.3,<2.0.0",
-  "open-data-contract-standard>=3.0.5,<4.0.0",
+  "open-data-contract-standard>=3.1.0,<4.0.0",
 ]
 
 [project.optional-dependencies]
diff --git a/tests/fixtures/lint/valid-3.1.0.odcs.yaml b/tests/fixtures/lint/valid-3.1.0.odcs.yaml
new file mode 100644
index 000000000..f51fc315a
--- /dev/null
+++ b/tests/fixtures/lint/valid-3.1.0.odcs.yaml
@@ -0,0 +1,221 @@
+apiVersion: "v3.1.0"
+kind: "DataContract"
+id: "valid_odcs"
+name: "Valid ODCS data contract"
+version: "2.0.0"
+status: "draft"
+tenant: "company-A"
+tags:
+- "datalocation:EU"
+description:
+  purpose: "This data can be used for analytical purposes"
+  usage: "Use this to analyze shipments"
+  limitations: "Not suitable for real-time use cases"
+  authoritativeDefinitions:
+  - type: "Data Guidelines"
+    url: "https://example.com/data-guidelines.html"
+  customProperties:
+  - property: "github_link"
+    value: "https://github.example.com/shipment-specification.yaml"
+customProperties:
+- property: "additionalField"
+  value: "some value in a new major contract"
+schema:
+- name: "shipments2"
+  physicalType: "table"
+  physicalName: "shipments_v2"
+  businessName: "Shipments"
+  description: "This table contains shipment data, including details about shipment IDs, associated orders, delivery dates, carriers, tracking numbers, statuses, and additional shipment information in JSON format."
+  dataGranularityDescription: "Not Aggregated"
+  tags:
+  - "pii"
+  quality:
+  - type: "sql"
+    description: "Table shall contain at least 1 row"
+    query: "SELECT COUNT(*) FROM shipments"
+    mustBeGreaterOrEqualTo: 1
+  - type: "library"
+    description: "same as above as type library"
+    metric: rowCount
+    mustBeGreaterOrEqualTo: 1
+  - description: "same as above as type default"
+    metric: rowCount
+    mustBeGreaterOrEqualTo: 1
+  properties:
+  - name: "shipment_id"
+    businessName: "Shipment ID"
+    physicalName: "sid"
+    logicalType: "string"
+    description: "Unique identifier for each shipment."
+    required: false
+    unique: false
+    physicalType: "uuid"
+    primaryKey: true
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "123e4567-e89b-12d3-a456-426614174000"
+    criticalDataElement: false
+    tags:
+    - "businesskey"
+    authoritativeDefinitions:
+    - type: "definition"
+      url: "https://datamesh-manager-demo.azurecontainerapps.io/demo440238121320/definitions/fulfillment/shipment_id"
+  - name: "order_id"
+    physicalName: "oid"
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    authoritativeDefinitions:
+    - type: "definition"
+      url: "https://datamesh-manager-demo.azurecontainerapps.io/demo440238121320/definitions/sales/order_id"
+  - name: "delivery_date"
+    businessName: "Delivery Date"
+    logicalType: "date"
+    description: "The actual or expected delivery date of the shipment."
+    required: false
+    unique: false
+    physicalType: "timestamp_tz"
+    primaryKey: false
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "2023-10-01T10:00:00Z"
+    criticalDataElement: false
+  - name: "carrier"
+    businessName: "Carrier"
+    logicalType: "string"
+    description: "The shipping carrier used for the delivery."
+    required: false
+    unique: false
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "FedEx"
+    - "UPS"
+    criticalDataElement: false
+  - name: "tracking_number"
+    businessName: "Tracking Number"
+    logicalType: "string"
+    description: "Tracking number provided by the carrier."
+    required: false
+    unique: false
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    classification: "restricted"
+    examples:
+    - "1Z999AA10123456784"
+    criticalDataElement: false
+    customProperties:
+    - property: "external"
+      value: "true"
+  - name: "status"
+    businessName: "Status"
+    logicalType: "string"
+    description: "Current status of the shipment."
+    required: false
+    unique: false
+    physicalType: "text"
+    primaryKey: false
+    partitioned: false
+    classification: "internal"
+    examples:
+    - "Delivered"
+    - "In Transit"
+    criticalDataElement: false
+  - name: "inline_object_definition"
+    businessName: "Inline Object Definition"
+    logicalType: "object"
+    description: "A JSON representation of additional shipment info"
+    required: false
+    unique: false
+    physicalType: "json"
+    primaryKey: false
+    partitioned: false
+    partitionKeyPosition: -1
+    classification: "internal"
+    examples:
+    - "{\"destination\": \"New York\"}"
+    criticalDataElement: false
+    quality:
+    - type: "text"
+      description: "{field} must contain the field \"destination\""
+  - name: "address"
+    businessName: "Shipment Address"
+    logicalType: "object"
+    description: "Shipping address details."
+    required: true
+    physicalType: "JSON"
+    classification: "restricted"
+    properties:
+    - name: "street"
+      businessName: "Street"
+      logicalType: "string"
+      description: "Street address."
+      required: true
+      unique: false
+      physicalType: "text"
+      primaryKey: false
+      partitioned: false
+      classification: "restricted"
+      examples:
+      - "Marienplatz 1"
+    - name: "city"
+      businessName: "City"
+      logicalType: "string"
+      description: "City of the shipping address."
+      required: true
+      unique: false
+      physicalType: "text"
+      primaryKey: false
+      partitioned: false
+      classification: "restricted"
+      examples:
+      - "Munich"
+    - name: "country"
+      businessName: "Country"
+      logicalType: "string"
+      description: "Country of the shipping address."
+      required: true
+      physicalType: "text"
+      primaryKey: false
+      partitioned: false
+      classification: "restricted"
+      examples:
+      - "DE"
+servers:
+- server: "production"
+  type: "bigquery"
+  environment: "production"
+  dataset: "shipments_v1"
+  project: "acme_shipments_prod"
+support:
+- channel: "slackname"
+  url: "http://find.me.here"
+  tool: "slack"
+  scope: "interactive"
+authoritativeDefinitions:
+- type: "Guidelines"
+  url: "https://example.com/guidelines"
+price:
+  priceAmount: 1
+  priceCurrency: "EUR"
+  priceUnit: "Per 1000 requests"
+team:
+  name: "fullfillment"
+  members:
+  - username: "vimportant"
+    role: "administrator"
+    dateIn: "2020-01-01"
+  - username: "nimportant"
+    role: "reader"
+    dateIn: "2020-01-01"
+    dateOut: "2024-10-10"
+slaProperties:
+- property: "availability"
+  value: "95%"
+  unit: "%"
+  driver: "operational"
diff --git a/tests/fixtures/lint/valid.odcs.yaml b/tests/fixtures/lint/valid.odcs.yaml
index c36091e95..2a46175b4 100644
--- a/tests/fixtures/lint/valid.odcs.yaml
+++ b/tests/fixtures/lint/valid.odcs.yaml
@@ -20,8 +20,6 @@ description:
 customProperties:
 - property: "additionalField"
   value: "some value in a new major contract"
-- property: "owner"
-  value: "fulfillment"
 schema:
 - name: "shipments2"
   physicalType: "table"
@@ -35,8 +33,7 @@ schema:
   - type: "sql"
     description: "Table shall contain at least 1 row"
     query: "SELECT COUNT(*) FROM shipments"
-    thresholdType: "mustBeGreaterThanOrEqualTo"
-    mustBeGreaterThanOrEqualTo: 1
+    mustBeGreaterThan: 0
   properties:
   - name: "shipment_id"
     businessName: "Shipment ID"
@@ -201,13 +198,15 @@ price:
   priceCurrency: "EUR"
   priceUnit: "Per 1000 requests"
 team:
-- username: "vimportant"
-  role: "administrator"
-  dateIn: "2020-01-01"
-- username: "nimportant"
-  role: "reader"
-  dateIn: "2020-01-01"
-  dateOut: "2024-10-10"
+  name: fulfillment
+  members:
+  - username: "vimportant"
+    role: "administrator"
+    dateIn: "2020-01-01"
+  - username: "nimportant"
+    role: "reader"
+    dateIn: "2020-01-01"
+    dateOut: "2024-10-10"
 slaProperties:
 - property: "availability"
   value: "95%"
diff --git a/tests/fixtures/oracle/data/testcase.sql b/tests/fixtures/oracle/data/testcase.sql
index 4b58a16d5..37ebc3859 100644
--- a/tests/fixtures/oracle/data/testcase.sql
+++ b/tests/fixtures/oracle/data/testcase.sql
@@ -1,3 +1,5 @@
+DROP TABLE IF EXISTS CHECKS_TESTCASE CASCADE CONSTRAINTS;
+
 CREATE TABLE CHECKS_TESTCASE (
   CTC_ID                            NUMBER PRIMARY KEY,               -- Primary key
   DESCRIPTION                       VARCHAR2(30) NOT NULL,            -- Description
diff --git a/tests/fixtures/oracle/datacontract-oracle-odcs.yaml b/tests/fixtures/oracle/datacontract-oracle-odcs.yaml
index 1709bc360..c394507ab 100644
--- a/tests/fixtures/oracle/datacontract-oracle-odcs.yaml
+++ b/tests/fixtures/oracle/datacontract-oracle-odcs.yaml
@@ -143,9 +143,3 @@ schema:
             SELECT count(*) as row_count
             FROM {model}
           mustBeGreaterThan: 5
-        - type: sql
-          description: Quality must be high except in exceptional cases where junk spare parts are sold
-          query: |
-            SELECT ctc_id FROM CHECKS_TESTCASE ct
-            WHERE quality < 90
-            AND json_value(ct.CUSTOM_ATTRIBUTES, '$.quality') != 'junk'
diff --git a/tests/test_export_odcs_v3.py b/tests/test_export_odcs_v3.py
index 6c9d86cd1..c0eb4b0e1 100644
--- a/tests/test_export_odcs_v3.py
+++ b/tests/test_export_odcs_v3.py
@@ -20,7 +20,7 @@ def test_cli():
 def test_to_odcs():
     data_contract = DataContractSpecification.from_string(read_file("fixtures/export/datacontract.yaml"))
     expected_odcs_model = """
-apiVersion: v3.0.1
+apiVersion: v3.1.0
 kind: DataContract
 id: orders-unit-test
 name: Orders Unit Test
@@ -97,6 +97,8 @@ def test_to_odcs():
     roles:
       - role: analyst_us
         description: Access to the data for US region
+team:
+ name: checkout
 
 support:
   - channel: email
@@ -105,8 +107,6 @@ def test_to_odcs():
     url: https://wiki.example.com/teams/checkout
 
 customProperties:
-- property: owner
-  value: checkout
 - property: otherField
   value: otherValue
 """
diff --git a/tests/test_lint.py b/tests/test_lint.py
index 30f1cde24..b13568853 100644
--- a/tests/test_lint.py
+++ b/tests/test_lint.py
@@ -73,6 +73,16 @@ def test_lint_invalid_odcs_schema():
     assert run.result == "failed"
 
 
+def test_lint_valid_odcs_3_1_0_schema():
+    data_contract_file = "fixtures/lint/valid-3.1.0.odcs.yaml"
+    data_contract = DataContract(data_contract_file=data_contract_file)
+
+    run = data_contract.lint()
+    print(run.pretty())
+
+    assert run.result == "passed"
+
+
 def test_lint_with_ref():
     data_contract = DataContract(
         data_contract_file="fixtures/lint/valid_datacontract_ref.yaml", inline_definitions=True

From 279f2169d1a37672e7468a4fd1c1ecf3de26bef3 Mon Sep 17 00:00:00 2001
From: Robert Altmiller <123985294+robert-altmiller@users.noreply.github.com>
Date: Tue, 25 Nov 2025 02:58:09 -0700
Subject: [PATCH 064/150] added support for map logical type since it was
 missing (#952)

* added support for map logical type since it was missing

* added support for map logical type since it was missing
---
 datacontract/export/odcs_v3_exporter.py | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/datacontract/export/odcs_v3_exporter.py b/datacontract/export/odcs_v3_exporter.py
index 7215894c2..f026f1771 100644
--- a/datacontract/export/odcs_v3_exporter.py
+++ b/datacontract/export/odcs_v3_exporter.py
@@ -198,14 +198,10 @@ def to_logical_type(type: str) -> str | None:
         return "integer"
     if type.lower() in ["boolean"]:
         return "boolean"
-    if type.lower() in ["object", "record", "struct"]:
+    if type.lower() in ["object", "record", "struct", "map", "variant"]:
         return "object"
-    if type.lower() in ["bytes"]:
+    if type.lower() in ["bytes", "array"]:
         return "array"
-    if type.lower() in ["array"]:
-        return "array"
-    if type.lower() in ["variant"]:
-        return "variant"
     if type.lower() in ["null"]:
         return None
     return None

From 297c49e8bae62c646de999c3a96f5f2db8716e05 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Tue, 25 Nov 2025 10:57:05 +0100
Subject: [PATCH 065/150] Prepare for ODCS v3.1.0

---
 CHANGELOG.md   | 8 +++++++-
 pyproject.toml | 7 ++++---
 2 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 70c363ba1..fdd28d230 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,10 +8,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ## Unreleased
 
 
+## [0.10.40] - 2025-11-25
+
+### Added
+
+- Support for ODCS v3.1.0
+
 ## [0.10.39] - 2025-11-20
 
 ### Added
-- 
+ 
 - Oracle DB: Client Directory for Connection Mode 'Thick' can now be specified in the `DATACONTRACT_ORACLE_CLIENT_DIR` environment variable (#949)
 
 ### Fixed
diff --git a/pyproject.toml b/pyproject.toml
index facfa824b..9c66b08c1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.10.39"
+version = "0.10.40"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"
@@ -138,14 +138,15 @@ dev = [
   "datacontract-cli[all]",
   "httpx==0.28.1",
   "kafka-python",
+  "minio==7.2.17",  # Pin to 7.2.17 - 7.2.18+ has keyword-only params incompatible with testcontainers
   "moto==5.1.13",
   "pandas>=2.1.0",
   "pre-commit>=3.7.1,<4.5.0",
   "pytest",
   "pytest-xdist",
-  "pymssql==2.3.8",
+  "pymssql==2.3.9",
   "ruff",
-  "testcontainers[minio,postgres,kafka,mssql]==4.12.0",
+  "testcontainers[minio,postgres,kafka,mssql]==4.13.3",
   "trino==0.336.0",
 ]
 

From a252e5e14995540ac5dc6d79358238fc281637ac Mon Sep 17 00:00:00 2001
From: Jochen Christ 
Date: Tue, 25 Nov 2025 16:21:54 +0100
Subject: [PATCH 066/150] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c272cfaf0..1ade34f34 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ This data contract contains all information to connect to S3 and check that the
 
 Let's use [uv](https://docs.astral.sh/uv/) to install the CLI (or use the [Docker image](#docker)),
 ```bash
-$ uv tool install --python python3.11 'datacontract-cli[all]'
+$ uv tool install --python python3.11 --upgrade 'datacontract-cli[all]'
 ```
 
 

From 2560f15ce826eed46e3cf6627edeb8daf0ce16da Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 28 Nov 2025 17:43:30 +0100
Subject: [PATCH 067/150] Enable CORS for all origins in the API and update
 changelog

---
 CHANGELOG.md        | 3 +++
 datacontract/api.py | 8 ++++++++
 2 files changed, 11 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fdd28d230..a991232aa 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Added
+
+- api: CORS is now enabled for all origins
 
 ## [0.10.40] - 2025-11-25
 
diff --git a/datacontract/api.py b/datacontract/api.py
index 7c306a09a..14de01ed2 100644
--- a/datacontract/api.py
+++ b/datacontract/api.py
@@ -4,6 +4,7 @@
 
 import typer
 from fastapi import Body, Depends, FastAPI, HTTPException, Query, status
+from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import PlainTextResponse
 from fastapi.security.api_key import APIKeyHeader
 
@@ -90,6 +91,13 @@
     ],
 )
 
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
 api_key_header = APIKeyHeader(
     name="x-api-key",
     auto_error=False,  # this makes authentication optional

From f0718541402f1326f73348e20cb0349d3dc51eba Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 28 Nov 2025 20:22:07 +0100
Subject: [PATCH 068/150] Add push-to-ECR workflow for multi-arch Docker images

---
 .github/workflows/release.yaml | 32 ++++++++++++++++++++++++++++++++
 1 file changed, 32 insertions(+)

diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 568c27ce5..8950f2d79 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -192,3 +192,35 @@ jobs:
           tags: ${{ steps.meta.outputs.tags }}
           labels: ${{ steps.meta.outputs.labels }}
           sbom: true
+
+  push-to-ecr:
+    runs-on: ubuntu-latest
+    needs:
+      - docker
+    steps:
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Set up AWS CLI
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: us-east-1
+
+      - name: Login to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Login to AWS ECR
+        run: |
+          aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin public.ecr.aws/s4e5k7s9
+
+      - name: Copy Multi-Arch Image from Docker Hub to AWS ECR
+        run: |
+          docker buildx imagetools create \
+            --tag public.ecr.aws/s4e5k7s9/datacontract-cli:latest \
+            --tag public.ecr.aws/s4e5k7s9/datacontract-cli:${{ github.ref_name }} \
+            docker.io/datacontract/cli:${{ github.ref_name }}

From 99ee384c83527e3d4ff86e5454c4d5ef624874f1 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 28 Nov 2025 20:24:20 +0100
Subject: [PATCH 069/150] Configure Spark driver host and bind address for
 tests

---
 tests/test_import_spark.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/test_import_spark.py b/tests/test_import_spark.py
index 2123012ff..81fcad8ae 100644
--- a/tests/test_import_spark.py
+++ b/tests/test_import_spark.py
@@ -18,6 +18,8 @@ def spark(tmp_path_factory) -> SparkSession:
             "spark.sql.warehouse.dir",
             f"{tmp_path_factory.mktemp('spark')}/spark-warehouse",
         )
+        .config("spark.driver.host", "127.0.0.1")
+        .config("spark.driver.bindAddress", "127.0.0.1")
         .config("spark.streaming.stopGracefullyOnShutdown", "true")
         .config(
             "spark.jars.packages",

From 572ed513a0711968de45b818a5a089f997be868a Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 28 Nov 2025 20:40:25 +0100
Subject: [PATCH 070/150] Configure Spark driver host and bind address for
 tests

---
 datacontract/imports/odcs_v3_importer.py | 18 +++++++++++++++++-
 datacontract/lint/resolve.py             | 15 ++++++++++++++-
 2 files changed, 31 insertions(+), 2 deletions(-)

diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index a1733fe0a..06d0c6f10 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -4,11 +4,25 @@
 from typing import Any, Dict, List
 from venv import logger
 
+import yaml
 from datacontract_specification.model import Quality
 from open_data_contract_standard.model import CustomProperty, OpenDataContractStandard, SchemaProperty
 
 from datacontract.imports.importer import Importer
 from datacontract.lint.resources import read_resource
+
+
+class _SafeLoaderNoTimestamp(yaml.SafeLoader):
+    """SafeLoader that keeps dates/timestamps as strings instead of converting to datetime objects."""
+
+    pass
+
+
+# Remove the timestamp implicit resolver so dates like 2022-01-15 stay as strings
+_SafeLoaderNoTimestamp.yaml_implicit_resolvers = {
+    k: [(tag, regexp) for tag, regexp in v if tag != "tag:yaml.org,2002:timestamp"]
+    for k, v in _SafeLoaderNoTimestamp.yaml_implicit_resolvers.copy().items()
+}
 from datacontract.model.data_contract_specification import (
     DATACONTRACT_TYPES,
     Availability,
@@ -42,7 +56,9 @@ def import_odcs_v3_as_dcs(
 
 def parse_odcs_v3_from_str(source_str):
     try:
-        odcs = OpenDataContractStandard.from_string(source_str)
+        # Use custom loader to keep dates as strings instead of datetime objects
+        data = yaml.load(source_str, Loader=_SafeLoaderNoTimestamp)
+        odcs = OpenDataContractStandard(**data)
     except Exception as e:
         raise DataContractException(
             type="schema",
diff --git a/datacontract/lint/resolve.py b/datacontract/lint/resolve.py
index abadf61a7..04e9f5552 100644
--- a/datacontract/lint/resolve.py
+++ b/datacontract/lint/resolve.py
@@ -23,6 +23,19 @@
 from datacontract.model.run import ResultEnum
 
 
+class _SafeLoaderNoTimestamp(yaml.SafeLoader):
+    """SafeLoader that keeps dates/timestamps as strings instead of converting to datetime objects."""
+
+    pass
+
+
+# Remove the timestamp implicit resolver so dates like 2022-01-15 stay as strings
+_SafeLoaderNoTimestamp.yaml_implicit_resolvers = {
+    k: [(tag, regexp) for tag, regexp in v if tag != "tag:yaml.org,2002:timestamp"]
+    for k, v in _SafeLoaderNoTimestamp.yaml_implicit_resolvers.copy().items()
+}
+
+
 def resolve_data_contract(
     data_contract_location: str = None,
     data_contract_str: str = None,
@@ -356,7 +369,7 @@ def _resolve_dcs_from_yaml_dict(inline_definitions, inline_quality, schema_locat
 
 def _to_yaml(data_contract_str) -> dict:
     try:
-        return yaml.safe_load(data_contract_str)
+        return yaml.load(data_contract_str, Loader=_SafeLoaderNoTimestamp)
     except Exception as e:
         logging.warning(f"Cannot parse YAML. Error: {str(e)}")
         raise DataContractException(

From 9f9cca4126e56d50dfd43fd49d6cc6714c66d983 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 28 Nov 2025 20:50:29 +0100
Subject: [PATCH 071/150] Update changelog with YAML date string fix for ODCS
 schema validation

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a991232aa..f7b9d9106 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - api: CORS is now enabled for all origins
 
+### Fixed
+
+- lint: YAML date values (e.g., `2022-01-15`) are now kept as strings instead of being converted to datetime objects, fixing ODCS schema validation
+
 ## [0.10.40] - 2025-11-25
 
 ### Added

From 4ecdd09b5280a7223a728946dfdd375f0046eac7 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Fri, 28 Nov 2025 20:56:16 +0100
Subject: [PATCH 072/150] Reorganize `_SafeLoaderNoTimestamp` class in
 `odcs_v3_importer.py` and format import block in `oracle.py`

---
 .../engines/soda/connections/oracle.py        |  1 +
 datacontract/imports/odcs_v3_importer.py      | 26 +++++++++----------
 2 files changed, 14 insertions(+), 13 deletions(-)

diff --git a/datacontract/engines/soda/connections/oracle.py b/datacontract/engines/soda/connections/oracle.py
index 4f691fae7..1f1683051 100644
--- a/datacontract/engines/soda/connections/oracle.py
+++ b/datacontract/engines/soda/connections/oracle.py
@@ -7,6 +7,7 @@
 
 def initialize_client_and_create_soda_configuration(server: Server) -> str:
     import oracledb
+
     soda_config = to_oracle_soda_configuration(server)
 
     oracle_client_dir = os.getenv("DATACONTRACT_ORACLE_CLIENT_DIR")
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
index 06d0c6f10..72e496520 100644
--- a/datacontract/imports/odcs_v3_importer.py
+++ b/datacontract/imports/odcs_v3_importer.py
@@ -10,19 +10,6 @@
 
 from datacontract.imports.importer import Importer
 from datacontract.lint.resources import read_resource
-
-
-class _SafeLoaderNoTimestamp(yaml.SafeLoader):
-    """SafeLoader that keeps dates/timestamps as strings instead of converting to datetime objects."""
-
-    pass
-
-
-# Remove the timestamp implicit resolver so dates like 2022-01-15 stay as strings
-_SafeLoaderNoTimestamp.yaml_implicit_resolvers = {
-    k: [(tag, regexp) for tag, regexp in v if tag != "tag:yaml.org,2002:timestamp"]
-    for k, v in _SafeLoaderNoTimestamp.yaml_implicit_resolvers.copy().items()
-}
 from datacontract.model.data_contract_specification import (
     DATACONTRACT_TYPES,
     Availability,
@@ -39,6 +26,19 @@ class _SafeLoaderNoTimestamp(yaml.SafeLoader):
 from datacontract.model.exceptions import DataContractException
 
 
+class _SafeLoaderNoTimestamp(yaml.SafeLoader):
+    """SafeLoader that keeps dates/timestamps as strings instead of converting to datetime objects."""
+
+    pass
+
+
+# Remove the timestamp implicit resolver so dates like 2022-01-15 stay as strings
+_SafeLoaderNoTimestamp.yaml_implicit_resolvers = {
+    k: [(tag, regexp) for tag, regexp in v if tag != "tag:yaml.org,2002:timestamp"]
+    for k, v in _SafeLoaderNoTimestamp.yaml_implicit_resolvers.copy().items()
+}
+
+
 class OdcsImporter(Importer):
     def import_source(
         self, data_contract_specification: DataContractSpecification, source: str, import_args: dict

From 075de57048bf077c55219673f6f0d65174a6d200 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 15:41:12 +0100
Subject: [PATCH 073/150] datacontract test should log the tested schema
 (resolves #963)

---
 CHANGELOG.md                               |  1 +
 datacontract/cli.py                        |  8 +++-
 datacontract/output/test_results_writer.py | 44 +++++++++++++++++++++-
 3 files changed, 50 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f7b9d9106..3a2495473 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,6 +9,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Added
 
+- test: Log server name and type in output (#963)
 - api: CORS is now enabled for all origins
 
 ### Fixed
diff --git a/datacontract/cli.py b/datacontract/cli.py
index 599411922..92c1ac5e4 100644
--- a/datacontract/cli.py
+++ b/datacontract/cli.py
@@ -18,7 +18,7 @@
 from datacontract.integration.entropy_data import (
     publish_data_contract_to_entropy_data,
 )
-from datacontract.lint.resolve import resolve_data_contract_dict
+from datacontract.lint.resolve import resolve_data_contract, resolve_data_contract_dict
 from datacontract.model.exceptions import DataContractException
 from datacontract.output.output_format import OutputFormat
 from datacontract.output.test_results_writer import write_test_result
@@ -180,7 +180,11 @@ def test(
     ).test()
     if logs:
         _print_logs(run)
-    write_test_result(run, console, output_format, output)
+    try:
+        data_contract = resolve_data_contract(location, schema_location=schema)
+    except Exception:
+        data_contract = None
+    write_test_result(run, console, output_format, output, data_contract)
 
 
 @app.command()
diff --git a/datacontract/output/test_results_writer.py b/datacontract/output/test_results_writer.py
index 56d9f3379..274a3f169 100644
--- a/datacontract/output/test_results_writer.py
+++ b/datacontract/output/test_results_writer.py
@@ -1,19 +1,61 @@
 from pathlib import Path
+from typing import Optional
 
 import typer
 from rich import box
 from rich.console import Console
 from rich.table import Table
 
+from datacontract.model.data_contract_specification import DataContractSpecification
 from datacontract.model.run import Run
 from datacontract.output.junit_test_results import write_junit_test_results
 from datacontract.output.output_format import OutputFormat
 
 
-def write_test_result(run: Run, console: Console, output_format: OutputFormat, output_path: Path):
+def write_test_result(
+    run: Run,
+    console: Console,
+    output_format: OutputFormat,
+    output_path: Path,
+    data_contract: Optional[DataContractSpecification] = None,
+):
     if output_format == OutputFormat.junit:
         write_junit_test_results(run, console, output_path)
 
+    if run.server and data_contract and data_contract.servers:
+        server = data_contract.servers.get(run.server)
+        if server:
+            details = []
+            if server.type:
+                details.append(f"type={server.type}")
+            if server.format:
+                details.append(f"format={server.format}")
+            if server.host:
+                details.append(f"host={server.host}")
+            if server.port:
+                details.append(f"port={server.port}")
+            if server.database:
+                details.append(f"database={server.database}")
+            if server.schema_:
+                details.append(f"schema={server.schema_}")
+            if server.catalog:
+                details.append(f"catalog={server.catalog}")
+            if server.dataset:
+                details.append(f"dataset={server.dataset}")
+            if server.project:
+                details.append(f"project={server.project}")
+            if server.account:
+                details.append(f"account={server.account}")
+            if server.location:
+                details.append(f"location={server.location}")
+            if server.path:
+                details.append(f"path={server.path}")
+            if server.topic:
+                details.append(f"topic={server.topic}")
+            details_str = ", ".join(details) if details else ""
+            if details_str:
+                console.print(f"Server: {run.server} ({details_str})")
+
     _print_table(run, console)
     if run.result == "passed":
         console.print(

From fe2b6feb59eb81c0dd00fc347f54989690f6333b Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 15:53:46 +0100
Subject: [PATCH 074/150] Support `${schema}` placeholder in SQL queries with
 optional server schema replacements and add corresponding tests (resolves
 #957)

---
 CHANGELOG.md                                 |  1 +
 datacontract/engines/data_contract_checks.py | 42 ++++++++---
 tests/fixtures/quality/datacontract.yaml     |  6 ++
 tests/test_data_contract_checks.py           | 74 +++++++++++++++++++-
 4 files changed, 111 insertions(+), 12 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3a2495473..53fdfb59f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - test: Log server name and type in output (#963)
 - api: CORS is now enabled for all origins
+- quality: Support `{schema}` and `${schema}` placeholder in SQL quality checks to reference the server's database schema (#957)
 
 ### Fixed
 
diff --git a/datacontract/engines/data_contract_checks.py b/datacontract/engines/data_contract_checks.py
index 84bd52820..ed0c7cbe0 100644
--- a/datacontract/engines/data_contract_checks.py
+++ b/datacontract/engines/data_contract_checks.py
@@ -72,14 +72,14 @@ def to_model_checks(model_key, model_value, server: Server) -> List[Check]:
         if field.enum is not None and len(field.enum) > 0:
             checks.append(check_field_enum(model_name, field_name, field.enum, quoting_config))
         if field.quality is not None and len(field.quality) > 0:
-            quality_list = check_quality_list(model_name, field_name, field.quality, quoting_config)
+            quality_list = check_quality_list(model_name, field_name, field.quality, quoting_config, server)
             if (quality_list is not None) and len(quality_list) > 0:
                 checks.extend(quality_list)
         # TODO references: str = None
         # TODO format
 
     if model_value.quality is not None and len(model_value.quality) > 0:
-        quality_list = check_quality_list(model_name, None, model_value.quality)
+        quality_list = check_quality_list(model_name, None, model_value.quality, quoting_config, server)
         if (quality_list is not None) and len(quality_list) > 0:
             checks.extend(quality_list)
 
@@ -681,7 +681,11 @@ def check_field_missing_values(
 
 
 def check_quality_list(
-    model_name, field_name, quality_list: List[Quality], quoting_config: QuotingConfig = QuotingConfig()
+    model_name,
+    field_name,
+    quality_list: List[Quality],
+    quoting_config: QuotingConfig = QuotingConfig(),
+    server: Server = None,
 ) -> List[Check]:
     checks: List[Check] = []
 
@@ -695,7 +699,7 @@ def check_quality_list(
                 check_key = f"{model_name}__{field_name}__quality_sql_{count}"
                 check_type = "model_quality_sql"
             threshold = to_sodacl_threshold(quality)
-            query = prepare_query(quality, model_name, field_name, quoting_config)
+            query = prepare_query(quality, model_name, field_name, quoting_config, server)
             if query is None:
                 logger.warning(f"Quality check {check_key} has no query")
                 continue
@@ -780,7 +784,11 @@ def check_quality_list(
 
 
 def prepare_query(
-    quality: Quality, model_name: str, field_name: str = None, quoting_config: QuotingConfig = QuotingConfig()
+    quality: Quality,
+    model_name: str,
+    field_name: str = None,
+    quoting_config: QuotingConfig = QuotingConfig(),
+    server: Server = None,
 ) -> str | None:
     if quality.query is None:
         return None
@@ -801,14 +809,26 @@ def prepare_query(
     else:
         model_name_for_soda = model_name
 
-    query = re.sub(r'["\']?\{model}["\']?', model_name_for_soda, query)
-    query = re.sub(r'["\']?{schema}["\']?', model_name_for_soda, query)
-    query = re.sub(r'["\']?{table}["\']?', model_name_for_soda, query)
+    query = re.sub(r'["\']?\$?\{model}["\']?', model_name_for_soda, query)
+    query = re.sub(r'["\']?\$?\{table}["\']?', model_name_for_soda, query)
+
+    # Handle {schema} and ${schema} placeholder - use server schema if available
+    if server and server.schema_:
+        if quoting_config.quote_model_name:
+            schema_name_for_soda = f'"{server.schema_}"'
+        elif quoting_config.quote_model_name_with_backticks:
+            schema_name_for_soda = f"`{server.schema_}`"
+        else:
+            schema_name_for_soda = server.schema_
+        query = re.sub(r'["\']?\$?\{schema}["\']?', schema_name_for_soda, query)
+    else:
+        # Fallback to model name for backward compatibility
+        query = re.sub(r'["\']?\$?\{schema}["\']?', model_name_for_soda, query)
 
     if field_name is not None:
-        query = re.sub(r'["\']?{field}["\']?', field_name_for_soda, query)
-        query = re.sub(r'["\']?{column}["\']?', field_name_for_soda, query)
-        query = re.sub(r'["\']?{property}["\']?', field_name_for_soda, query)
+        query = re.sub(r'["\']?\$?\{field}["\']?', field_name_for_soda, query)
+        query = re.sub(r'["\']?\$?\{column}["\']?', field_name_for_soda, query)
+        query = re.sub(r'["\']?\$?\{property}["\']?', field_name_for_soda, query)
 
     return query
 
diff --git a/tests/fixtures/quality/datacontract.yaml b/tests/fixtures/quality/datacontract.yaml
index 9ff801fee..1ba8de691 100644
--- a/tests/fixtures/quality/datacontract.yaml
+++ b/tests/fixtures/quality/datacontract.yaml
@@ -64,6 +64,12 @@ models:
           SELECT count(*) as row_count
           FROM {model}
         mustBeGreaterThan: 5
+      - type: sql
+        description: Row Count with schema placeholder
+        query: |
+          SELECT count(*) as row_count
+          FROM ${schema}.{table}
+        mustBeGreaterThan: 5
       - name: rowCount must be greater than 0
         type: library
         metric: rowCount
diff --git a/tests/test_data_contract_checks.py b/tests/test_data_contract_checks.py
index 9591d8207..123329924 100644
--- a/tests/test_data_contract_checks.py
+++ b/tests/test_data_contract_checks.py
@@ -1,4 +1,76 @@
-from datacontract.engines.data_contract_checks import period_to_seconds
+from datacontract.engines.data_contract_checks import period_to_seconds, prepare_query, QuotingConfig
+from datacontract.model.data_contract_specification import Quality, Server
+
+
+def test_prepare_query_schema_placeholder():
+    """Test that {schema} placeholder is replaced with server schema."""
+    quality = Quality(type="sql", query="SELECT * FROM {schema}.{model}")
+    server = Server(**{"type": "postgres", "schema": "my_schema"})
+
+    result = prepare_query(quality, "my_table", None, QuotingConfig(), server)
+
+    assert result == "SELECT * FROM my_schema.my_table"
+
+
+def test_prepare_query_schema_placeholder_quoted():
+    """Test that {schema} placeholder is quoted for postgres/sqlserver."""
+    quality = Quality(type="sql", query="SELECT * FROM {schema}.{model}")
+    server = Server(**{"type": "postgres", "schema": "my_schema"})
+    quoting_config = QuotingConfig(quote_model_name=True)
+
+    result = prepare_query(quality, "my_table", None, quoting_config, server)
+
+    assert result == 'SELECT * FROM "my_schema"."my_table"'
+
+
+def test_prepare_query_schema_placeholder_backticks():
+    """Test that {schema} placeholder uses backticks for bigquery."""
+    quality = Quality(type="sql", query="SELECT * FROM {schema}.{model}")
+    server = Server(**{"type": "bigquery", "schema": "my_dataset"})
+    quoting_config = QuotingConfig(quote_model_name_with_backticks=True)
+
+    result = prepare_query(quality, "my_table", None, quoting_config, server)
+
+    assert result == "SELECT * FROM `my_dataset`.`my_table`"
+
+
+def test_prepare_query_schema_placeholder_no_server():
+    """Test that {schema} falls back to model name when server is None."""
+    quality = Quality(type="sql", query="SELECT * FROM {schema}")
+
+    result = prepare_query(quality, "my_table", None, QuotingConfig(), None)
+
+    assert result == "SELECT * FROM my_table"
+
+
+def test_prepare_query_schema_placeholder_no_schema():
+    """Test that {schema} falls back to model name when server has no schema."""
+    quality = Quality(type="sql", query="SELECT * FROM {schema}")
+    server = Server(type="postgres")
+
+    result = prepare_query(quality, "my_table", None, QuotingConfig(), server)
+
+    assert result == "SELECT * FROM my_table"
+
+
+def test_prepare_query_schema_placeholder_with_dollar():
+    """Test that ${schema} placeholder (with $) is replaced with server schema."""
+    quality = Quality(type="sql", query="SELECT * FROM ${schema}.${model}")
+    server = Server(**{"type": "postgres", "schema": "my_schema"})
+
+    result = prepare_query(quality, "my_table", None, QuotingConfig(), server)
+
+    assert result == "SELECT * FROM my_schema.my_table"
+
+
+def test_prepare_query_all_placeholders_with_dollar():
+    """Test that all placeholders work with $ prefix."""
+    quality = Quality(type="sql", query="SELECT ${field} FROM ${schema}.${table}")
+    server = Server(**{"type": "postgres", "schema": "my_schema"})
+
+    result = prepare_query(quality, "my_table", "my_field", QuotingConfig(), server)
+
+    assert result == "SELECT my_field FROM my_schema.my_table"
 
 
 def test_period_to_seconds():

From 4b1cd0ff6fb9033f32bcd05623acdea4f8561b8d Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 16:03:45 +0100
Subject: [PATCH 075/150] Reorganize imports in `test_data_contract_checks.py`
 to maintain alphabetical order

---
 tests/test_data_contract_checks.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_data_contract_checks.py b/tests/test_data_contract_checks.py
index 123329924..d12ee0c50 100644
--- a/tests/test_data_contract_checks.py
+++ b/tests/test_data_contract_checks.py
@@ -1,4 +1,4 @@
-from datacontract.engines.data_contract_checks import period_to_seconds, prepare_query, QuotingConfig
+from datacontract.engines.data_contract_checks import QuotingConfig, period_to_seconds, prepare_query
 from datacontract.model.data_contract_specification import Quality, Server
 
 

From 11690b8defd01f62dac07a873431579364b8e029 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 16:09:53 +0100
Subject: [PATCH 076/150] Support `DATACONTRACT_SQLSERVER_DRIVER` for
 configuring SQL Server ODBC driver via environment variable and update
 documentation

---
 CHANGELOG.md                                       | 1 +
 README.md                                          | 1 +
 datacontract/engines/soda/connections/sqlserver.py | 2 +-
 3 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 53fdfb59f..8a8237d42 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,6 +12,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - test: Log server name and type in output (#963)
 - api: CORS is now enabled for all origins
 - quality: Support `{schema}` and `${schema}` placeholder in SQL quality checks to reference the server's database schema (#957)
+- SQL Server: Support `DATACONTRACT_SQLSERVER_DRIVER` environment variable to specify the ODBC driver (#959)
 
 ### Fixed
 
diff --git a/README.md b/README.md
index 1ade34f34..47dde7cb2 100644
--- a/README.md
+++ b/README.md
@@ -599,6 +599,7 @@ models:
 | `DATACONTRACT_SQLSERVER_TRUSTED_CONNECTION`       | `True` | Use windows authentication, instead of login |
 | `DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE` | `True` | Trust self-signed certificate                |
 | `DATACONTRACT_SQLSERVER_ENCRYPTED_CONNECTION`     | `True` | Use SSL                                      |
+| `DATACONTRACT_SQLSERVER_DRIVER`                   | `ODBC Driver 18 for SQL Server` | ODBC driver name   |
 
 
 
diff --git a/datacontract/engines/soda/connections/sqlserver.py b/datacontract/engines/soda/connections/sqlserver.py
index 8272bd322..c5c865212 100644
--- a/datacontract/engines/soda/connections/sqlserver.py
+++ b/datacontract/engines/soda/connections/sqlserver.py
@@ -35,7 +35,7 @@ def to_sqlserver_soda_configuration(server: Server) -> str:
             "trusted_connection": os.getenv("DATACONTRACT_SQLSERVER_TRUSTED_CONNECTION", False),
             "trust_server_certificate": os.getenv("DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE", False),
             "encrypt": os.getenv("DATACONTRACT_SQLSERVER_ENCRYPTED_CONNECTION", True),
-            "driver": server.driver,
+            "driver": server.driver or os.getenv("DATACONTRACT_SQLSERVER_DRIVER"),
         }
     }
 

From 8fe193c05fb47ae0996a935624295280df0a0162 Mon Sep 17 00:00:00 2001
From: Christian van Rodijnen 
Date: Mon, 1 Dec 2025 16:10:46 +0100
Subject: [PATCH 077/150] Export and Import Excel to (ODCS v3) YAML Bug Fixes
 (#956)

* Fix for generating corrupted yaml when importing from excel using the mustBe and mustBeNot expectations.

* merged wrong idention

* recovered incorrect commit

* For now the change with the less impact

* implementation of mustBeGreaterOrEqualTo which is supported in the excel, aswell modification for whole numbers. Added unittest scenarios for fixed types

---------

Co-authored-by: Christian van Rodijnen 
---
 datacontract/export/excel_exporter.py    |   8 +++++++
 datacontract/imports/excel_importer.py   |  10 +++++++--
 tests/fixtures/excel/shipments-odcs.xlsx | Bin 104021 -> 65095 bytes
 tests/fixtures/excel/shipments-odcs.yaml |  27 +++++++++++++++++++++--
 4 files changed, 41 insertions(+), 4 deletions(-)

diff --git a/datacontract/export/excel_exporter.py b/datacontract/export/excel_exporter.py
index 902f4654b..b0ddafb66 100644
--- a/datacontract/export/excel_exporter.py
+++ b/datacontract/export/excel_exporter.py
@@ -483,10 +483,14 @@ def get_threshold_operator(quality: DataQuality) -> Optional[str]:
         return "mustBeGreaterThan"
     elif hasattr(quality, "mustBeGreaterThanOrEqualTo") and quality.mustBeGreaterThanOrEqualTo is not None:
         return "mustBeGreaterThanOrEqualTo"
+    elif hasattr(quality, "mustBeGreaterOrEqualTo") and quality.mustBeGreaterOrEqualTo is not None:
+        return "mustBeGreaterOrEqualTo"
     elif hasattr(quality, "mustBeLessThan") and quality.mustBeLessThan is not None:
         return "mustBeLessThan"
     elif hasattr(quality, "mustBeLessThanOrEqualTo") and quality.mustBeLessThanOrEqualTo is not None:
         return "mustBeLessThanOrEqualTo"
+    elif hasattr(quality, "mustBeLessOrEqualTo") and quality.mustBeLessOrEqualTo is not None:
+        return "mustBeLessOrEqualTo" 
     elif hasattr(quality, "mustBeBetween") and quality.mustBeBetween is not None:
         return "mustBeBetween"
     elif hasattr(quality, "mustNotBeBetween") and quality.mustNotBeBetween is not None:
@@ -504,10 +508,14 @@ def get_threshold_value(quality: DataQuality) -> Optional[str]:
         return str(quality.mustBeGreaterThan)
     elif hasattr(quality, "mustBeGreaterThanOrEqualTo") and quality.mustBeGreaterThanOrEqualTo is not None:
         return str(quality.mustBeGreaterThanOrEqualTo)
+    elif hasattr(quality, "mustBeGreaterOrEqualTo") and quality.mustBeGreaterOrEqualTo is not None:
+        return str(quality.mustBeGreaterOrEqualTo)
     elif hasattr(quality, "mustBeLessThan") and quality.mustBeLessThan is not None:
         return str(quality.mustBeLessThan)
     elif hasattr(quality, "mustBeLessThanOrEqualTo") and quality.mustBeLessThanOrEqualTo is not None:
         return str(quality.mustBeLessThanOrEqualTo)
+    elif hasattr(quality, "mustBeLessOrEqualTo") and quality.mustBeLessOrEqualTo is not None:
+        return str(quality.mustBeLessOrEqualTo)
     elif hasattr(quality, "mustBeBetween") and quality.mustBeBetween is not None and len(quality.mustBeBetween) >= 2:
         return f"[{quality.mustBeBetween[0]}, {quality.mustBeBetween[1]}]"
     elif (
diff --git a/datacontract/imports/excel_importer.py b/datacontract/imports/excel_importer.py
index eaae1db6e..399f49c62 100644
--- a/datacontract/imports/excel_importer.py
+++ b/datacontract/imports/excel_importer.py
@@ -986,9 +986,15 @@ def parse_threshold_values(threshold_operator: str, threshold_value: str) -> Dic
         # Single value for other operators
         try:
             # Try to parse as number
+            isFraction =  "." in threshold_value
             if threshold_value.replace(".", "").replace("-", "").isdigit():
-                value = Decimal(threshold_value)
-                threshold_dict[threshold_operator] = value
+                if isFraction:
+                    value = float(threshold_value)
+                else:
+                    value = int(threshold_value)
+
+            threshold_dict[threshold_operator] = value
+
         except (ValueError, TypeError) as e:
             logger.warning(f"Failed to parse threshold value: {threshold_value}, error: {e}")
 
diff --git a/tests/fixtures/excel/shipments-odcs.xlsx b/tests/fixtures/excel/shipments-odcs.xlsx
index d679119c23c196f0bcb74a8f99b2a121c770fb17..bf7c64de2a39320397be189e0e2834a9ba32641c 100644
GIT binary patch
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zb8bW}s}*Edir(oU_s-OPD~}KCxp;e{t;_iJ@+O3GOX>c&z=zjz@>Jouvs2pg@qA!f
z#M>>3(wyOK^3)8Te4J3xb@Kg^>c9lb$|p(JoEO%eGakN(!{g;1v=S
zi#GG}isk!2j)+Ok`GSIz3ka<0s7oXHTuB4q`Ueo#3eHlzzS+C)AC=X33PL7RaTPC%
zKlK80>bww^RcIFmJ`Q4&lgA%~?!eR5;{iH7~NWHVeD?24*h
zpEQr%z}9UPj(ILVwxUl0M|Ic-gP0a|`sd8z4(m~U+_gmTSWI7BDVtk1S@L+HYaRsn
z#upmSJaJ@>Xq3+u+`@ba-^>$hobE961}c-|Foo8dU*|}>gPOEUQc}eWd>x5ObJieM
zrAc$@8sf)FZ_0VUEk7BrBQasTT_{0{$T4QyoW{>gBtK7W$>7-a>G@<=;9;Tm-kh_2
z(Qt9n8|Ul6?p_MC>u|b8w`JXOd>Bmm?gy!=0Ce~4gl@ZSm+$t3S^eMYI(L@_f*_3V
zMKnQB1TC}?K^s9lW221^5DOngKv6J?oXH`A-W`{q5j2&BoroF){{Ts0AqXP)z|O`>
zQPPNwh=qlqjrf|~)7f#Bj>@;;8)W|24wrzcX)F{
z3skWx77B&f%E-sqRZY5n3-tcZOBv(#EpkMAY%6J6$;shG$4pG{VE_u){an3%fUJJ#
zj)IvMiW|UsB8x&=ktXh}Mei8Ql9t1=6)26dS3t$>Sj4rRgl;&FYT1va+Olp~paZ@O
zll3TCK_WSy9kX3imEIR9DoH`A0curT(9n;4=-*KjFo?d_IBH
zEEK{8CjGEsD=@{|hhL~*Dfgshd-H7Sov}krBX?sN8dCtAGvhOcJ~L-bo8e~1nx++D
zr(*eb)&(^JXl+i+7XYv+8aFideTpGGA8G$G0K-D{`ZkFNApUI*G`WN6qoSAYv7ZGtIQg_WZ4hOaWJL;

diff --git a/tests/fixtures/excel/shipments-odcs.yaml b/tests/fixtures/excel/shipments-odcs.yaml
index bf04b37f7..18e32699e 100644
--- a/tests/fixtures/excel/shipments-odcs.yaml
+++ b/tests/fixtures/excel/shipments-odcs.yaml
@@ -1,4 +1,4 @@
-version: 1.0.1
+version: 1.0.2
 kind: DataContract
 apiVersion: v3.0.0
 id: fulfillment_shipments_v1
@@ -172,9 +172,32 @@ schema:
       examples:
       - DE
   quality:
-  - description: Table shall contain at least 1 row
+  - description: testscenario for mustBeGreaterOrEqualTo
     type: sql
+    mustBeGreaterOrEqualTo: 1
     query: SELECT COUNT(*) FROM shipments
+  - description: testscenario for mustBe (integer)
+    type: sql
+    mustBe: 7
+    query: SELECT COUNT(*) FROM shipments
+  - description: testscenario for mustBe (float)
+    type: sql
+    mustBe: 3.5
+    query: SELECT AVG(duration) FROM shipments
+  - description: testscenario for mustBeLessThan (integer)
+    type: sql
+    mustBeLessThan: 1
+    query: SELECT COUNT(*) FROM shipments where carries='active'
+  - description: testscenario for mustBeLessThan (float)
+    type: sql
+    mustBeLessOrEqualTo: 6.8
+    query: SELECT AVG(duration) FROM shipments
+  - description: testscenario for mustBeBetween
+    type: sql
+    mustBeBetween:
+    - 25.0
+    - 75.0
+    query: SELECT AVG(*) FROM shipments
 support:
 - channel: slackname
   url: http://find.me.here

From 48310ac3d253742d0c196ea50dd3242336060219 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 17:57:20 +0100
Subject: [PATCH 078/150] - Excel: Add Oracle server type support for Excel
 export/import (closes #960) - Excel Export: Complete server types (glue,
 kafka, postgres, s3, snowflake, sqlserver, custom)

---
 CHANGELOG.md                           |  3 ++
 datacontract/export/excel_exporter.py  | 55 +++++++++++++++++++++++++-
 datacontract/imports/excel_importer.py | 12 ++++--
 3 files changed, 65 insertions(+), 5 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8a8237d42..a808e456e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,10 +13,13 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - api: CORS is now enabled for all origins
 - quality: Support `{schema}` and `${schema}` placeholder in SQL quality checks to reference the server's database schema (#957)
 - SQL Server: Support `DATACONTRACT_SQLSERVER_DRIVER` environment variable to specify the ODBC driver (#959)
+- Excel: Add Oracle server type support for Excel export/import (#960)
+- Excel Export: Complete server types (glue, kafka, postgres, s3, snowflake, sqlserver, custom)
 
 ### Fixed
 
 - lint: YAML date values (e.g., `2022-01-15`) are now kept as strings instead of being converted to datetime objects, fixing ODCS schema validation
+- Excel: Server port is now correctly parsed as integer instead of string for all server types
 
 ## [0.10.40] - 2025-11-25
 
diff --git a/datacontract/export/excel_exporter.py b/datacontract/export/excel_exporter.py
index b0ddafb66..09aee16e6 100644
--- a/datacontract/export/excel_exporter.py
+++ b/datacontract/export/excel_exporter.py
@@ -720,7 +720,60 @@ def fill_servers(workbook: Workbook, odcs: OpenDataContractStandard):
                     set_cell_value_by_column_index(servers_sheet, "servers.databricks.catalog", index, server.catalog)
                     set_cell_value_by_column_index(servers_sheet, "servers.databricks.host", index, server.host)
                     set_cell_value_by_column_index(servers_sheet, "servers.databricks.schema", index, server.schema_)
-                # Add other server types as needed...
+                elif server_type == "glue":
+                    set_cell_value_by_column_index(servers_sheet, "servers.glue.account", index, server.account)
+                    set_cell_value_by_column_index(servers_sheet, "servers.glue.database", index, server.database)
+                    set_cell_value_by_column_index(servers_sheet, "servers.glue.format", index, server.format)
+                    set_cell_value_by_column_index(servers_sheet, "servers.glue.location", index, server.location)
+                elif server_type == "kafka":
+                    set_cell_value_by_column_index(servers_sheet, "servers.kafka.format", index, server.format)
+                    set_cell_value_by_column_index(servers_sheet, "servers.kafka.host", index, server.host)
+                elif server_type == "oracle":
+                    set_cell_value_by_column_index(servers_sheet, "servers.oracle.host", index, server.host)
+                    set_cell_value_by_column_index(servers_sheet, "servers.oracle.port", index, server.port)
+                    set_cell_value_by_column_index(servers_sheet, "servers.oracle.servicename", index, server.serviceName)
+                elif server_type == "postgres":
+                    set_cell_value_by_column_index(servers_sheet, "servers.postgres.database", index, server.database)
+                    set_cell_value_by_column_index(servers_sheet, "servers.postgres.host", index, server.host)
+                    set_cell_value_by_column_index(servers_sheet, "servers.postgres.port", index, server.port)
+                    set_cell_value_by_column_index(servers_sheet, "servers.postgres.schema", index, server.schema_)
+                elif server_type == "s3":
+                    set_cell_value_by_column_index(servers_sheet, "servers.s3.delimiter", index, server.delimiter)
+                    set_cell_value_by_column_index(servers_sheet, "servers.s3.endpointUrl", index, server.endpointUrl)
+                    set_cell_value_by_column_index(servers_sheet, "servers.s3.format", index, server.format)
+                    set_cell_value_by_column_index(servers_sheet, "servers.s3.location", index, server.location)
+                elif server_type == "snowflake":
+                    set_cell_value_by_column_index(servers_sheet, "servers.snowflake.account", index, server.account)
+                    set_cell_value_by_column_index(servers_sheet, "servers.snowflake.database", index, server.database)
+                    set_cell_value_by_column_index(servers_sheet, "servers.snowflake.host", index, server.host)
+                    set_cell_value_by_column_index(servers_sheet, "servers.snowflake.port", index, server.port)
+                    set_cell_value_by_column_index(servers_sheet, "servers.snowflake.schema", index, server.schema_)
+                    set_cell_value_by_column_index(servers_sheet, "servers.snowflake.warehouse", index, server.warehouse)
+                elif server_type == "sqlserver":
+                    set_cell_value_by_column_index(servers_sheet, "servers.sqlserver.database", index, server.database)
+                    set_cell_value_by_column_index(servers_sheet, "servers.sqlserver.host", index, server.host)
+                    set_cell_value_by_column_index(servers_sheet, "servers.sqlserver.port", index, server.port)
+                    set_cell_value_by_column_index(servers_sheet, "servers.sqlserver.schema", index, server.schema_)
+                else:
+                    # Custom/unknown server type - export all possible fields
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.account", index, server.account)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.catalog", index, server.catalog)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.database", index, server.database)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.dataset", index, server.dataset)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.delimiter", index, server.delimiter)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.endpointUrl", index, server.endpointUrl)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.format", index, server.format)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.host", index, server.host)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.location", index, server.location)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.path", index, server.path)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.port", index, server.port)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.project", index, server.project)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.schema", index, server.schema_)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.serviceName", index, server.serviceName)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.stagingDir", index, server.stagingDir)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.warehouse", index, server.warehouse)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.region", index, server.region)
+                    set_cell_value_by_column_index(servers_sheet, "servers.custom.regionName", index, server.regionName)
 
     except Exception as e:
         logger.warning(f"Error filling servers: {e}")
diff --git a/datacontract/imports/excel_importer.py b/datacontract/imports/excel_importer.py
index 399f49c62..ab011291f 100644
--- a/datacontract/imports/excel_importer.py
+++ b/datacontract/imports/excel_importer.py
@@ -703,7 +703,7 @@ def import_servers(workbook) -> Optional[List[Server]]:
                 elif server_type == "postgres":
                     server.database = get_server_cell_value(workbook, sheet, "servers.postgres.database", index)
                     server.host = get_server_cell_value(workbook, sheet, "servers.postgres.host", index)
-                    server.port = get_server_cell_value(workbook, sheet, "servers.postgres.port", index)
+                    server.port = parse_integer(get_server_cell_value(workbook, sheet, "servers.postgres.port", index))
                     server.schema_ = get_server_cell_value(workbook, sheet, "servers.postgres.schema", index)
                 elif server_type == "s3":
                     server.delimiter = get_server_cell_value(workbook, sheet, "servers.s3.delimiter", index)
@@ -714,14 +714,18 @@ def import_servers(workbook) -> Optional[List[Server]]:
                     server.account = get_server_cell_value(workbook, sheet, "servers.snowflake.account", index)
                     server.database = get_server_cell_value(workbook, sheet, "servers.snowflake.database", index)
                     server.host = get_server_cell_value(workbook, sheet, "servers.snowflake.host", index)
-                    server.port = get_server_cell_value(workbook, sheet, "servers.snowflake.port", index)
+                    server.port = parse_integer(get_server_cell_value(workbook, sheet, "servers.snowflake.port", index))
                     server.schema_ = get_server_cell_value(workbook, sheet, "servers.snowflake.schema", index)
                     server.warehouse = get_server_cell_value(workbook, sheet, "servers.snowflake.warehouse", index)
                 elif server_type == "sqlserver":
                     server.database = get_server_cell_value(workbook, sheet, "servers.sqlserver.database", index)
                     server.host = get_server_cell_value(workbook, sheet, "servers.sqlserver.host", index)
-                    server.port = get_server_cell_value(workbook, sheet, "servers.sqlserver.port", index)
+                    server.port = parse_integer(get_server_cell_value(workbook, sheet, "servers.sqlserver.port", index))
                     server.schema_ = get_server_cell_value(workbook, sheet, "servers.sqlserver.schema", index)
+                elif server_type == "oracle":
+                    server.host = get_server_cell_value(workbook, sheet, "servers.oracle.host", index)
+                    server.port = parse_integer(get_server_cell_value(workbook, sheet, "servers.oracle.port", index))
+                    server.serviceName = get_server_cell_value(workbook, sheet, "servers.oracle.servicename", index)
                 else:
                     # Custom server type - grab all possible fields
                     server.account = get_server_cell_value(workbook, sheet, "servers.custom.account", index)
@@ -734,7 +738,7 @@ def import_servers(workbook) -> Optional[List[Server]]:
                     server.host = get_server_cell_value(workbook, sheet, "servers.custom.host", index)
                     server.location = get_server_cell_value(workbook, sheet, "servers.custom.location", index)
                     server.path = get_server_cell_value(workbook, sheet, "servers.custom.path", index)
-                    server.port = get_server_cell_value(workbook, sheet, "servers.custom.port", index)
+                    server.port = parse_integer(get_server_cell_value(workbook, sheet, "servers.custom.port", index))
                     server.project = get_server_cell_value(workbook, sheet, "servers.custom.project", index)
                     server.schema_ = get_server_cell_value(workbook, sheet, "servers.custom.schema", index)
                     server.stagingDir = get_server_cell_value(workbook, sheet, "servers.custom.stagingDir", index)

From 7b94068aa65cb85b845de5b09219233648ba2051 Mon Sep 17 00:00:00 2001
From: DaniTot <37137856+DaniTot@users.noreply.github.com>
Date: Mon, 1 Dec 2025 18:16:27 +0100
Subject: [PATCH 079/150] fix(pydantic_converter.constant_field_annotation):
 match case for numeric types (#953)

* fix(pydantic_converter): change field annotation match case for number/numeric/decimal from tuple type to OR

* docs: add changes to changelog

---------

Co-authored-by: Jochen Christ 
---
 CHANGELOG.md                              | 1 +
 datacontract/export/pydantic_converter.py | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a808e456e..5c7d586ba 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Fixed
 
 - lint: YAML date values (e.g., `2022-01-15`) are now kept as strings instead of being converted to datetime objects, fixing ODCS schema validation
+- export: field annotation now matches to number/numeric/decimal types
 - Excel: Server port is now correctly parsed as integer instead of string for all server types
 
 ## [0.10.40] - 2025-11-25
diff --git a/datacontract/export/pydantic_converter.py b/datacontract/export/pydantic_converter.py
index 9e6779dc4..bc2a62507 100644
--- a/datacontract/export/pydantic_converter.py
+++ b/datacontract/export/pydantic_converter.py
@@ -58,7 +58,7 @@ def constant_field_annotation(
     match field.type:
         case "string" | "text" | "varchar":
             return (ast.Name("str", ctx=ast.Load()), None)
-        case "number", "decimal", "numeric":
+        case "number" | "decimal" | "numeric":
             # Either integer or float in specification,
             # so we use float.
             return (ast.Name("float", ctx=ast.Load()), None)

From 645583b606e6cb0c2880f7b1aef1114d7dc19cd6 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 18:16:32 +0100
Subject: [PATCH 080/150] Excel: Add local/CSV server type support for Excel
 export/import (closes #961)

---
 CHANGELOG.md                           | 2 ++
 datacontract/imports/excel_importer.py | 2 --
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5c7d586ba..125c65f77 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -14,6 +14,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - quality: Support `{schema}` and `${schema}` placeholder in SQL quality checks to reference the server's database schema (#957)
 - SQL Server: Support `DATACONTRACT_SQLSERVER_DRIVER` environment variable to specify the ODBC driver (#959)
 - Excel: Add Oracle server type support for Excel export/import (#960)
+- Excel: Add local/CSV server type support for Excel export/import (#961)
 - Excel Export: Complete server types (glue, kafka, postgres, s3, snowflake, sqlserver, custom)
 
 ### Fixed
@@ -21,6 +22,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - lint: YAML date values (e.g., `2022-01-15`) are now kept as strings instead of being converted to datetime objects, fixing ODCS schema validation
 - export: field annotation now matches to number/numeric/decimal types
 - Excel: Server port is now correctly parsed as integer instead of string for all server types
+- Excel: Remove invalid `table` and `view` fields from custom server import
 
 ## [0.10.40] - 2025-11-25
 
diff --git a/datacontract/imports/excel_importer.py b/datacontract/imports/excel_importer.py
index ab011291f..8732b8829 100644
--- a/datacontract/imports/excel_importer.py
+++ b/datacontract/imports/excel_importer.py
@@ -742,8 +742,6 @@ def import_servers(workbook) -> Optional[List[Server]]:
                     server.project = get_server_cell_value(workbook, sheet, "servers.custom.project", index)
                     server.schema_ = get_server_cell_value(workbook, sheet, "servers.custom.schema", index)
                     server.stagingDir = get_server_cell_value(workbook, sheet, "servers.custom.stagingDir", index)
-                    server.table = get_server_cell_value(workbook, sheet, "servers.custom.table", index)
-                    server.view = get_server_cell_value(workbook, sheet, "servers.custom.view", index)
                     server.warehouse = get_server_cell_value(workbook, sheet, "servers.custom.warehouse", index)
                     server.region = get_server_cell_value(workbook, sheet, "servers.custom.region", index)
                     server.regionName = get_server_cell_value(workbook, sheet, "servers.custom.regionName", index)

From 932f0cf67198a3a7c846d392e56f5c629c00c259 Mon Sep 17 00:00:00 2001
From: Peter Esselius 
Date: Mon, 1 Dec 2025 18:26:32 +0100
Subject: [PATCH 081/150] Fix protobuf export to file and make it not print to
 stdout (#951)

Fixes #947

Co-authored-by: Jochen Christ 
---
 CHANGELOG.md                              | 5 +++--
 datacontract/export/protobuf_converter.py | 6 ++++--
 2 files changed, 7 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 125c65f77..c73bdb08e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Protobuf export now works without error (#951)
 - lint: YAML date values (e.g., `2022-01-15`) are now kept as strings instead of being converted to datetime objects, fixing ODCS schema validation
 - export: field annotation now matches to number/numeric/decimal types
 - Excel: Server port is now correctly parsed as integer instead of string for all server types
@@ -33,7 +34,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ## [0.10.39] - 2025-11-20
 
 ### Added
- 
+
 - Oracle DB: Client Directory for Connection Mode 'Thick' can now be specified in the `DATACONTRACT_ORACLE_CLIENT_DIR` environment variable (#949)
 
 ### Fixed
@@ -809,4 +810,4 @@ The Golang version can be found at [cli-go](https://github.com/datacontract/cli-
 
 ## [0.1.1]
 ### Added
-- Initial release.
+- Initial release.
\ No newline at end of file
diff --git a/datacontract/export/protobuf_converter.py b/datacontract/export/protobuf_converter.py
index 410498f7b..683db3d3f 100644
--- a/datacontract/export/protobuf_converter.py
+++ b/datacontract/export/protobuf_converter.py
@@ -1,3 +1,5 @@
+import sys
+
 from datacontract.export.exporter import Exporter
 from datacontract.model.data_contract_specification import DataContractSpecification
 
@@ -6,7 +8,7 @@ class ProtoBufExporter(Exporter):
     def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
         # Returns a dict containing the protobuf representation.
         proto = to_protobuf(data_contract)
-        return {"protobuf": proto}
+        return proto
 
 
 def to_protobuf(data_contract_spec: DataContractSpecification) -> str:
@@ -158,7 +160,7 @@ def _convert_type(field_name: str, field) -> str:
     Prioritizes enum conversion if a non-empty "values" property exists.
     """
     # For debugging purposes
-    print("Converting field:", field_name)
+    print("Converting field:", field_name, file=sys.stderr)
     # If the field should be treated as an enum, return its enum name.
     if _is_enum_field(field):
         return _get_enum_name(field, field_name)

From 7e5ea9017398ed6ab49bfaf42d99fd91a14219d7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 1 Dec 2025 18:27:01 +0100
Subject: [PATCH 082/150] chore(deps-dev): bump avro from 1.12.0 to 1.12.1
 (#946)

Bumps [avro](https://github.com/apache/avro) from 1.12.0 to 1.12.1.
- [Release notes](https://github.com/apache/avro/releases)
- [Commits](https://github.com/apache/avro/compare/release-1.12.0...release-1.12.1)

---
updated-dependencies:
- dependency-name: avro
  dependency-version: 1.12.1
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9c66b08c1..70646627d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,7 +40,7 @@ dependencies = [
 [project.optional-dependencies]
 
 avro = [
-  "avro==1.12.0"
+  "avro==1.12.1"
 ]
 
 bigquery = [

From 89c0d8569dc5d14dd0d20f232f06de12437aa2a1 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 19:32:56 +0100
Subject: [PATCH 083/150] Protobuf import: Fix transitive imports across
 subdirectories (resolves #943)

---
 CHANGELOG.md                                  |   1 +
 datacontract/imports/protobuf_importer.py     |  50 +++++--
 .../fixtures/protobuf/nested_imports/A.proto  |  12 ++
 .../fixtures/protobuf/nested_imports/B.proto  |  11 ++
 .../fixtures/protobuf/nested_imports/C.proto  |  12 ++
 .../common/address.proto                      |  11 ++
 .../nested_imports_subdirs/main.proto         |  12 ++
 .../models/person.proto                       |  12 ++
 tests/test_import_protobuf.py                 | 139 ++++++++++++++++++
 9 files changed, 250 insertions(+), 10 deletions(-)
 create mode 100644 tests/fixtures/protobuf/nested_imports/A.proto
 create mode 100644 tests/fixtures/protobuf/nested_imports/B.proto
 create mode 100644 tests/fixtures/protobuf/nested_imports/C.proto
 create mode 100644 tests/fixtures/protobuf/nested_imports_subdirs/common/address.proto
 create mode 100644 tests/fixtures/protobuf/nested_imports_subdirs/main.proto
 create mode 100644 tests/fixtures/protobuf/nested_imports_subdirs/models/person.proto

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c73bdb08e..3e21c32ce 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Protobuf import: Fix transitive imports across subdirectories (#943)
 - Protobuf export now works without error (#951)
 - lint: YAML date values (e.g., `2022-01-15`) are now kept as strings instead of being converted to datetime objects, fixing ODCS schema validation
 - export: field annotation now matches to number/numeric/decimal types
diff --git a/datacontract/imports/protobuf_importer.py b/datacontract/imports/protobuf_importer.py
index cea238898..c6d3572f0 100644
--- a/datacontract/imports/protobuf_importer.py
+++ b/datacontract/imports/protobuf_importer.py
@@ -31,9 +31,9 @@ def map_type_from_protobuf(field_type: int):
     return protobuf_type_mapping.get(field_type, "string")
 
 
-def parse_imports(proto_file: str) -> list:
+def parse_imports_raw(proto_file: str) -> list:
     """
-    Parse import statements from a .proto file and return a list of imported file paths.
+    Parse import statements from a .proto file and return the raw import paths as written.
     """
     try:
         with open(proto_file, "r") as f:
@@ -46,19 +46,39 @@ def parse_imports(proto_file: str) -> list:
             engine="datacontract",
             original_exception=e,
         )
-    imported_files = re.findall(r'import\s+"(.+?)";', content)
+    return re.findall(r'import\s+"(.+?)";', content)
+
+
+def parse_imports(proto_file: str) -> list:
+    """
+    Parse import statements from a .proto file and return a list of imported file paths.
+    """
+    imported_files = parse_imports_raw(proto_file)
     proto_dir = os.path.dirname(proto_file)
     return [os.path.join(proto_dir, imp) for imp in imported_files]
 
 
-def compile_proto_to_binary(proto_files: list, output_file: str):
+def compile_proto_to_binary(proto_files: list, output_file: str, proto_root: str = None):
     """
     Compile the provided proto files into a single descriptor set using grpc_tools.protoc.
+
+    Args:
+        proto_files: List of proto file paths to compile
+        output_file: Path to the output descriptor set file
+        proto_root: Root directory for proto imports (used as primary proto path)
     """
-    proto_dirs = set(os.path.dirname(proto) for proto in proto_files)
+    # Use proto_root as the primary proto path if provided
+    # Otherwise, fall back to using directories of each proto file
+    if proto_root:
+        proto_dirs = {proto_root}
+    else:
+        proto_dirs = set(os.path.dirname(os.path.abspath(proto)) for proto in proto_files)
     proto_paths = [f"--proto_path={d}" for d in proto_dirs]
 
-    args = [""] + proto_paths + [f"--descriptor_set_out={output_file}"] + proto_files
+    # Normalize all proto files to absolute paths
+    abs_proto_files = [os.path.abspath(proto) for proto in proto_files]
+
+    args = [""] + proto_paths + [f"--descriptor_set_out={output_file}"] + abs_proto_files
     ret = protoc.main(args)
     if ret != 0:
         raise DataContractException(
@@ -144,15 +164,25 @@ def import_protobuf(
     """
 
     # --- Step 1: Gather all proto files (main and imported)
+    # Determine the root proto path (directory of the first source file)
+    # This is used to resolve imports that are relative to the project root
+    proto_root = os.path.dirname(os.path.abspath(sources[0])) if sources else ""
+
     proto_files_set = set()
     queue = list(sources)
     while queue:
         proto = queue.pop(0)
         if proto not in proto_files_set:
             proto_files_set.add(proto)
-            for imp in parse_imports(proto):
-                if os.path.exists(imp) and imp not in proto_files_set:
-                    queue.append(imp)
+            proto_dir = os.path.dirname(proto)
+            for imp in parse_imports_raw(proto):
+                # Try resolving relative to the importing file's directory first
+                resolved = os.path.join(proto_dir, imp)
+                if not os.path.exists(resolved):
+                    # Try resolving relative to the proto root
+                    resolved = os.path.join(proto_root, imp)
+                if os.path.exists(resolved) and resolved not in proto_files_set:
+                    queue.append(resolved)
     all_proto_files = list(proto_files_set)
 
     # --- Step 2: Compile all proto files into a single descriptor set.
@@ -160,7 +190,7 @@ def import_protobuf(
     descriptor_file = temp_descriptor.name
     temp_descriptor.close()  # Allow protoc to write to the file
     try:
-        compile_proto_to_binary(all_proto_files, descriptor_file)
+        compile_proto_to_binary(all_proto_files, descriptor_file, proto_root)
 
         with open(descriptor_file, "rb") as f:
             proto_data = f.read()
diff --git a/tests/fixtures/protobuf/nested_imports/A.proto b/tests/fixtures/protobuf/nested_imports/A.proto
new file mode 100644
index 000000000..6b6276208
--- /dev/null
+++ b/tests/fixtures/protobuf/nested_imports/A.proto
@@ -0,0 +1,12 @@
+syntax = "proto3";
+
+package example;
+
+import "B.proto";
+
+// Message representing a Person with an Address
+message Person {
+    string name = 1;
+    string email = 2;
+    Address address = 3;
+}
diff --git a/tests/fixtures/protobuf/nested_imports/B.proto b/tests/fixtures/protobuf/nested_imports/B.proto
new file mode 100644
index 000000000..bf6b66da7
--- /dev/null
+++ b/tests/fixtures/protobuf/nested_imports/B.proto
@@ -0,0 +1,11 @@
+syntax = "proto3";
+
+package example;
+
+// Base message defining an Address
+message Address {
+    string street = 1;
+    string city = 2;
+    string country = 3;
+    string postal_code = 4;
+}
diff --git a/tests/fixtures/protobuf/nested_imports/C.proto b/tests/fixtures/protobuf/nested_imports/C.proto
new file mode 100644
index 000000000..710cbf7c7
--- /dev/null
+++ b/tests/fixtures/protobuf/nested_imports/C.proto
@@ -0,0 +1,12 @@
+syntax = "proto3";
+
+package example;
+
+import "A.proto";
+
+// Message representing a Company with a contact Person
+message Company {
+    string name = 1;
+    string registration_number = 2;
+    Person contact = 3;
+}
diff --git a/tests/fixtures/protobuf/nested_imports_subdirs/common/address.proto b/tests/fixtures/protobuf/nested_imports_subdirs/common/address.proto
new file mode 100644
index 000000000..414e98f9d
--- /dev/null
+++ b/tests/fixtures/protobuf/nested_imports_subdirs/common/address.proto
@@ -0,0 +1,11 @@
+syntax = "proto3";
+
+package common;
+
+// Base message defining an Address
+message Address {
+    string street = 1;
+    string city = 2;
+    string country = 3;
+    string postal_code = 4;
+}
diff --git a/tests/fixtures/protobuf/nested_imports_subdirs/main.proto b/tests/fixtures/protobuf/nested_imports_subdirs/main.proto
new file mode 100644
index 000000000..70e9c5916
--- /dev/null
+++ b/tests/fixtures/protobuf/nested_imports_subdirs/main.proto
@@ -0,0 +1,12 @@
+syntax = "proto3";
+
+package main;
+
+import "models/person.proto";
+
+// Message representing a Company with a contact Person
+message Company {
+    string name = 1;
+    string registration_number = 2;
+    models.Person contact = 3;
+}
diff --git a/tests/fixtures/protobuf/nested_imports_subdirs/models/person.proto b/tests/fixtures/protobuf/nested_imports_subdirs/models/person.proto
new file mode 100644
index 000000000..4bd68c671
--- /dev/null
+++ b/tests/fixtures/protobuf/nested_imports_subdirs/models/person.proto
@@ -0,0 +1,12 @@
+syntax = "proto3";
+
+package models;
+
+import "common/address.proto";
+
+// Message representing a Person with an Address
+message Person {
+    string name = 1;
+    string email = 2;
+    common.Address address = 3;
+}
diff --git a/tests/test_import_protobuf.py b/tests/test_import_protobuf.py
index b7d720628..94751daf4 100644
--- a/tests/test_import_protobuf.py
+++ b/tests/test_import_protobuf.py
@@ -7,6 +7,8 @@
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
 protobuf_file_path = "fixtures/protobuf/data/sample_data.proto3.data"
+nested_imports_c_proto = "fixtures/protobuf/nested_imports/C.proto"
+nested_imports_subdirs_main = "fixtures/protobuf/nested_imports_subdirs/main.proto"
 
 
 def test_cli():
@@ -102,3 +104,140 @@ def test_import_protobuf():
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
     # Disable linters so we don't get "missing description" warnings
     assert DataContract(data_contract_str=expected).lint().has_passed()
+
+
+def test_import_protobuf_nested_imports():
+    """
+    Test transitive imports: C.proto imports A.proto which imports B.proto.
+    C.proto -> A.proto -> B.proto
+
+    This tests that when importing C.proto, the importer correctly resolves
+    the transitive dependency on B.proto through A.proto.
+
+    See: https://github.com/datacontract/datacontract-cli/issues/943
+    """
+    result = DataContract.import_from_source("protobuf", nested_imports_c_proto)
+
+    expected = """dataContractSpecification: 1.2.1
+id: my-data-contract-id
+info:
+  title: My Data Contract
+  version: 0.0.1
+models:
+  Company:
+    description: Details of Company.
+    type: table
+    fields:
+      name:
+        description: Field name
+        type: string
+        required: false
+      registration_number:
+        description: Field registration_number
+        type: string
+        required: false
+      contact:
+        description: Nested object of Person
+        type: object
+        fields:
+          name:
+            description: Field name
+            type: string
+            required: false
+          email:
+            description: Field email
+            type: string
+            required: false
+          address:
+            description: Nested object of Address
+            type: object
+            fields:
+              street:
+                description: Field street
+                type: string
+                required: false
+              city:
+                description: Field city
+                type: string
+                required: false
+              country:
+                description: Field country
+                type: string
+                required: false
+              postal_code:
+                description: Field postal_code
+                type: string
+                required: false
+"""
+
+    print("Result", result.to_yaml())
+    assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
+
+
+def test_import_protobuf_nested_imports_subdirs():
+    """
+    Test transitive imports across subdirectories:
+    main.proto imports models/person.proto which imports common/address.proto.
+    main.proto -> models/person.proto -> common/address.proto
+
+    This tests that when importing main.proto, the importer correctly resolves
+    the transitive dependency on common/address.proto through models/person.proto.
+
+    See: https://github.com/datacontract/datacontract-cli/issues/943
+    """
+    result = DataContract.import_from_source("protobuf", nested_imports_subdirs_main)
+
+    expected = """dataContractSpecification: 1.2.1
+id: my-data-contract-id
+info:
+  title: My Data Contract
+  version: 0.0.1
+models:
+  Company:
+    description: Details of Company.
+    type: table
+    fields:
+      name:
+        description: Field name
+        type: string
+        required: false
+      registration_number:
+        description: Field registration_number
+        type: string
+        required: false
+      contact:
+        description: Nested object of Person
+        type: object
+        fields:
+          name:
+            description: Field name
+            type: string
+            required: false
+          email:
+            description: Field email
+            type: string
+            required: false
+          address:
+            description: Nested object of Address
+            type: object
+            fields:
+              street:
+                description: Field street
+                type: string
+                required: false
+              city:
+                description: Field city
+                type: string
+                required: false
+              country:
+                description: Field country
+                type: string
+                required: false
+              postal_code:
+                description: Field postal_code
+                type: string
+                required: false
+"""
+
+    print("Result", result.to_yaml())
+    assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)

From c6adbaa9a6bc9350000ae552c344da59fc9cb0d0 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 1 Dec 2025 19:33:27 +0100
Subject: [PATCH 084/150] chore(deps-dev): bump fastapi from 0.116.1 to 0.121.2
 (#945)

Bumps [fastapi](https://github.com/fastapi/fastapi) from 0.116.1 to 0.121.2.
- [Release notes](https://github.com/fastapi/fastapi/releases)
- [Commits](https://github.com/fastapi/fastapi/compare/0.116.1...0.121.2)

---
updated-dependencies:
- dependency-name: fastapi
  dependency-version: 0.121.2
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 70646627d..1e5ee25a6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -121,7 +121,7 @@ rdf = [
 ]
 
 api = [
-  "fastapi==0.116.1",
+  "fastapi==0.121.2",
   "uvicorn==0.38.0",
 ]
 

From b59f7e3195c3ebb0eaca74fd29183efe21abf143 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 20:03:15 +0100
Subject: [PATCH 085/150] Update Great Expectations export to use 1.x format

- Replace `expectation_suite_name` with `name`
- Replace `expectation_type` with `type`
- Remove `data_asset_type`
- Update tests and fixtures accordingly

resolves #919
---
 CHANGELOG.md                                  |   8 ++
 .../export/great_expectations_converter.py    |  15 +-
 .../great-expectations/datacontract.yaml      |   4 +-
 .../datacontract_quality_column.yaml          |   2 +-
 .../datacontract_quality_yaml.yaml            |   2 +-
 .../fixtures/great-expectations/quality.json  |   2 +-
 tests/test_export_great_expectations.py       | 135 ++++++++----------
 7 files changed, 82 insertions(+), 86 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3e21c32ce..4837b32e9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,14 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Changed
+
+- Great Expectations export: Update to Great Expectations 1.x format (#919)
+  - Changed `expectation_suite_name` to `name` in suite output
+  - Changed `expectation_type` to `type` in expectations
+  - Removed `data_asset_type` field from suite output
+  - **Breaking**: Users with custom quality definitions using `expectation_type` must update to use `type`
+
 ### Added
 
 - test: Log server name and type in output (#963)
diff --git a/datacontract/export/great_expectations_converter.py b/datacontract/export/great_expectations_converter.py
index 6e30094de..cc1e385bf 100644
--- a/datacontract/export/great_expectations_converter.py
+++ b/datacontract/export/great_expectations_converter.py
@@ -115,8 +115,7 @@ def to_suite(expectations: List[Dict[str, Any]], expectation_suite_name: str) ->
     """
     return json.dumps(
         {
-            "data_asset_type": "null",
-            "expectation_suite_name": expectation_suite_name,
+            "name": expectation_suite_name,
             "expectations": expectations,
             "meta": {},
         },
@@ -199,7 +198,7 @@ def add_column_order_exp(fields: Dict[str, Field], expectations: List[Dict[str,
     """
     expectations.append(
         {
-            "expectation_type": "expect_table_columns_to_match_ordered_list",
+            "type": "expect_table_columns_to_match_ordered_list",
             "kwargs": {"column_list": list(fields.keys())},
             "meta": {},
         }
@@ -217,7 +216,7 @@ def to_column_types_exp(field_name, field_type) -> Dict[str, Any]:
         Dict[str, Any]: Column type expectation.
     """
     return {
-        "expectation_type": "expect_column_values_to_be_of_type",
+        "type": "expect_column_values_to_be_of_type",
         "kwargs": {"column": field_name, "type_": field_type},
         "meta": {},
     }
@@ -233,7 +232,7 @@ def to_column_unique_exp(field_name) -> Dict[str, Any]:
         Dict[str, Any]: Column uniqueness expectation.
     """
     return {
-        "expectation_type": "expect_column_values_to_be_unique",
+        "type": "expect_column_values_to_be_unique",
         "kwargs": {"column": field_name},
         "meta": {},
     }
@@ -251,7 +250,7 @@ def to_column_length_exp(field_name, min_length, max_length) -> Dict[str, Any]:
         Dict[str, Any]: Column length expectation.
     """
     return {
-        "expectation_type": "expect_column_value_lengths_to_be_between",
+        "type": "expect_column_value_lengths_to_be_between",
         "kwargs": {
             "column": field_name,
             "min_value": min_length,
@@ -273,7 +272,7 @@ def to_column_min_max_exp(field_name, minimum, maximum) -> Dict[str, Any]:
         Dict[str, Any]: Column min-max value expectation.
     """
     return {
-        "expectation_type": "expect_column_values_to_be_between",
+        "type": "expect_column_values_to_be_between",
         "kwargs": {"column": field_name, "min_value": minimum, "max_value": maximum},
         "meta": {},
     }
@@ -290,7 +289,7 @@ def to_column_enum_exp(field_name, enum_list: List[str]) -> Dict[str, Any]:
         Dict[str, Any]: Column value in set expectation.
     """
     return {
-        "expectation_type": "expect_column_values_to_be_in_set",
+        "type": "expect_column_values_to_be_in_set",
         "kwargs": {"column": field_name, "value_set": enum_list},
         "meta": {},
     }
diff --git a/tests/fixtures/great-expectations/datacontract.yaml b/tests/fixtures/great-expectations/datacontract.yaml
index 84758784d..e4000abbb 100644
--- a/tests/fixtures/great-expectations/datacontract.yaml
+++ b/tests/fixtures/great-expectations/datacontract.yaml
@@ -24,12 +24,12 @@ quality:
     orders: |-
       [
           {
-              "expectation_type": "expect_table_row_count_to_be_between",
+              "type": "expect_table_row_count_to_be_between",
               "kwargs": {
                   "min_value": 10
               },
               "meta": {
-      
+
               }
           }
       ]
\ No newline at end of file
diff --git a/tests/fixtures/great-expectations/datacontract_quality_column.yaml b/tests/fixtures/great-expectations/datacontract_quality_column.yaml
index ad692d046..8582da9b8 100644
--- a/tests/fixtures/great-expectations/datacontract_quality_column.yaml
+++ b/tests/fixtures/great-expectations/datacontract_quality_column.yaml
@@ -28,7 +28,7 @@ models:
             engine: great-expectations
             description: "Accepted Values for type"
             implementation:
-              expectation_type: expect_column_value_lengths_to_equal
+              type: expect_column_value_lengths_to_equal
               kwargs:
                 value: 1
               meta:
diff --git a/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml b/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml
index a122019c5..83929c5fa 100644
--- a/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml
+++ b/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml
@@ -20,7 +20,7 @@ models:
       - type: custom
         engine: great-expectations
         implementation:
-          expectation_type: expect_table_row_count_to_be_between
+          type: expect_table_row_count_to_be_between
           kwargs:
             min_value: 10
           meta: {}
diff --git a/tests/fixtures/great-expectations/quality.json b/tests/fixtures/great-expectations/quality.json
index 369940c87..c44e4619c 100644
--- a/tests/fixtures/great-expectations/quality.json
+++ b/tests/fixtures/great-expectations/quality.json
@@ -1,6 +1,6 @@
 [
   {
-    "expectation_type": "expect_table_row_count_to_be_between",
+    "type": "expect_table_row_count_to_be_between",
     "kwargs": {
       "min_value": 10
     },
diff --git a/tests/test_export_great_expectations.py b/tests/test_export_great_expectations.py
index d66573832..aef3574cc 100644
--- a/tests/test_export_great_expectations.py
+++ b/tests/test_export_great_expectations.py
@@ -107,26 +107,25 @@ def data_contract_great_expectations_quality_column() -> DataContractSpecificati
 @pytest.fixture
 def expected_json_suite() -> Dict[str, Any]:
     return {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "string"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "processed_timestamp", "type_": "timestamp"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_table_row_count_to_be_between",
+                "type": "expect_table_row_count_to_be_between",
                 "kwargs": {"min_value": 10},
                 "meta": {},
             },
@@ -138,17 +137,16 @@ def expected_json_suite() -> Dict[str, Any]:
 @pytest.fixture
 def expected_json_suite_table_quality() -> Dict[str, Any]:
     return {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
-            {"expectation_type": "expect_table_row_count_to_be_between", "kwargs": {"min_value": 10}, "meta": {}},
+            {"type": "expect_table_row_count_to_be_between", "kwargs": {"min_value": 10}, "meta": {}},
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "string"},
                 "meta": {},
             },
@@ -160,32 +158,31 @@ def expected_json_suite_table_quality() -> Dict[str, Any]:
 @pytest.fixture
 def expected_json_suite_with_enum() -> Dict[str, Any]:
     return {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.1.1",
+        "name": "orders.1.1.1",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["id", "type"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "id", "type_": "string"},
                 "meta": {},
             },
-            {"expectation_type": "expect_column_values_to_be_unique", "kwargs": {"column": "id"}, "meta": {}},
+            {"type": "expect_column_values_to_be_unique", "kwargs": {"column": "id"}, "meta": {}},
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "type", "type_": "string"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_in_set",
+                "type": "expect_column_values_to_be_in_set",
                 "kwargs": {"column": "type", "value_set": ["A", "B", "C", "D", "E"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_value_lengths_to_equal",
+                "type": "expect_column_value_lengths_to_equal",
                 "kwargs": {"value": 1},
                 "meta": {"notes": "Ensures that column length is 1."},
                 "column": "type",
@@ -198,26 +195,25 @@ def expected_json_suite_with_enum() -> Dict[str, Any]:
 @pytest.fixture
 def expected_spark_engine() -> Dict[str, Any]:
     return {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "StringType"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "processed_timestamp", "type_": "TimestampType"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_table_row_count_to_be_between",
+                "type": "expect_table_row_count_to_be_between",
                 "kwargs": {"min_value": 10},
                 "meta": {},
             },
@@ -229,26 +225,25 @@ def expected_spark_engine() -> Dict[str, Any]:
 @pytest.fixture
 def expected_pandas_engine() -> Dict[str, Any]:
     return {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "str"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "processed_timestamp", "type_": "datetime64[ns]"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_table_row_count_to_be_between",
+                "type": "expect_table_row_count_to_be_between",
                 "kwargs": {"min_value": 10},
                 "meta": {},
             },
@@ -260,26 +255,25 @@ def expected_pandas_engine() -> Dict[str, Any]:
 @pytest.fixture
 def expected_sql_engine() -> Dict[str, Any]:
     return {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "STRING"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "processed_timestamp", "type_": "TIMESTAMP_TZ"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_table_row_count_to_be_between",
+                "type": "expect_table_row_count_to_be_between",
                 "kwargs": {"min_value": 10},
                 "meta": {},
             },
@@ -291,21 +285,20 @@ def expected_sql_engine() -> Dict[str, Any]:
 @pytest.fixture
 def expected_sql_trino_engine() -> Dict[str, Any]:
     return {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "varchar"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {
                     "column": "processed_timestamp",
                     "type_": "timestamp(3) with time zone",
@@ -313,7 +306,7 @@ def expected_sql_trino_engine() -> Dict[str, Any]:
                 "meta": {},
             },
             {
-                "expectation_type": "expect_table_row_count_to_be_between",
+                "type": "expect_table_row_count_to_be_between",
                 "kwargs": {"min_value": 10},
                 "meta": {},
             },
@@ -324,36 +317,35 @@ def expected_sql_trino_engine() -> Dict[str, Any]:
 
 def test_to_great_expectation(data_contract_basic: DataContractSpecification):
     expected_json_suite = {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "order_total", "order_status"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "varchar"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_unique",
+                "type": "expect_column_values_to_be_unique",
                 "kwargs": {"column": "order_id"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_value_lengths_to_be_between",
+                "type": "expect_column_value_lengths_to_be_between",
                 "kwargs": {"column": "order_id", "min_value": 8, "max_value": 10},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_total", "type_": "bigint"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_between",
+                "type": "expect_column_values_to_be_between",
                 "kwargs": {
                     "column": "order_total",
                     "min_value": 0,
@@ -362,12 +354,12 @@ def test_to_great_expectation(data_contract_basic: DataContractSpecification):
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_status", "type_": "text"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_in_set",
+                "type": "expect_column_values_to_be_in_set",
                 "kwargs": {"column": "order_status", "value_set": ["pending", "shipped", "delivered"]},
                 "meta": {},
             },
@@ -385,11 +377,10 @@ def test_to_great_expectation_complex(data_contract_complex: DataContractSpecifi
     """
 
     expected_orders = {
-        "data_asset_type": "null",
-        "expectation_suite_name": "orders.1.0.0",
+        "name": "orders.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {
                     "column_list": [
                         "order_id",
@@ -402,32 +393,32 @@ def test_to_great_expectation_complex(data_contract_complex: DataContractSpecifi
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_unique",
+                "type": "expect_column_values_to_be_unique",
                 "kwargs": {"column": "order_id"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_timestamp", "type_": "timestamp"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_total", "type_": "long"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "customer_id", "type_": "text"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_value_lengths_to_be_between",
+                "type": "expect_column_value_lengths_to_be_between",
                 "kwargs": {"column": "customer_id", "min_value": 10, "max_value": 20},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "customer_email_address", "type_": "text"},
                 "meta": {},
             },
@@ -436,21 +427,20 @@ def test_to_great_expectation_complex(data_contract_complex: DataContractSpecifi
     }
 
     expected_line_items = {
-        "data_asset_type": "null",
-        "expectation_suite_name": "line_items.1.0.0",
+        "name": "line_items.1.0.0",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["lines_item_id", "order_id", "sku"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "lines_item_id", "type_": "text"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_unique",
+                "type": "expect_column_values_to_be_unique",
                 "kwargs": {"column": "lines_item_id"},
                 "meta": {},
             },
@@ -484,26 +474,25 @@ def test_to_great_expectation_custom_name(
     Test with Quality definition in the contract
     """
     expected = {
-        "data_asset_type": "null",
-        "expectation_suite_name": "my_expectation_suite_name",
+        "name": "my_expectation_suite_name",
         "expectations": [
             {
-                "expectation_type": "expect_table_columns_to_match_ordered_list",
+                "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "order_id", "type_": "string"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_column_values_to_be_of_type",
+                "type": "expect_column_values_to_be_of_type",
                 "kwargs": {"column": "processed_timestamp", "type_": "timestamp"},
                 "meta": {},
             },
             {
-                "expectation_type": "expect_table_row_count_to_be_between",
+                "type": "expect_table_row_count_to_be_between",
                 "kwargs": {"min_value": 10},
                 "meta": {},
             },

From 95d58df9549ff913f2fa1c913d19766544156359 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 1 Dec 2025 20:03:58 +0100
Subject: [PATCH 086/150] chore(deps-dev): bump moto from 5.1.13 to 5.1.16
 (#927)

Bumps [moto](https://github.com/getmoto/moto) from 5.1.13 to 5.1.16.
- [Release notes](https://github.com/getmoto/moto/releases)
- [Changelog](https://github.com/getmoto/moto/blob/master/CHANGELOG.md)
- [Commits](https://github.com/getmoto/moto/compare/5.1.13...5.1.16)

---
updated-dependencies:
- dependency-name: moto
  dependency-version: 5.1.16
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1e5ee25a6..5351a2705 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -139,7 +139,7 @@ dev = [
   "httpx==0.28.1",
   "kafka-python",
   "minio==7.2.17",  # Pin to 7.2.17 - 7.2.18+ has keyword-only params incompatible with testcontainers
-  "moto==5.1.13",
+  "moto==5.1.17",
   "pandas>=2.1.0",
   "pre-commit>=3.7.1,<4.5.0",
   "pytest",

From 857b4827b58915c77714540a9487364a2b255379 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 1 Dec 2025 20:34:33 +0100
Subject: [PATCH 087/150] The `breaking`, `changelog`, and `diff` commands are
 now deprecated and will be removed in a future version (resolves #925)

---
 CHANGELOG.md        |   4 +
 README.md           | 347 ++++++++++++++++++++++++--------------------
 datacontract/cli.py |  37 ++++-
 3 files changed, 226 insertions(+), 162 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4837b32e9..0518b098d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -34,6 +34,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Excel: Server port is now correctly parsed as integer instead of string for all server types
 - Excel: Remove invalid `table` and `view` fields from custom server import
 
+### Deprecated
+
+- The `breaking`, `changelog`, and `diff` commands are now deprecated and will be removed in a future version (#925)
+
 ## [0.10.40] - 2025-11-25
 
 ### Added
diff --git a/README.md b/README.md
index 47dde7cb2..df5b865a0 100644
--- a/README.md
+++ b/README.md
@@ -128,15 +128,6 @@ $ datacontract import --format excel --source odcs.xlsx --output datacontract.ya
 
 # export to Excel template  
 $ datacontract export --format excel --output odcs.xlsx datacontract.yaml
-
-# find differences between two data contracts
-$ datacontract diff datacontract-v1.yaml datacontract-v2.yaml
-
-# find differences between two data contracts categorized into error, warning, and info.
-$ datacontract changelog datacontract-v1.yaml datacontract-v2.yaml
-
-# fail pipeline on breaking changes. Uses changelog internally and showing only error and warning.
-$ datacontract breaking datacontract-v1.yaml datacontract-v2.yaml
 ```
 
 ## Programmatic (Python)
@@ -258,9 +249,9 @@ Commands
 - [test](#test)
 - [export](#export)
 - [import](#import)
-- [breaking](#breaking)
-- [changelog](#changelog)
-- [diff](#diff)
+- [breaking](#breaking) (deprecated)
+- [changelog](#changelog) (deprecated)
+- [diff](#diff) (deprecated)
 - [catalog](#catalog)
 - [publish](#publish)
 - [api](#api)
@@ -272,6 +263,7 @@ Commands
                                                                                                     
  Create an empty data contract.                                                                     
                                                                                                     
+                                                                                                    
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
 │   location      [LOCATION]  The location of the data contract file to create.                    │
 │                             [default: datacontract.yaml]                                         │
@@ -280,6 +272,7 @@ Commands
 │ --template                       TEXT  URL of a template or data contract [default: None]        │
 │ --overwrite    --no-overwrite          Replace the existing datacontract.yaml                    │
 │                                        [default: no-overwrite]                                   │
+│ --debug        --no-debug              Enable debug logging [default: no-debug]                  │
 │ --help                                 Show this message and exit.                               │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 
@@ -292,20 +285,24 @@ Commands
                                                                                                     
  Validate that the datacontract.yaml is correctly formatted.                                        
                                                                                                     
+                                                                                                    
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
 │   location      [LOCATION]  The location (url or path) of the data contract yaml.                │
 │                             [default: datacontract.yaml]                                         │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --schema               TEXT     The location (url or path) of the Data Contract Specification    │
-│                                 JSON Schema                                                      │
-│                                 [default: None]                                                  │
-│ --output               PATH     Specify the file path where the test results should be written   │
-│                                 to (e.g., './test-results/TEST-datacontract.xml'). If no path is │
-│                                 provided, the output will be printed to stdout.                  │
-│                                 [default: None]                                                  │
-│ --output-format        [junit]  The target format for the test results. [default: None]          │
-│ --help                          Show this message and exit.                                      │
+│ --schema                         TEXT     The location (url or path) of the Data Contract        │
+│                                           Specification JSON Schema                              │
+│                                           [default: None]                                        │
+│ --output                         PATH     Specify the file path where the test results should be │
+│                                           written to (e.g.,                                      │
+│                                           './test-results/TEST-datacontract.xml'). If no path is │
+│                                           provided, the output will be printed to stdout.        │
+│                                           [default: None]                                        │
+│ --output-format                  [junit]  The target format for the test results.                │
+│                                           [default: None]                                        │
+│ --debug            --no-debug             Enable debug logging [default: no-debug]               │
+│ --help                                    Show this message and exit.                            │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 
 ```
@@ -317,6 +314,7 @@ Commands
                                                                                                     
  Run schema and quality tests on configured servers.                                                
                                                                                                     
+                                                                                                    
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
 │   location      [LOCATION]  The location (url or path) of the data contract yaml.                │
 │                             [default: datacontract.yaml]                                         │
@@ -334,12 +332,13 @@ Commands
 │                                                                 `production`, or `all` for all   │
 │                                                                 servers (default).               │
 │                                                                 [default: all]                   │
-│ --publish-test-results    --no-publish-test-results             Publish the results after the    │
-│                                                                 test                             │
+│ --publish-test-results    --no-publish-test-results             Deprecated. Use publish          │
+│                                                                 parameter. Publish the results   │
+│                                                                 after the test                   │
 │                                                                 [default:                        │
 │                                                                 no-publish-test-results]         │
-│ --publish                                              TEXT     DEPRECATED. The url to publish   │
-│                                                                 the results after the test.      │
+│ --publish                                              TEXT     The url to publish the results   │
+│                                                                 after the test.                  │
 │                                                                 [default: None]                  │
 │ --output                                               PATH     Specify the file path where the  │
 │                                                                 test results should be written   │
@@ -353,6 +352,8 @@ Commands
 │ --ssl-verification        --no-ssl-verification                 SSL verification when publishing │
 │                                                                 the data contract.               │
 │                                                                 [default: ssl-verification]      │
+│ --debug                   --no-debug                            Enable debug logging             │
+│                                                                 [default: no-debug]              │
 │ --help                                                          Show this message and exit.      │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 
@@ -981,43 +982,48 @@ models:
  Convert data contract to a specific format. Saves to file specified by `output` option if present, 
  otherwise prints to stdout.                                                                        
                                                                                                     
+                                                                                                    
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
 │   location      [LOCATION]  The location (url or path) of the data contract yaml.                │
 │                             [default: datacontract.yaml]                                         │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ *  --format          [jsonschema|pydantic-model|sodacl|db  The export format. [default: None]    │
-│                      t|dbt-sources|dbt-staging-sql|odcs|r  [required]                            │
-│                      df|avro|protobuf|great-expectations|                                        │
-│                      terraform|avro-idl|sql|sql-query|mer                                        │
-│                      maid|html|go|bigquery|dbml|spark|sql                                        │
-│                      alchemy|data-caterer|dcs|markdown|ic                                        │
-│                      eberg|custom|excel|dqx]                                                         │
-│    --output          PATH                                  Specify the file path where the       │
-│                                                            exported data will be saved. If no    │
-│                                                            path is provided, the output will be  │
-│                                                            printed to stdout.                    │
-│                                                            [default: None]                       │
-│    --server          TEXT                                  The server name to export.            │
-│                                                            [default: None]                       │
-│    --model           TEXT                                  Use the key of the model in the data  │
-│                                                            contract yaml file to refer to a      │
-│                                                            model, e.g., `orders`, or `all` for   │
-│                                                            all models (default).                 │
-│                                                            [default: all]                        │
-│    --schema          TEXT                                  The location (url or path) of the     │
-│                                                            Data Contract Specification JSON      │
-│                                                            Schema                                │
-│                                                            [default: None]                       │
-│    --engine          TEXT                                  [engine] The engine used for great    │
-│                                                            expection run.                        │
-│                                                            [default: None]                       │
-│    --template        PATH                                  The file path or URL of a template.   │
-│                                                            For Excel format: path/URL to custom  │
-│                                                            Excel template. For custom format:    │
-│                                                            path to Jinja template.               │
-│                                                            [default: None]                       │
-│    --help                                                  Show this message and exit.           │
+│ *  --format                    [jsonschema|pydantic-model|soda  The export format.               │
+│                                cl|dbt|dbt-sources|dbt-staging-  [default: None]                  │
+│                                sql|odcs|rdf|avro|protobuf|grea  [required]                       │
+│                                t-expectations|terraform|avro-i                                   │
+│                                dl|sql|sql-query|mermaid|html|g                                   │
+│                                o|bigquery|dbml|spark|sqlalchem                                   │
+│                                y|data-caterer|dcs|markdown|ice                                   │
+│                                berg|custom|excel|dqx]                                            │
+│    --output                    PATH                             Specify the file path where the  │
+│                                                                 exported data will be saved. If  │
+│                                                                 no path is provided, the output  │
+│                                                                 will be printed to stdout.       │
+│                                                                 [default: None]                  │
+│    --server                    TEXT                             The server name to export.       │
+│                                                                 [default: None]                  │
+│    --model                     TEXT                             Use the key of the model in the  │
+│                                                                 data contract yaml file to refer │
+│                                                                 to a model, e.g., `orders`, or   │
+│                                                                 `all` for all models (default).  │
+│                                                                 [default: all]                   │
+│    --schema                    TEXT                             The location (url or path) of    │
+│                                                                 the Data Contract Specification  │
+│                                                                 JSON Schema                      │
+│                                                                 [default: None]                  │
+│    --engine                    TEXT                             [engine] The engine used for     │
+│                                                                 great expection run.             │
+│                                                                 [default: None]                  │
+│    --template                  PATH                             The file path or URL of a        │
+│                                                                 template. For Excel format:      │
+│                                                                 path/URL to custom Excel         │
+│                                                                 template. For custom format:     │
+│                                                                 path to Jinja template.          │
+│                                                                 [default: None]                  │
+│    --debug       --no-debug                                     Enable debug logging             │
+│                                                                 [default: no-debug]              │
+│    --help                                                       Show this message and exit.      │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ RDF Options ────────────────────────────────────────────────────────────────────────────────────╮
 │ --rdf-base        TEXT  [rdf] The base URI used to generate the RDF graph. [default: None]       │
@@ -1361,85 +1367,95 @@ For more information about the Excel template structure, visit the [ODCS Excel T
  Create a data contract from the given source location. Saves to file specified by `output` option  
  if present, otherwise prints to stdout.                                                            
                                                                                                     
+                                                                                                    
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ *  --format                       [sql|avro|dbt|dbml|glue|jsonsc  The format of the source file. │
-│                                   hema|json|bigquery|odcs|unity|  [default: None]                │
-│                                   spark|iceberg|parquet|csv|prot  [required]                     │
-│                                   obuf|excel]                                                    │
-│    --output                       PATH                            Specify the file path where    │
-│                                                                   the Data Contract will be      │
-│                                                                   saved. If no path is provided, │
-│                                                                   the output will be printed to  │
-│                                                                   stdout.                        │
-│                                                                   [default: None]                │
-│    --source                       TEXT                            The path to the file that      │
-│                                                                   should be imported.            │
-│                                                                   [default: None]                │
-│    --spec                         [datacontract_specification|od  The format of the data         │
-│                                   cs]                             contract to import.            │
-│                                                                   [default:                      │
-│                                                                   datacontract_specification]    │
-│    --dialect                      TEXT                            The SQL dialect to use when    │
-│                                                                   importing SQL files, e.g.,     │
-│                                                                   postgres, tsql, bigquery.      │
-│                                                                   [default: None]                │
-│    --glue-table                   TEXT                            List of table ids to import    │
-│                                                                   from the Glue Database (repeat │
-│                                                                   for multiple table ids, leave  │
-│                                                                   empty for all tables in the    │
-│                                                                   dataset).                      │
-│                                                                   [default: None]                │
-│    --bigquery-project             TEXT                            The bigquery project id.       │
-│                                                                   [default: None]                │
-│    --bigquery-dataset             TEXT                            The bigquery dataset id.       │
-│                                                                   [default: None]                │
-│    --bigquery-table               TEXT                            List of table ids to import    │
-│                                                                   from the bigquery API (repeat  │
-│                                                                   for multiple table ids, leave  │
-│                                                                   empty for all tables in the    │
-│                                                                   dataset).                      │
-│                                                                   [default: None]                │
-│    --unity-table-full-name        TEXT                            Full name of a table in the    │
-│                                                                   unity catalog                  │
-│                                                                   [default: None]                │
-│    --dbt-model                    TEXT                            List of models names to import │
-│                                                                   from the dbt manifest file     │
-│                                                                   (repeat for multiple models    │
-│                                                                   names, leave empty for all     │
-│                                                                   models in the dataset).        │
-│                                                                   [default: None]                │
-│    --dbml-schema                  TEXT                            List of schema names to import │
-│                                                                   from the DBML file (repeat for │
-│                                                                   multiple schema names, leave   │
-│                                                                   empty for all tables in the    │
-│                                                                   file).                         │
-│                                                                   [default: None]                │
-│    --dbml-table                   TEXT                            List of table names to import  │
-│                                                                   from the DBML file (repeat for │
-│                                                                   multiple table names, leave    │
-│                                                                   empty for all tables in the    │
-│                                                                   file).                         │
-│                                                                   [default: None]                │
-│    --iceberg-table                TEXT                            Table name to assign to the    │
-│                                                                   model created from the Iceberg │
-│                                                                   schema.                        │
-│                                                                   [default: None]                │
-│    --template                     TEXT                            The location (url or path) of  │
-│                                                                   the Data Contract              │
-│                                                                   Specification Template         │
-│                                                                   [default: None]                │
-│    --schema                       TEXT                            The location (url or path) of  │
-│                                                                   the Data Contract              │
-│                                                                   Specification JSON Schema      │
-│                                                                   [default: None]                │
-│    --owner                        TEXT                            The owner or team responsible  │
-│                                                                   for managing the data          │
-│                                                                   contract.                      │
-│                                                                   [default: None]                │
-│    --id                           TEXT                            The identifier for the the     │
-│                                                                   data contract.                 │
-│                                                                   [default: None]                │
-│    --help                                                         Show this message and exit.    │
+│ *  --format                                 [sql|avro|dbt|dbml|glue|  The format of the source   │
+│                                             jsonschema|json|bigquery  file.                      │
+│                                             |odcs|unity|spark|iceber  [default: None]            │
+│                                             g|parquet|csv|protobuf|e  [required]                 │
+│                                             xcel]                                                │
+│    --output                                 PATH                      Specify the file path      │
+│                                                                       where the Data Contract    │
+│                                                                       will be saved. If no path  │
+│                                                                       is provided, the output    │
+│                                                                       will be printed to stdout. │
+│                                                                       [default: None]            │
+│    --source                                 TEXT                      The path to the file that  │
+│                                                                       should be imported.        │
+│                                                                       [default: None]            │
+│    --spec                                   [datacontract_specificat  The format of the data     │
+│                                             ion|odcs]                 contract to import.        │
+│                                                                       [default:                  │
+│                                                                       datacontract_specificatio… │
+│    --dialect                                TEXT                      The SQL dialect to use     │
+│                                                                       when importing SQL files,  │
+│                                                                       e.g., postgres, tsql,      │
+│                                                                       bigquery.                  │
+│                                                                       [default: None]            │
+│    --glue-table                             TEXT                      List of table ids to       │
+│                                                                       import from the Glue       │
+│                                                                       Database (repeat for       │
+│                                                                       multiple table ids, leave  │
+│                                                                       empty for all tables in    │
+│                                                                       the dataset).              │
+│                                                                       [default: None]            │
+│    --bigquery-project                       TEXT                      The bigquery project id.   │
+│                                                                       [default: None]            │
+│    --bigquery-dataset                       TEXT                      The bigquery dataset id.   │
+│                                                                       [default: None]            │
+│    --bigquery-table                         TEXT                      List of table ids to       │
+│                                                                       import from the bigquery   │
+│                                                                       API (repeat for multiple   │
+│                                                                       table ids, leave empty for │
+│                                                                       all tables in the          │
+│                                                                       dataset).                  │
+│                                                                       [default: None]            │
+│    --unity-table-full-name                  TEXT                      Full name of a table in    │
+│                                                                       the unity catalog          │
+│                                                                       [default: None]            │
+│    --dbt-model                              TEXT                      List of models names to    │
+│                                                                       import from the dbt        │
+│                                                                       manifest file (repeat for  │
+│                                                                       multiple models names,     │
+│                                                                       leave empty for all models │
+│                                                                       in the dataset).           │
+│                                                                       [default: None]            │
+│    --dbml-schema                            TEXT                      List of schema names to    │
+│                                                                       import from the DBML file  │
+│                                                                       (repeat for multiple       │
+│                                                                       schema names, leave empty  │
+│                                                                       for all tables in the      │
+│                                                                       file).                     │
+│                                                                       [default: None]            │
+│    --dbml-table                             TEXT                      List of table names to     │
+│                                                                       import from the DBML file  │
+│                                                                       (repeat for multiple table │
+│                                                                       names, leave empty for all │
+│                                                                       tables in the file).       │
+│                                                                       [default: None]            │
+│    --iceberg-table                          TEXT                      Table name to assign to    │
+│                                                                       the model created from the │
+│                                                                       Iceberg schema.            │
+│                                                                       [default: None]            │
+│    --template                               TEXT                      The location (url or path) │
+│                                                                       of the Data Contract       │
+│                                                                       Specification Template     │
+│                                                                       [default: None]            │
+│    --schema                                 TEXT                      The location (url or path) │
+│                                                                       of the Data Contract       │
+│                                                                       Specification JSON Schema  │
+│                                                                       [default: None]            │
+│    --owner                                  TEXT                      The owner or team          │
+│                                                                       responsible for managing   │
+│                                                                       the data contract.         │
+│                                                                       [default: None]            │
+│    --id                                     TEXT                      The identifier for the the │
+│                                                                       data contract.             │
+│                                                                       [default: None]            │
+│    --debug                    --no-debug                              Enable debug logging       │
+│                                                                       [default: no-debug]        │
+│    --help                                                             Show this message and      │
+│                                                                       exit.                      │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 
 ```
@@ -1666,10 +1682,13 @@ datacontract import --format protobuf --source "test.proto"
 
 
 ### breaking
+
+> **Deprecated:** This command is deprecated and will be removed in a future version.
+
 ```
-                                                                                                    
- Usage: datacontract breaking [OPTIONS] LOCATION_OLD LOCATION_NEW                                   
-                                                                                                    
+
+ Usage: datacontract breaking [OPTIONS] LOCATION_OLD LOCATION_NEW
+
  Identifies breaking changes between data contracts. Prints to stdout.                              
                                                                                                     
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
@@ -1687,10 +1706,13 @@ datacontract import --format protobuf --source "test.proto"
 ```
 
 ### changelog
+
+> **Deprecated:** This command is deprecated and will be removed in a future version.
+
 ```
-                                                                                                    
- Usage: datacontract changelog [OPTIONS] LOCATION_OLD LOCATION_NEW                                  
-                                                                                                    
+
+ Usage: datacontract changelog [OPTIONS] LOCATION_OLD LOCATION_NEW
+
  Generate a changelog between data contracts. Prints to stdout.                                     
                                                                                                     
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
@@ -1708,11 +1730,14 @@ datacontract import --format protobuf --source "test.proto"
 ```
 
 ### diff
+
+> **Deprecated:** This command is deprecated and will be removed in a future version.
+
 ```
-                                                                                                    
- Usage: datacontract diff [OPTIONS] LOCATION_OLD LOCATION_NEW                                       
-                                                                                                    
- PLACEHOLDER. Currently works as 'changelog' does.                                                  
+
+ Usage: datacontract diff [OPTIONS] LOCATION_OLD LOCATION_NEW
+
+ Generate a diff between data contracts. Prints to stdout.                                                  
                                                                                                     
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
 │ *    location_old      TEXT  The location (url or path) of the old data contract yaml.           │
@@ -1735,14 +1760,17 @@ datacontract import --format protobuf --source "test.proto"
                                                                                                     
  Create a html catalog of data contracts.                                                           
                                                                                                     
+                                                                                                    
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --files         TEXT  Glob pattern for the data contract files to include in the catalog.        │
-│                       Applies recursively to any subfolders.                                     │
-│                       [default: *.yaml]                                                          │
-│ --output        TEXT  Output directory for the catalog html files. [default: catalog/]           │
-│ --schema        TEXT  The location (url or path) of the Data Contract Specification JSON Schema  │
-│                       [default: None]                                                            │
-│ --help                Show this message and exit.                                                │
+│ --files                   TEXT  Glob pattern for the data contract files to include in the       │
+│                                 catalog. Applies recursively to any subfolders.                  │
+│                                 [default: *.yaml]                                                │
+│ --output                  TEXT  Output directory for the catalog html files. [default: catalog/] │
+│ --schema                  TEXT  The location (url or path) of the Data Contract Specification    │
+│                                 JSON Schema                                                      │
+│                                 [default: None]                                                  │
+│ --debug     --no-debug          Enable debug logging [default: no-debug]                         │
+│ --help                          Show this message and exit.                                      │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 
 ```
@@ -1764,6 +1792,7 @@ datacontract catalog --files "*.odcs.yaml"
                                                                                                     
  Publish the data contract to the Data Mesh Manager.                                                
                                                                                                     
+                                                                                                    
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
 │   location      [LOCATION]  The location (url or path) of the data contract yaml.                │
 │                             [default: datacontract.yaml]                                         │
@@ -1775,6 +1804,7 @@ datacontract catalog --files "*.odcs.yaml"
 │ --ssl-verification    --no-ssl-verification          SSL verification when publishing the data   │
 │                                                      contract.                                   │
 │                                                      [default: ssl-verification]                 │
+│ --debug               --no-debug                     Enable debug logging [default: no-debug]    │
 │ --help                                               Show this message and exit.                 │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 
@@ -1786,6 +1816,7 @@ datacontract catalog --files "*.odcs.yaml"
  Usage: datacontract api [OPTIONS]                                                                  
                                                                                                     
  Start the datacontract CLI as server application with REST API.                                    
+                                                                                                    
  The OpenAPI documentation as Swagger UI is available on http://localhost:4242. You can execute the 
  commands directly from the Swagger UI.                                                             
  To protect the API, you can set the environment variable DATACONTRACT_CLI_API_KEY to a secret API  
@@ -1798,10 +1829,12 @@ datacontract catalog --files "*.odcs.yaml"
  `datacontract api --port 1234 --root_path /datacontract`.                                          
                                                                                                     
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --port        INTEGER  Bind socket to this port. [default: 4242]                                 │
-│ --host        TEXT     Bind socket to this host. Hint: For running in docker, set it to 0.0.0.0  │
-│                        [default: 127.0.0.1]                                                      │
-│ --help                 Show this message and exit.                                               │
+│ --port                   INTEGER  Bind socket to this port. [default: 4242]                      │
+│ --host                   TEXT     Bind socket to this host. Hint: For running in docker, set it  │
+│                                   to 0.0.0.0                                                     │
+│                                   [default: 127.0.0.1]                                           │
+│ --debug    --no-debug             Enable debug logging [default: no-debug]                       │
+│ --help                            Show this message and exit.                                    │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 
 ```
@@ -1888,6 +1921,8 @@ Create a data contract based on the requirements from use cases.
 
 ### Schema Evolution
 
+> **Note:** The `breaking` and `changelog` commands referenced below are deprecated and will be removed in a future version.
+
 #### Non-breaking Changes
 Examples: adding models or fields
 
diff --git a/datacontract/cli.py b/datacontract/cli.py
index 92c1ac5e4..c8a0cc6fa 100644
--- a/datacontract/cli.py
+++ b/datacontract/cli.py
@@ -1,6 +1,7 @@
 import logging
 import os
 import sys
+import warnings
 from importlib import metadata
 from pathlib import Path
 from typing import Iterable, List, Optional
@@ -455,7 +456,7 @@ def catalog(
     create_index_html(contracts, path)
 
 
-@app.command()
+@app.command(deprecated=True)
 def breaking(
     location_old: Annotated[
         str,
@@ -468,9 +469,17 @@ def breaking(
     debug: debug_option = None,
 ):
     """
-    Identifies breaking changes between data contracts. Prints to stdout.
+    [DEPRECATED] Identifies breaking changes between data contracts. Prints to stdout.
+
+    This command is deprecated and will be removed in a future version.
     """
     enable_debug_logging(debug)
+    warnings.warn(
+        "The 'breaking' command is deprecated and will be removed in a future version.",
+        DeprecationWarning,
+        stacklevel=2,
+    )
+    console.print("[yellow]Warning: The 'breaking' command is deprecated and will be removed in a future version.[/yellow]")
 
     # TODO exception handling
     result = DataContract(data_contract_file=location_old, inline_definitions=True).breaking(
@@ -483,7 +492,7 @@ def breaking(
         raise typer.Exit(code=1)
 
 
-@app.command()
+@app.command(deprecated=True)
 def changelog(
     location_old: Annotated[
         str,
@@ -496,9 +505,17 @@ def changelog(
     debug: debug_option = None,
 ):
     """
-    Generate a changelog between data contracts. Prints to stdout.
+    [DEPRECATED] Generate a changelog between data contracts. Prints to stdout.
+
+    This command is deprecated and will be removed in a future version.
     """
     enable_debug_logging(debug)
+    warnings.warn(
+        "The 'changelog' command is deprecated and will be removed in a future version.",
+        DeprecationWarning,
+        stacklevel=2,
+    )
+    console.print("[yellow]Warning: The 'changelog' command is deprecated and will be removed in a future version.[/yellow]")
 
     # TODO exception handling
     result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog(
@@ -508,7 +525,7 @@ def changelog(
     console.print(result.changelog_str())
 
 
-@app.command()
+@app.command(deprecated=True)
 def diff(
     location_old: Annotated[
         str,
@@ -521,9 +538,17 @@ def diff(
     debug: debug_option = None,
 ):
     """
-    PLACEHOLDER. Currently works as 'changelog' does.
+    [DEPRECATED] Generate a diff between data contracts. Prints to stdout.
+
+    This command is deprecated and will be removed in a future version.
     """
     enable_debug_logging(debug)
+    warnings.warn(
+        "The 'diff' command is deprecated and will be removed in a future version.",
+        DeprecationWarning,
+        stacklevel=2,
+    )
+    console.print("[yellow]Warning: The 'diff' command is deprecated and will be removed in a future version.[/yellow]")
 
     # TODO change to diff output, not the changelog entries
     result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog(

From 2e7bfd6bc222e10eb7f64b72343118cb5dc99254 Mon Sep 17 00:00:00 2001
From: didipayson <141541117+didipayson@users.noreply.github.com>
Date: Tue, 2 Dec 2025 10:08:47 -0800
Subject: [PATCH 088/150] update CHANGELOG (#941)

Co-authored-by: Jochen Christ 
---
 CHANGELOG.md                                  |  1 +
 .../soda/connections/duckdb_connection.py     |  2 +-
 datacontract/export/duckdb_type_converter.py  |  3 +
 .../local-json/data/empty_object.json         | 19 ++++++
 tests/test_duckdb_json.py                     | 65 +++++++++++++++++++
 5 files changed, 89 insertions(+), 1 deletion(-)
 create mode 100644 tests/fixtures/local-json/data/empty_object.json

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0518b098d..0ee41b039 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -33,6 +33,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - export: field annotation now matches to number/numeric/decimal types
 - Excel: Server port is now correctly parsed as integer instead of string for all server types
 - Excel: Remove invalid `table` and `view` fields from custom server import
+- Fixed DuckDB DDL generation to use `JSON` type instead of invalid empty `STRUCT()` for objects without defined properties ([#940](https://github.com/datacontract/datacontract-cli/issues/940))
 
 ### Deprecated
 
diff --git a/datacontract/engines/soda/connections/duckdb_connection.py b/datacontract/engines/soda/connections/duckdb_connection.py
index d7c6a9795..adda9cb97 100644
--- a/datacontract/engines/soda/connections/duckdb_connection.py
+++ b/datacontract/engines/soda/connections/duckdb_connection.py
@@ -106,7 +106,7 @@ def add_nested_views(con: duckdb.DuckDBPyConnection, model_name: str, fields: Di
         field_type = field.type.lower()
         if field_type == "array" and field.items is None:
             continue
-        elif field_type == "object" and field.fields is None:
+        elif field_type == "object" and (field.fields is None or len(field.fields) == 0):
             continue
 
         nested_model_name = f"{model_name}__{field_name}"
diff --git a/datacontract/export/duckdb_type_converter.py b/datacontract/export/duckdb_type_converter.py
index cf57398e1..8f2c3a4bc 100644
--- a/datacontract/export/duckdb_type_converter.py
+++ b/datacontract/export/duckdb_type_converter.py
@@ -48,6 +48,9 @@ def convert_to_duckdb_json_type(field: Field) -> None | str:
     if datacontract_type.lower() in ["array"]:
         return convert_to_duckdb_json_type(field.items) + "[]"  # type: ignore
     if datacontract_type.lower() in ["object", "record", "struct"]:
+        # If no fields are defined, treat as generic JSON
+        if field.fields is None or len(field.fields) == 0:
+            return "JSON"
         return convert_to_duckdb_object(field.fields)
     return convert_to_duckdb_csv_type(field)
 
diff --git a/tests/fixtures/local-json/data/empty_object.json b/tests/fixtures/local-json/data/empty_object.json
new file mode 100644
index 000000000..ae1d280db
--- /dev/null
+++ b/tests/fixtures/local-json/data/empty_object.json
@@ -0,0 +1,19 @@
+[
+    {
+        "id": 1,
+        "metadata": {},
+        "name": "Alice",
+        "settings": {}
+    },
+    {
+        "id": 2,
+        "metadata": {"version": "1.0"},
+        "name": "Bob",
+        "settings": {}
+    },
+    {
+        "id": 3,
+        "metadata": {},
+        "name": "Charlie"
+    }
+]
diff --git a/tests/test_duckdb_json.py b/tests/test_duckdb_json.py
index 01a07c943..e781ba26a 100644
--- a/tests/test_duckdb_json.py
+++ b/tests/test_duckdb_json.py
@@ -75,3 +75,68 @@ def test_nested_json():
     assert tbl.columns == ["first", "last"]
     assert [x[1].lower() for x in tbl.description] == ["string", "string"]
     assert tbl.fetchall() == [("John", "Doe")]
+
+
+def test_empty_object():
+    """Test that objects without defined fields are handled as JSON and don't create nested views."""
+    data_contract_str = """
+dataContractSpecification: 1.2.1
+id: "empty-object-test"
+info:
+  title: Test data with objects without fields
+  version: 1.0.0
+servers:
+  sample:
+    type: local
+    path: ./fixtures/local-json/data/empty_object.json
+    format: json
+    delimiter: array
+models:
+  sample_data:
+    type: object
+    fields:
+      id:
+        type: integer
+        required: true
+      metadata:
+        type: object
+        required: false
+        description: "Object with no fields defined - should be treated as JSON"
+      name:
+        type: string
+        required: true
+      settings:
+        type: object
+        required: false
+        fields: {}
+        description: "Object with explicitly empty fields - should be treated as JSON"
+    """
+    data_contract = resolve.resolve_data_contract(data_contract_str=data_contract_str)
+    run = Run.create_run()
+    con = get_duckdb_connection(data_contract, data_contract.servers["sample"], run)
+
+    # Test main table exists and has correct columns
+    tbl = con.table("sample_data")
+    assert tbl.columns == ["id", "metadata", "name", "settings"]
+
+    # Test that the data can be read correctly
+    row1 = tbl.fetchone()
+    assert row1[0] == 1  # id
+    assert row1[2] == "Alice"  # name
+
+    row2 = tbl.fetchone()
+    assert row2[0] == 2  # id
+    assert row2[2] == "Bob"  # name
+
+    row3 = tbl.fetchone()
+    assert row3[0] == 3  # id
+    assert row3[2] == "Charlie"  # name
+
+    # Test that no nested views were created for empty objects
+    tables_result = con.sql("SHOW TABLES").fetchall()
+    table_names = [table[0] for table in tables_result]
+
+    # Should only have the main table, not nested views for metadata or settings
+    assert "sample_data" in table_names
+    assert "sample_data__metadata" not in table_names
+    assert "sample_data__settings" not in table_names

From cdc517fa48f743f01a78679354e516f59dd5d1c1 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Tue, 2 Dec 2025 19:13:22 +0100
Subject: [PATCH 089/150] Release 0.10.41

---
 CHANGELOG.md   | 3 +++
 pyproject.toml | 2 +-
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0ee41b039..7d2b205b8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+
+## [0.10.41] - 2025-12-02
+
 ### Changed
 
 - Great Expectations export: Update to Great Expectations 1.x format (#919)
diff --git a/pyproject.toml b/pyproject.toml
index 5351a2705..9c3160a20 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.10.40"
+version = "0.10.41"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From 529b13067a0328f62b2f6a7da1b98ae4aa7583e1 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Thu, 4 Dec 2025 10:04:56 +0100
Subject: [PATCH 090/150] Strip 'v' prefix from GitHub ref in release workflow
 to match Docker Hub tags

---
 .github/workflows/release.yaml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 8950f2d79..08404a264 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -220,7 +220,9 @@ jobs:
 
       - name: Copy Multi-Arch Image from Docker Hub to AWS ECR
         run: |
+          VERSION="${{ github.ref_name }}"
+          VERSION="${VERSION#v}"  # Strip 'v' prefix to match Docker Hub tag
           docker buildx imagetools create \
             --tag public.ecr.aws/s4e5k7s9/datacontract-cli:latest \
-            --tag public.ecr.aws/s4e5k7s9/datacontract-cli:${{ github.ref_name }} \
-            docker.io/datacontract/cli:${{ github.ref_name }}
+            --tag public.ecr.aws/s4e5k7s9/datacontract-cli:${VERSION} \
+            docker.io/datacontract/cli:${VERSION}

From dc5975a08193824be0beb0b734235dc9f7a1c7c4 Mon Sep 17 00:00:00 2001
From: Jochen Christ 
Date: Sun, 14 Dec 2025 19:52:49 +0100
Subject: [PATCH 091/150] V0.11.x (#975)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Update protobuf conversion to use `enumValues` instead of `values`

- Adjust `_is_enum_field` and `_get_enum_values` methods to reference `enumValues`
- Update test case to include example with `enumValues`

* Update protobuf conversion to use `enumValues` instead of `values`

- Adjust `_is_enum_field` and `_get_enum_values` methods to reference `enumValues`
- Update test case to include example with `enumValues`

* Refactor Great Expectations export workflow and tests

- Add `DateType` and `TimestampType` support in Spark conversion.
- Replace fixture `datacontract_quality_file.yaml` with `odcs.yaml`.
- Simplify test fixtures with updated schema references.
- Improve type handling logic in converters.
- Update export function signatures and associated test cases.

* Refactor BigQuery export precision and scale handling

- Replace direct attribute access with `_get_config_value` for better readability.
- Update export function to use `ExportFormat` enum for clarity.
- Update test to reflect changes in export method signature.

* - Update `duckdb_type_converter` to return `DOUBLE` for `number`, `decimal`, and `numeric` types instead of `VARCHAR`.
- Refactor test fixture path handling in `test_test_api` to use `Path` for better reliability.
- Remove unused parameter `_mock_get` in `test_test_api` for cleaner test implementation.

* Refactor Oracle and Postgres schema imports to align with updated DataContract specification format.

* Refactor test fixtures and schema imports to align with updated DataContract specification format

- Migrate test YAML fixtures to version `1.0.0` with `apiVersion: v3.1.0`
- Replace `dataContractSpecification` with standardized `kind: DataContract` and logical types
- Update properties and custom fields to reflect new schema structure
- Remove redundant linter assertions from tests for streamlined validation

* Fix Oracle connection to reference `serviceName` instead of `service_name` for ODCS compatibility

- Update `oracle.py` to align attribute access with ODCS field name
- Handle `service_name` mapping in `dcs_importer` to populate `serviceName`

* Migrate and refactor test fixtures to ODCS format for updated DataContract schema compatibility

- Replace `datacontract.yaml` and `datacontract_missing_quality.yaml` with `.odcs.yaml` equivalents.
- Update test cases to reference new ODCS-compliant schema and quality definitions.
- Align YAML schema with `apiVersion: v3.1.0` and standardized logical types.

* Migrate and refactor test fixtures to ODCS format for updated DataContract schema compatibility

- Replace `datacontract.yaml` and `datacontract_missing_quality.yaml` with `.odcs.yaml` equivalents.
- Update test cases to reference new ODCS-compliant schema and quality definitions.
- Align YAML schema with `apiVersion: v3.1.0` and standardized logical types.

* Migrate and refactor test fixtures to ODCS format for updated DataContract schema compatibility

- Replace `datacontract.yaml` and `datacontract_missing_quality.yaml` with `.odcs.yaml` equivalents.
- Update test cases to reference new ODCS-compliant schema and quality definitions.
- Align YAML schema with `apiVersion: v3.1.0` and standardized logical types.

* Update resolver call to use `resolve_data_contract` instead of `resolve_data_contract_v2`

* Remove `freshness` property from weather-service ODCS test fixture for alignment with updated schema

* Update CHANGELOG for ODCS v3.1.0 import default and CLI freshness tests

- Make ODCS v3.1.0 the default format for imports.
- Document addition of CLI tests for data freshness when `slaProperty "freshness"` is defined.

* Update logical type for pyarrow timestamps to "timestamp" in Parquet importer

* Refactor exporters to use `schema_name` instead of `model` for consistency and update module names to follow standard "exporter" naming convention. Include test updates and fixture additions for BigQuery schema validation.

* Remove legacy test fixtures and update import paths to align with refactored "exporter" module names

- Delete outdated YAML fixtures (`datacontract_aliases.yaml`, `datacontract_fields_field.yaml`, `datacontract_nested_properties.odcs.yaml`) and corresponding test cases.
- Update `pydantic` and `sqlalchemy` test imports to reflect "exporter" module name changes.
- Fix typo in test method name for `sqlalchemy` exporter.

* Remove legacy test fixtures and update import paths to align with refactored "exporter" module names

- Delete outdated YAML fixtures (`datacontract_aliases.yaml`, `datacontract_fields_field.yaml`, `datacontract_nested_properties.odcs.yaml`) and corresponding test cases.
- Update `pydantic` and `sqlalchemy` test imports to reflect "exporter" module name changes.
- Fix typo in test method name for `sqlalchemy` exporter.

* Migrate test fixtures to ODCS format and update tests for schema alignment

- Replace `datacontract.yaml` with `datacontract.odcs.yaml` for ODCS v3.1.0 compatibility.
- Refactor `test_export_dbt_staging_sql` and `test_export_dbt_sources` to align with updated schema and improved method consistency.
- Include new ODCS-compliant test fixture for `datacontract`.

* Remove complex types test fixtures and update tests for ODCS schema alignment

- Delete outdated complex types YAML and JSON fixtures.
- Remove or refactor test cases (`test_cli_complex_types`, `test_import_unity_complex_types`) for alignment with ODCS v3.1.0.
- Update remaining test cases to reflect schema alterations and use updated team field handling.

* Refactor tests and fixtures for ODCS schema updates and "schema_name" parameter

- Replace `--model` with `--schema-name` in CLI tests for consistency.
- Update tests to use `OpenDataContractStandard` instead of `convert_dcs_to_odcs`.
- Add new ODCS-compliant test fixtures: `datacontract.odcs.yaml` and `datacontract_no_schema_type.odcs.yaml`.

* Add support for custom Soda quality checks and retention SLA in ODCS

- Implement custom SodaCL quality checks in ODCS using `type: custom` and `engine: soda`.
- Introduce retention SLA property testing for ODCS with ISO 8601 durations.
- Update test fixtures and exporters to handle new features.
- Enhance `to_servicelevel_retention_check` for retention SLA evaluation.

* Remove invalid data contract lint test cases and related fixtures

- Delete `test_lint_invalid_data_contract` and `test_lint_cli_invalid` as they are no longer relevant.
- Clean up associated invalid data contract YAML fixtures to streamline tests.

* Remove unused test case and related fixtures for "datacontract_no_model_type"

- Delete `test_to_dbt_models_with_no_model_type` as it is no longer relevant.
- Remove associated YAML fixtures (`datacontract_no_model_type.yaml`, `datacontract_no_schema_type.odcs.yaml`) to streamline the codebase.

* Migrate `users_datacontract_desc.yml` and `users_datacontract_no_desc.yml` to align with ODCS v3.1.0 schema format

- Replace `dataContractSpecification` with `version`, `kind`, and `apiVersion`.
- Restructure `models` to `schema` with improved logical and physical type definitions.
- Update YAML fixtures for ODCS compatibility.

* Refactor exporters and tests for ODCS v3.1.0 alignment and schema enhancements

- Update exporters (`bigquery`, `terraform`, `iceberg`, `go`, `markdown`, `pydantic`, etc.) to improve type handling (e.g., logicalType, physicalType, enums).
- Replace `model` with `schema_name` in exporters and related test cases for consistency.
- Enhance YAML fixtures and test cases to align with ODCS v3.1.0 schema format.
- Introduce utilities for better type mapping and custom property logic in multiple exporters.
- Remove outdated test fixtures and refactor test imports to match updated exporter structures.
- Add support for new fields like retention SLA, Soda quality checks, and terms of use in exporters.
- Improve markdown documentation generation using enhanced description handling logic.

* Refactor exporters and tests for ODCS v3.1.0 alignment and schema enhancements

- Update exporters (`bigquery`, `terraform`, `iceberg`, `go`, `markdown`, `pydantic`, etc.) to improve type handling (e.g., logicalType, physicalType, enums).
- Replace `model` with `schema_name` in exporters and related test cases for consistency.
- Enhance YAML fixtures and test cases to align with ODCS v3.1.0 schema format.
- Introduce utilities for better type mapping and custom property logic in multiple exporters.
- Remove outdated test fixtures and refactor test imports to match updated exporter structures.
- Add support for new fields like retention SLA, Soda quality checks, and terms of use in exporters.
- Improve markdown documentation generation using enhanced description handling logic.

* Refactor tests for ODCS v3.1.0 schema alignment

- Migrate SQL Server and Iceberg test fixtures to new ODCS schema format.
- Replace `dataContractSpecification` with `version`, `kind`, and `apiVersion`.
- Restructure `models` to `schema` with improved logical and physical type definitions.
- Update assertions to use `yaml.safe_load` for better YAML comparison and validation.

* Refactor for ODCS v3.1.0: Update checks, schema handling, and Kafka integration

- Rename methods to improve clarity (e.g., `model` to `schema` and `field` to `property`).
- Align data contract logic with ODCS v3.1.0 schema changes, replacing deprecated methods.
- Enhance `Kafka` support by using `physicalName` for topic mapping and updating Spark configurations.
- Refactor YAML fixtures and tests for compliance with ODCS schema structure.
- Remove redundant methods and deprecated logic for streamlined functionality.

* Remove unused schema import in `data_contract_checks.py`

* Refactor `convert_type_to_oracle` for simplified ODCS logical type mapping and add server-specific type override logic in DCS importer

* Refactor `dbt_exporter` to handle custom property `enum` parsing with JSON decoding logic and improve method naming for clarity

* Update tests and exporters to use `datacontract.odcs.yaml` and refactor `dbt_exporter` for improved ODCS property handling

* Kindly provide the relevant diff so I can generate a concise and accurate commit message for you.

* Refactor `data_caterer_exporter` to add `_get_custom_property_value` for custom property handling and improve `enum` parsing logic with JSON decoding

* Refactor `dbt_exporter` to improve description handling with `_get_description_str` utility and update tests to use `OpenDataContractStandard` model

* Please provide the relevant diff so I can generate a concise commit message for you.

* Refactor `spark_exporter` for enhanced schema handling and ODCS support

- Add `_logical_type_to_spark_type` and `_get_custom_property_value` utilities for improved type mapping.
- Introduce custom property handling for `mapKeyType` and `mapValueType` in `MapType` conversion logic.
- Update YAML fixtures (`datacontract.odcs.yaml`) for schema and type definitions.
- Extend DCS importer to include `properties` for maps with structured values.

* Refactor tests and fixtures for ODCS v3.1.0 compliance

- Remove deprecated multi-model CLI tests.
- Update YAML fixtures for schema, description, and quality definitions to align with ODCS v3.1.0.
- Simplify `data_contract_basic` fixture to use `OpenDataContractStandard`.

* Refactor catalog and exporters for ODCS v3.1.0

- Migrate `datacontract-2.yaml` to ODCS-compliant `datacontract-2.odcs.yaml`.
- Extend `DataContractView` with `spec` property for unified DCS-compatible template view.
- Add `_InfoView` and `_SpecView` dataclasses for template compatibility.
- Improve `enum` parsing logic in `great_expectations_exporter`.

* Refactor tests for ODCS v3.1.0 compliance

- Update data contracts to new ODCS schema format with `kind`, `apiVersion`, and `properties` definitions.
- Modify server and connection logic to align with updated `servers` structure.
- Improve nested object handling and adjust tests accordingly.

* Update RDF tests and exporter for ODCS v3.1.0 compliance

- Replace deprecated ODCS namespaces with updated URLs.
- Refactor expected RDF in tests to align with new ODCS schema structure.
- Update RDF exporter to bind new `odcs` and `odcsx` namespaces.

* Refactor `sqlalchemy_exporter` for ODCS v3.1.0 compliance

- Rename `contract` to `odcs` for consistency with updated ODCS terminology.
- Improve description handling by extracting `purpose` attribute if available.
- Adjust schema processing logic to align with ODCS v3.1.0 structure.

* Remove support for `terraform` export format

- Delete `TerraformExporter` and related methods.
- Remove `terraform` export tests and fixtures.
- Update `ExportFormat` and `exporter_factory` to exclude `terraform`.
- Reflect removal in `CHANGELOG.md`.

* Refactor `iceberg_exporter` for ODCS v3.1.0 compliance

- Update schema parsing to handle `logicalType` and `customProperties` for improved type mapping.
- Add `_get_custom_property_value` utility to retrieve custom properties like `precision` and `scale`.
- Modify tests to align with new ODCS schema and update type assertions accordingly.

* Remove unused `data_contract` parameter from `ExcelImporter.import_source` method.

* Remove unused `AdventureWorks` data contract fixture.

* Add `businessName` and `format` support in schema parsing

- Introduce `businessName` field for schema objects and update fixtures accordingly.
- Support `format` logicalType option for improved type specification.
- Remove redundant custom property handling for `format` in favor of `logicalTypeOptions`.
- Update tests to validate new schema attributes and ensure roundtrip conversion accuracy.

* Please provide the git diff so I can generate an appropriate commit message for you.

* Update 3.1.0 schema

* Enhance Kafka test robustness and add xdist compatibility handling

- Replace `localhost` with `127.0.0.1` to avoid IPv4/IPv6 resolution issues in Kafka interactions.
- Add `_ensure_topic_exists` utility to pre-create topics and prevent Spark Kafka client race conditions.
- Skip Kafka tests under `pytest-xdist` workers to mitigate timeout issues in Spark's Java Kafka client.

* Prepare README for 0.11.x

* Prepare README for 0.11.x

* Prepare README for 0.11.x

* Fix HTML Export for ODCS 3.1

* Improve DCS migration

* Improve DCS migration

* Update changelog

* Fix ruff

* Import enums as quality

* Remove unused inline_quality parameter

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 

* Fix ODCS Server missing driver/http_path fields

Store driver and http_path in customProperties since ODCS Server
model doesn't have these fields. Read driver from customProperties
in sqlserver soda connection.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 

---------

Co-authored-by: Claude Opus 4.5 
---
 .github/workflows/ci.yaml                     |    2 +-
 CHANGELOG.md                                  |   43 +-
 README.md                                     |  390 +-
 datacontract/breaking/breaking.py             |  546 --
 datacontract/breaking/breaking_change.py      |   73 -
 datacontract/breaking/breaking_rules.py       |  130 -
 datacontract/catalog/catalog.py               |   76 +-
 datacontract/cli.py                           |  135 +-
 datacontract/data_contract.py                 |  169 +-
 datacontract/engines/data_contract_checks.py  |  531 +-
 datacontract/engines/data_contract_test.py    |   55 +-
 ...ct_contains_valid_servers_configuration.py |   24 +-
 .../fastjsonschema/check_jsonschema.py        |   15 +-
 .../engines/soda/check_soda_execute.py        |    6 +-
 .../soda/connections/duckdb_connection.py     |  162 +-
 .../engines/soda/connections/kafka.py         |   77 +-
 .../engines/soda/connections/oracle.py        |    5 +-
 .../engines/soda/connections/sqlserver.py     |   12 +-
 datacontract/export/avro_converter.py         |  138 -
 datacontract/export/avro_exporter.py          |  253 +
 ..._idl_converter.py => avro_idl_exporter.py} |  217 +-
 datacontract/export/bigquery_converter.py     |  130 -
 datacontract/export/bigquery_exporter.py      |  180 +
 ...custom_converter.py => custom_exporter.py} |   13 +-
 datacontract/export/data_caterer_converter.py |  161 -
 datacontract/export/data_caterer_exporter.py  |  236 +
 datacontract/export/dbml_converter.py         |  148 -
 datacontract/export/dbml_exporter.py          |  173 +
 datacontract/export/dbt_converter.py          |  304 -
 datacontract/export/dbt_exporter.py           |  394 ++
 datacontract/export/dcs_exporter.py           |  292 +-
 datacontract/export/dqx_converter.py          |  126 -
 datacontract/export/dqx_exporter.py           |  163 +
 datacontract/export/duckdb_type_converter.py  |   40 +-
 datacontract/export/excel_exporter.py         |   14 +-
 datacontract/export/exporter.py               |   70 +-
 datacontract/export/exporter_factory.py       |   52 +-
 datacontract/export/go_converter.py           |  105 -
 datacontract/export/go_exporter.py            |  142 +
 ...rter.py => great_expectations_exporter.py} |  198 +-
 datacontract/export/html_exporter.py          |   34 +-
 datacontract/export/iceberg_converter.py      |  188 -
 datacontract/export/iceberg_exporter.py       |  315 +
 datacontract/export/jsonschema_converter.py   |  157 -
 datacontract/export/jsonschema_exporter.py    |  231 +
 ...down_converter.py => markdown_exporter.py} |  207 +-
 datacontract/export/mermaid_exporter.py       |   95 +-
 datacontract/export/odcs_export_helper.py     |  319 +
 datacontract/export/odcs_v3_exporter.py       |  377 +-
 datacontract/export/pandas_type_converter.py  |   42 +-
 ...obuf_converter.py => protobuf_exporter.py} |  144 +-
 datacontract/export/pydantic_converter.py     |  137 -
 datacontract/export/pydantic_exporter.py      |  189 +
 datacontract/export/rdf_converter.py          |  180 -
 datacontract/export/rdf_exporter.py           |  169 +
 ...sodacl_converter.py => sodacl_exporter.py} |   14 +-
 datacontract/export/spark_converter.py        |  245 -
 datacontract/export/spark_exporter.py         |  347 ++
 datacontract/export/sql_converter.py          |  138 -
 datacontract/export/sql_exporter.py           |  145 +
 datacontract/export/sql_type_converter.py     |  374 +-
 datacontract/export/sqlalchemy_converter.py   |  170 -
 datacontract/export/sqlalchemy_exporter.py    |  216 +
 datacontract/export/terraform_converter.py    |   76 -
 datacontract/imports/avro_importer.py         |  524 +-
 datacontract/imports/bigquery_importer.py     |  260 +-
 datacontract/imports/csv_importer.py          |  127 +-
 datacontract/imports/dbml_importer.py         |  104 +-
 datacontract/imports/dbt_importer.py          |  172 +-
 datacontract/imports/dcs_importer.py          |  741 +++
 datacontract/imports/excel_importer.py        |    6 +-
 datacontract/imports/glue_importer.py         |  247 +-
 datacontract/imports/iceberg_importer.py      |  231 +-
 datacontract/imports/importer.py              |   17 +-
 datacontract/imports/json_importer.py         |  226 +-
 datacontract/imports/jsonschema_importer.py   |  270 +-
 datacontract/imports/odcs_helper.py           |  306 +
 datacontract/imports/odcs_importer.py         |   28 +-
 datacontract/imports/odcs_v3_importer.py      |  548 --
 datacontract/imports/parquet_importer.py      |   77 +-
 datacontract/imports/protobuf_importer.py     |  274 +-
 datacontract/imports/spark_importer.py        |  225 +-
 datacontract/imports/sql_importer.py          |  133 +-
 datacontract/imports/unity_importer.py        |  186 +-
 datacontract/lint/resolve.py                  |  340 +-
 .../data_contract_specification/__init__.py   |    1 -
 datacontract/output/test_results_writer.py    |    8 +-
 datacontract/schemas/odcs-3.1.0.schema.json   | 5095 ++++++++--------
 datacontract/templates/datacontract_odcs.html |   20 +-
 datacontractcli.drawio                        |  287 +
 datacontractcli.png                           |  Bin 555568 -> 780736 bytes
 pyproject.toml                                |    2 +-
 tests/fixtures/api/weather-service.odcs.yaml  |    6 -
 .../bigquery/export/datacontract.odcs.yaml    |  231 +
 .../bigquery/import/datacontract.yaml         |  208 +-
 .../import/datacontract_multi_import.yaml     |  103 +-
 .../fixtures/catalog/datacontract-2.odcs.yaml |   24 +
 tests/fixtures/catalog/datacontract-2.yaml    |   35 -
 tests/fixtures/custom/export/template.sql     |   14 +-
 .../databricks-unity/import/datacontract.yaml |  111 +-
 .../import/datacontract_complex_types.yaml    |   93 -
 .../unity_table_schema_complex_types.json     |  121 -
 tests/fixtures/dbml/datacontract.odcs.yaml    |  106 +
 tests/fixtures/dbml/import/datacontract.yaml  |  149 +-
 .../import/datacontract_schema_filtered.yaml  |   64 +-
 .../import/datacontract_table_filtered.yaml   |   98 +-
 .../dbt/export/datacontract.odcs.yaml         |   86 +
 .../manifest_empty_columns_filtered.odcs.yaml |   20 +
 .../manifest_jaffle_bigquery.odcs.yaml        |  192 +
 .../expected/manifest_jaffle_duckdb.odcs.yaml |  192 +
 .../manifest_jaffle_duckdb_filtered.odcs.yaml |   58 +
 tests/fixtures/dqx/datacontract.odcs.yaml     |  453 ++
 tests/fixtures/dqx/datacontract.yaml          |  456 --
 .../datacontract_missing_quality.odcs.yaml    |  143 +
 .../dqx/datacontract_missing_quality.yaml     |  145 -
 tests/fixtures/export/datacontract.odcs.yaml  |   76 +
 .../export/datacontract_no_model_type.yaml    |   91 -
 .../export/rdf/datacontract-complex.yaml      |   10 -
 .../glue/datacontract-empty-model.yaml        |   30 +-
 tests/fixtures/glue/datacontract.yaml         |  177 +-
 .../datacontract_quality_column.yaml          |   47 +-
 .../datacontract_quality_yaml.yaml            |   33 +-
 tests/fixtures/great-expectations/odcs.yaml   |   28 +
 .../fixtures/import/football-datacontract.yml |   50 +-
 ...deeply_nested_no_required_datacontract.yml |   82 +-
 .../json/inventory_ndjson.datacontract.yaml   |   88 +-
 .../json/product_detail.datacontract.yaml     | 5150 +++++++++--------
 .../json/product_simple.datacontract.yaml     |  727 ++-
 .../orders_union-types_datacontract.yml       |  132 +-
 tests/fixtures/kafka/datacontract.yaml        |   51 +-
 .../local-json-complex/datacontract.yaml      |  121 +-
 tests/fixtures/local-json/datacontract.yaml   |  103 +-
 tests/fixtures/markdown/export/expected.md    |  128 +-
 .../odcs_v3/adventureworks.datacontract.yml   | 4413 --------------
 .../odcs_v3/full-example.datacontract.yml     |  113 -
 .../postgres/odcs_case_sensitive.odcs.yaml    |   39 +
 .../fixtures/postgres/servicelevels.odcs.yaml |   44 +
 .../expected/nested_imports.odcs.yaml         |   64 +
 .../expected/nested_imports_subdirs.odcs.yaml |   64 +
 .../protobuf/expected/sample_data.odcs.yaml   |   91 +
 tests/fixtures/sodacl/datacontract.odcs.yaml  |   55 +
 .../spark/export/datacontract.odcs.yaml       |  105 +
 .../spark/import/users_datacontract_desc.yml  |  107 +-
 .../import/users_datacontract_no_desc.yml     |  105 +-
 tests/fixtures/spec/datacontract_aliases.yaml |   21 -
 .../spec/datacontract_fields_field.yaml       |   30 -
 tests/test_api.py                             |    2 +-
 tests/test_breaking.py                        |  250 -
 tests/test_catalog.py                         |    2 +-
 tests/test_changelog.py                       | 1216 ----
 tests/test_data_contract_checks.py            |   30 +-
 tests/test_data_contract_specification.py     |    3 +-
 tests/test_duckdb_json.py                     |   97 +-
 tests/test_export_avro.py                     |   61 +-
 tests/test_export_avro_idl.py                 |   75 +-
 tests/test_export_bigquery.py                 |    7 +-
 tests/test_export_complex_data_contract.py    |    6 +-
 tests/test_export_custom.py                   |    8 +-
 tests/test_export_custom_exporter.py          |   21 +-
 tests/test_export_data_caterer.py             |   14 +-
 tests/test_export_dbml.py                     |  107 +-
 tests/test_export_dbt_models.py               |  127 +-
 tests/test_export_dbt_sources.py              |   16 +-
 tests/test_export_dbt_staging_sql.py          |   16 +-
 tests/test_export_dqx.py                      |    6 +-
 tests/test_export_go.py                       |   10 +-
 tests/test_export_great_expectations.py       |  236 +-
 tests/test_export_html.py                     |    4 +-
 tests/test_export_iceberg.py                  |  174 +-
 tests/test_export_jsonschema.py               |   10 +-
 tests/test_export_markdown.py                 |    8 +-
 tests/test_export_mermaid.py                  |    6 +-
 tests/test_export_odcs_v3.py                  |  133 +-
 tests/test_export_protobuf.py                 |   57 +-
 tests/test_export_pydantic.py                 |   80 +-
 tests/test_export_rdf.py                      |  266 +-
 tests/test_export_sodacl.py                   |   65 +-
 tests/test_export_spark.py                    |    8 +-
 tests/test_export_sql_query.py                |    2 +-
 tests/test_export_sqlalchemy.py               |   63 +-
 tests/test_export_terraform.py                |   33 -
 tests/test_import_avro.py                     |  607 +-
 tests/test_import_bigquery.py                 |   16 +-
 tests/test_import_csv.py                      |  109 +-
 tests/test_import_dbt.py                      |  380 +-
 tests/test_import_glue.py                     |    6 -
 tests/test_import_iceberg.py                  |  193 +-
 tests/test_import_json.py                     |   86 -
 tests/test_import_jsonschema.py               |    3 -
 tests/test_import_odcs_v3.py                  |  127 +-
 tests/test_import_parquet.py                  |   96 +-
 tests/test_import_protobuf.py                 |  180 +-
 tests/test_import_sql_oracle.py               |  336 +-
 tests/test_import_sql_postgres.py             |  184 +-
 tests/test_import_sql_sqlserver.py            |  242 +-
 tests/test_import_unity_file.py               |   42 +-
 tests/test_lint.py                            |   24 +-
 tests/test_resolve.py                         |   47 +-
 tests/test_roundtrip_jsonschema.py            |   15 +-
 tests/test_spec_fields_field.py               |   17 -
 tests/test_spec_ref.py                        |   15 -
 tests/test_test_api.py                        |    5 +-
 tests/test_test_kafka.py                      |   51 +-
 tests/test_test_postgres.py                   |   34 +-
 tests/test_test_sqlserver.py                  |    1 +
 update_help.py                                |    3 -
 206 files changed, 19237 insertions(+), 23248 deletions(-)
 delete mode 100644 datacontract/breaking/breaking.py
 delete mode 100644 datacontract/breaking/breaking_change.py
 delete mode 100644 datacontract/breaking/breaking_rules.py
 delete mode 100644 datacontract/export/avro_converter.py
 create mode 100644 datacontract/export/avro_exporter.py
 rename datacontract/export/{avro_idl_converter.py => avro_idl_exporter.py} (52%)
 delete mode 100644 datacontract/export/bigquery_converter.py
 create mode 100644 datacontract/export/bigquery_exporter.py
 rename datacontract/export/{custom_converter.py => custom_exporter.py} (77%)
 delete mode 100644 datacontract/export/data_caterer_converter.py
 create mode 100644 datacontract/export/data_caterer_exporter.py
 delete mode 100644 datacontract/export/dbml_converter.py
 create mode 100644 datacontract/export/dbml_exporter.py
 delete mode 100644 datacontract/export/dbt_converter.py
 create mode 100644 datacontract/export/dbt_exporter.py
 delete mode 100644 datacontract/export/dqx_converter.py
 create mode 100644 datacontract/export/dqx_exporter.py
 delete mode 100644 datacontract/export/go_converter.py
 create mode 100644 datacontract/export/go_exporter.py
 rename datacontract/export/{great_expectations_converter.py => great_expectations_exporter.py} (60%)
 delete mode 100644 datacontract/export/iceberg_converter.py
 create mode 100644 datacontract/export/iceberg_exporter.py
 delete mode 100644 datacontract/export/jsonschema_converter.py
 create mode 100644 datacontract/export/jsonschema_exporter.py
 rename datacontract/export/{markdown_converter.py => markdown_exporter.py} (56%)
 create mode 100644 datacontract/export/odcs_export_helper.py
 rename datacontract/export/{protobuf_converter.py => protobuf_exporter.py} (50%)
 delete mode 100644 datacontract/export/pydantic_converter.py
 create mode 100644 datacontract/export/pydantic_exporter.py
 delete mode 100644 datacontract/export/rdf_converter.py
 create mode 100644 datacontract/export/rdf_exporter.py
 rename datacontract/export/{sodacl_converter.py => sodacl_exporter.py} (63%)
 delete mode 100644 datacontract/export/spark_converter.py
 create mode 100644 datacontract/export/spark_exporter.py
 delete mode 100644 datacontract/export/sql_converter.py
 create mode 100644 datacontract/export/sql_exporter.py
 delete mode 100644 datacontract/export/sqlalchemy_converter.py
 create mode 100644 datacontract/export/sqlalchemy_exporter.py
 delete mode 100644 datacontract/export/terraform_converter.py
 create mode 100644 datacontract/imports/dcs_importer.py
 create mode 100644 datacontract/imports/odcs_helper.py
 delete mode 100644 datacontract/imports/odcs_v3_importer.py
 delete mode 100644 datacontract/model/data_contract_specification/__init__.py
 create mode 100644 datacontractcli.drawio
 create mode 100644 tests/fixtures/bigquery/export/datacontract.odcs.yaml
 create mode 100644 tests/fixtures/catalog/datacontract-2.odcs.yaml
 delete mode 100644 tests/fixtures/catalog/datacontract-2.yaml
 delete mode 100644 tests/fixtures/databricks-unity/import/datacontract_complex_types.yaml
 delete mode 100644 tests/fixtures/databricks-unity/import/unity_table_schema_complex_types.json
 create mode 100644 tests/fixtures/dbml/datacontract.odcs.yaml
 create mode 100644 tests/fixtures/dbt/export/datacontract.odcs.yaml
 create mode 100644 tests/fixtures/dbt/import/expected/manifest_empty_columns_filtered.odcs.yaml
 create mode 100644 tests/fixtures/dbt/import/expected/manifest_jaffle_bigquery.odcs.yaml
 create mode 100644 tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb.odcs.yaml
 create mode 100644 tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb_filtered.odcs.yaml
 create mode 100644 tests/fixtures/dqx/datacontract.odcs.yaml
 delete mode 100644 tests/fixtures/dqx/datacontract.yaml
 create mode 100644 tests/fixtures/dqx/datacontract_missing_quality.odcs.yaml
 delete mode 100644 tests/fixtures/dqx/datacontract_missing_quality.yaml
 create mode 100644 tests/fixtures/export/datacontract.odcs.yaml
 delete mode 100644 tests/fixtures/export/datacontract_no_model_type.yaml
 create mode 100644 tests/fixtures/great-expectations/odcs.yaml
 delete mode 100644 tests/fixtures/odcs_v3/adventureworks.datacontract.yml
 delete mode 100644 tests/fixtures/odcs_v3/full-example.datacontract.yml
 create mode 100644 tests/fixtures/postgres/odcs_case_sensitive.odcs.yaml
 create mode 100644 tests/fixtures/postgres/servicelevels.odcs.yaml
 create mode 100644 tests/fixtures/protobuf/expected/nested_imports.odcs.yaml
 create mode 100644 tests/fixtures/protobuf/expected/nested_imports_subdirs.odcs.yaml
 create mode 100644 tests/fixtures/protobuf/expected/sample_data.odcs.yaml
 create mode 100644 tests/fixtures/sodacl/datacontract.odcs.yaml
 create mode 100644 tests/fixtures/spark/export/datacontract.odcs.yaml
 delete mode 100644 tests/fixtures/spec/datacontract_aliases.yaml
 delete mode 100644 tests/fixtures/spec/datacontract_fields_field.yaml
 delete mode 100644 tests/test_breaking.py
 delete mode 100644 tests/test_changelog.py
 delete mode 100644 tests/test_export_terraform.py
 delete mode 100644 tests/test_spec_fields_field.py
 delete mode 100644 tests/test_spec_ref.py

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 5bcc332e5..6287fc9e5 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -67,7 +67,7 @@ jobs:
       - name: Test datacontract test
         run: cd tests && datacontract test fixtures/local-delta/datacontract.yaml
       - name: Test datacontract export
-        run: datacontract export --format odcs tests/fixtures/export/datacontract.yaml
+        run: datacontract export --format sql tests/fixtures/export/datacontract.odcs.yaml
 
   docker:
     runs-on: ubuntu-latest
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7d2b205b8..0503be0d4 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,7 +5,48 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
-## Unreleased
+## [0.11.1] - 2025-12-14
+
+This is a major release with breaking changes:
+We switched the internal data model from [Data Contract Specification](https://datacontract-specification.com) to [Open Data Contract Standard](https://datacontract.com/#odcs) (ODCS).
+
+Not all features that were available are supported in this version, as some features are not supported by the Open Data Contract Standard, such as:
+
+- Internal definitions using `$ref` (you can refer to external definitions via `authoritativeDefinition`)
+- Lineage (no real workaround, use customProperties or transformation object if needed)
+- Support for different physical types (no real workaround, use customProperties if needed)
+- Support for enums (use quality metric `invalidValues`)
+- Support for properties with type map and defining `keys` and `values` (use logical type map)
+- Support for `scale` and `precision` (define them in `physicalType`)
+
+The reason for this change is that the Data Contract Specification is deprecated, we focus on best possible support for the Open Data Contract Standard.
+We try to make this transition as seamless as possible. 
+If you face issues, please open an issue on GitHub.
+
+We continue support reading [Data Contract Specification](https://datacontract-specification.com) data contracts during v0.11.x releases until end of 2026.
+To migrate existing data contracts to Open Data Contract Standard use this instruction: https://datacontract-specification.com/#migration
+
+### Changed
+
+- ODCS v3.1.0 is now the default format for all imports.
+- Renamed `--model` option to `--schema-name` in the `export` command to align with ODCS terminology.
+- Renamed exporter files from `*_converter.py` to `*_exporter.py` for consistency (internal change).
+
+### Added
+
+- If an ODCS slaProperty "freshness" is defined with a reference to the element (column), the CLI will now test freshness of the data.
+- If an ODCS slaProperty "retention" is defined with a reference to the element (column), the CLI will now test retention of the data.
+- Support for custom Soda quality checks in ODCS using `type: custom` and `engine: soda` with raw SodaCL implementation.
+
+### Fixed
+
+- Oracle: Fix `service_name` attribute access to use ODCS field name `serviceName`
+
+### Removed
+
+- The `breaking`, `changelog`, and `diff` commands are now deleted (#925).
+- The `terraform` export format has been removed.
+
 
 
 ## [0.10.41] - 2025-12-02
diff --git a/README.md b/README.md
index df5b865a0..dbdcffdb3 100644
--- a/README.md
+++ b/README.md
@@ -8,8 +8,10 @@
   Slack Status
 

 
-The `datacontract` CLI is a popular and [recognized](https://www.thoughtworks.com/en-de/radar/tools/summary/data-contract-cli) open-source command-line tool for working with data contracts.
-It uses data contract YAML files as [Data Contract Specification](https://datacontract.com/) or [ODCS](https://bitol-io.github.io/open-data-contract-standard/latest/) to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library.
+The `datacontract` CLI is an open-source command-line tool for working with [data contracts](https://datacontract.com).
+It natively supports the [Open Data Contract Standard](https://bitol-io.github.io/open-data-contract-standard/latest/) to lint data contracts, connect to data sources and execute schema and quality tests, and export to different formats. 
+The tool is written in Python. 
+It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library.
 
 ![Main features of the Data Contract CLI](datacontractcli.png)
 
@@ -17,11 +19,12 @@ It uses data contract YAML files as [Data Contract Specification](https://dataco
 ## Getting started
 
 Let's look at this data contract:
-[https://datacontract.com/examples/orders-latest/datacontract.yaml](https://datacontract.com/examples/orders-latest/datacontract.yaml)
+[https://datacontract.com/orders-v1.odcs.yaml](https://datacontract.com/orders-v1.odcs.yaml)
 
-We have a _servers_ section with endpoint details to the S3 bucket, _models_ for the structure of the data, _servicelevels_ and _quality_ attributes that describe the expected freshness and number of rows.
+We have a _servers_ section with endpoint details to a Postgres database, _schema_ for the structure and semantics of the data, _slaAttributes_ and _quality_ attributes that describe the expected freshness and number of rows.
 
-This data contract contains all information to connect to S3 and check that the actual data meets the defined schema and quality requirements. We can use this information to test if the actual data product in S3 is compliant to the data contract.
+This data contract contains all information to connect to the database and check that the actual data meets the defined schema specification and quality expectations.
+We can use this information to test if the actual data product is compliant to the data contract.
 
 Let's use [uv](https://docs.astral.sh/uv/) to install the CLI (or use the [Docker image](#docker)),
 ```bash
@@ -29,112 +32,112 @@ $ uv tool install --python python3.11 --upgrade 'datacontract-cli[all]'
 ```
 
 
-now, let's run the tests:
+Now, let's run the tests:
 
 ```bash
-$ datacontract test https://datacontract.com/examples/orders-latest/datacontract.yaml
+$ export DATACONTRACT_POSTGRES_USERNAME=datacontract_cli.egzhawjonpfweuutedfy
+$ export DATACONTRACT_POSTGRES_PASSWORD=jio10JuQfDfl9JCCPdaCCpuZ1YO
+$ datacontract test https://datacontract.com/orders-v1.odcs.yaml
 
 # returns:
-Testing https://datacontract.com/examples/orders-latest/datacontract.yaml
-╭────────┬─────────────────────────────────────────────────────────────────────┬───────────────────────────────┬─────────╮
-│ Result │ Check                                                               │ Field                         │ Details │
-├────────┼─────────────────────────────────────────────────────────────────────┼───────────────────────────────┼─────────┤
-│ passed │ Check that JSON has valid schema                                    │ orders                        │         │
-│ passed │ Check that JSON has valid schema                                    │ line_items                    │         │
-│ passed │ Check that field order_id is present                                │ orders                        │         │
-│ passed │ Check that field order_timestamp is present                         │ orders                        │         │
-│ passed │ Check that field order_total is present                             │ orders                        │         │
-│ passed │ Check that field customer_id is present                             │ orders                        │         │
-│ passed │ Check that field customer_email_address is present                  │ orders                        │         │
-│ passed │ row_count >= 5000                                                   │ orders                        │         │
-│ passed │ Check that required field order_id has no null values               │ orders.order_id               │         │
-│ passed │ Check that unique field order_id has no duplicate values            │ orders.order_id               │         │
-│ passed │ duplicate_count(order_id) = 0                                       │ orders.order_id               │         │
-│ passed │ Check that required field order_timestamp has no null values        │ orders.order_timestamp        │         │
-│ passed │ freshness(order_timestamp) < 24h                                    │ orders.order_timestamp        │         │
-│ passed │ Check that required field order_total has no null values            │ orders.order_total            │         │
-│ passed │ Check that required field customer_email_address has no null values │ orders.customer_email_address │         │
-│ passed │ Check that field lines_item_id is present                           │ line_items                    │         │
-│ passed │ Check that field order_id is present                                │ line_items                    │         │
-│ passed │ Check that field sku is present                                     │ line_items                    │         │
-│ passed │ values in (order_id) must exist in orders (order_id)                │ line_items.order_id           │         │
-│ passed │ row_count >= 5000                                                   │ line_items                    │         │
-│ passed │ Check that required field lines_item_id has no null values          │ line_items.lines_item_id      │         │
-│ passed │ Check that unique field lines_item_id has no duplicate values       │ line_items.lines_item_id      │         │
-╰────────┴─────────────────────────────────────────────────────────────────────┴───────────────────────────────┴─────────╯
-🟢 data contract is valid. Run 22 checks. Took 6.739514 seconds.
-```
-
-Voilà, the CLI tested that the _datacontract.yaml_ itself is valid, all records comply with the schema, and all quality attributes are met.
-
-We can also use the datacontract.yaml to export in many [formats](#format), e.g., to generate a SQL DDL:
+Testing https://datacontract.com/orders-v1.odcs.yaml
+Server: production (type=postgres, host=aws-1-eu-central-2.pooler.supabase.com, port=6543, database=postgres, schema=dp_orders_v1)
+╭────────┬──────────────────────────────────────────────────────────┬─────────────────────────┬─────────╮
+│ Result │ Check                                                    │ Field                   │ Details │
+├────────┼──────────────────────────────────────────────────────────┼─────────────────────────┼─────────┤
+│ passed │ Check that field 'line_item_id' is present               │ line_items.line_item_id │         │
+│ passed │ Check that field line_item_id has type UUID              │ line_items.line_item_id │         │
+│ passed │ Check that field line_item_id has no missing values      │ line_items.line_item_id │         │
+│ passed │ Check that field 'order_id' is present                   │ line_items.order_id     │         │
+│ passed │ Check that field order_id has type UUID                  │ line_items.order_id     │         │
+│ passed │ Check that field 'price' is present                      │ line_items.price        │         │
+│ passed │ Check that field price has type INTEGER                  │ line_items.price        │         │
+│ passed │ Check that field price has no missing values             │ line_items.price        │         │
+│ passed │ Check that field 'sku' is present                        │ line_items.sku          │         │
+│ passed │ Check that field sku has type TEXT                       │ line_items.sku          │         │
+│ passed │ Check that field sku has no missing values               │ line_items.sku          │         │
+│ passed │ Check that field 'customer_id' is present                │ orders.customer_id      │         │
+│ passed │ Check that field customer_id has type TEXT               │ orders.customer_id      │         │
+│ passed │ Check that field customer_id has no missing values       │ orders.customer_id      │         │
+│ passed │ Check that field 'order_id' is present                   │ orders.order_id         │         │
+│ passed │ Check that field order_id has type UUID                  │ orders.order_id         │         │
+│ passed │ Check that field order_id has no missing values          │ orders.order_id         │         │
+│ passed │ Check that unique field order_id has no duplicate values │ orders.order_id         │         │
+│ passed │ Check that field 'order_status' is present               │ orders.order_status     │         │
+│ passed │ Check that field order_status has type TEXT              │ orders.order_status     │         │
+│ passed │ Check that field 'order_timestamp' is present            │ orders.order_timestamp  │         │
+│ passed │ Check that field order_timestamp has type TIMESTAMPTZ    │ orders.order_timestamp  │         │
+│ passed │ Check that field 'order_total' is present                │ orders.order_total      │         │
+│ passed │ Check that field order_total has type INTEGER            │ orders.order_total      │         │
+│ passed │ Check that field order_total has no missing values       │ orders.order_total      │         │
+╰────────┴──────────────────────────────────────────────────────────┴─────────────────────────┴─────────╯
+🟢 data contract is valid. Run 25 checks. Took 3.938887 seconds.
+```
+
+Voilà, the CLI tested that the YAML itself is valid, all records comply with the schema, and all quality attributes are met.
+
+We can also use the data contract metadata to export in many [formats](#format), e.g., to generate a SQL DDL:
 
 ```bash
-$ datacontract export --format sql https://datacontract.com/examples/orders-latest/datacontract.yaml
+$ datacontract export --format sql https://datacontract.com/orders-v1.odcs.yaml
 
 # returns:
--- Data Contract: urn:datacontract:checkout:orders-latest
--- SQL Dialect: snowflake
+-- Data Contract: orders
+-- SQL Dialect: postgres
 CREATE TABLE orders (
-  order_id TEXT not null primary key,
-  order_timestamp TIMESTAMP_TZ not null,
-  order_total NUMBER not null,
-  customer_id TEXT,
-  customer_email_address TEXT not null,
-  processed_timestamp TIMESTAMP_TZ not null
+  order_id None not null primary key,
+  customer_id text not null,
+  order_total integer not null,
+  order_timestamp None,
+  order_status text
 );
 CREATE TABLE line_items (
-  lines_item_id TEXT not null primary key,
-  order_id TEXT,
-  sku TEXT
+  line_item_id None not null primary key,
+  sku text not null,
+  price integer not null,
+  order_id None
 );
 ```
 
 Or generate an HTML export:
 
 ```bash
-$ datacontract export --format html https://datacontract.com/examples/orders-latest/datacontract.yaml > datacontract.html
+$ datacontract export --format html --output orders-v1.odcs.html https://datacontract.com/orders-v1.odcs.yaml
 ```
 
-which will create this [HTML export](https://datacontract.com/examples/orders-latest/datacontract.html).
+[//]: # (which will create this [HTML export](https://datacontract.com/examples/orders-latest/datacontract.html).)
 
 
 ## Usage
 
 ```bash
-# create a new data contract from example and write it to datacontract.yaml
-$ datacontract init datacontract.yaml
+# create a new data contract from example and write it to odcs.yaml
+$ datacontract init odcs.yaml
 
-# lint the datacontract.yaml
-$ datacontract lint datacontract.yaml
+# lint the odcs.yaml
+$ datacontract lint odcs.yaml
 
 # execute schema and quality checks (define credentials as environment variables)
-$ datacontract test datacontract.yaml
+$ datacontract test odcs.yaml
 
 # export data contract as html (other formats: avro, dbt, dbt-sources, dbt-staging-sql, jsonschema, odcs, rdf, sql, sodacl, terraform, ...)
-$ datacontract export --format html datacontract.yaml --output datacontract.html
-
-# export data contract to ODCS
-$ datacontract export --format odcs datacontract.yaml --output odcs.yaml
-
-# import ODCS to data contract
-$ datacontract import --format odcs odcs.yaml --output datacontract.yaml
+$ datacontract export --format html datacontract.yaml --output odcs.html
 
 # import sql (other formats: avro, glue, bigquery, jsonschema, excel ...)
-$ datacontract import --format sql --source my-ddl.sql --dialect postgres --output datacontract.yaml
+$ datacontract import --format sql --source my-ddl.sql --dialect postgres --output odcs.yaml
 
 # import from Excel template
-$ datacontract import --format excel --source odcs.xlsx --output datacontract.yaml
+$ datacontract import --format excel --source odcs.xlsx --output odcs.yaml
 
 # export to Excel template  
-$ datacontract export --format excel --output odcs.xlsx datacontract.yaml
+$ datacontract export --format excel --output odcs.xlsx odcs.yaml
 ```
 
 ## Programmatic (Python)
 ```python
 from datacontract.data_contract import DataContract
 
-data_contract = DataContract(data_contract_file="datacontract.yaml")
+data_contract = DataContract(data_contract_file="odcs.yaml")
 run = data_contract.test()
 if not run.has_passed():
     print("Data quality validation failed.")
@@ -154,6 +157,14 @@ Choose the most appropriate installation method for your needs:
 
 ### uv
 
+The preferred way to install is [uv](https://docs.astral.sh/uv/):
+
+```
+uv tool install --python python3.11 --upgrade 'datacontract-cli[all]'
+```
+
+### uvx
+
 If you have [uv](https://docs.astral.sh/uv/) installed, you can run datacontract-cli directly without installing:
 
 ```
@@ -161,7 +172,7 @@ uv run --with 'datacontract-cli[all]' datacontract --version
 ```
 
 ### pip
-Python 3.10, 3.11, and 3.12 are supported. We recommend to use Python 3.11.
+Python 3.10, 3.11, and 3.12 are supported. We recommend using Python 3.11.
 
 ```bash
 python3 -m pip install 'datacontract-cli[all]'
@@ -214,7 +225,7 @@ The CLI tool defines several optional dependencies (also known as extras) that c
 With _all_, all server dependencies are included.
 
 ```bash
-pip install datacontract-cli[all]
+uv tool install --python python3.11 --upgrade 'datacontract-cli[all]'
 ```
 
 A list of available extras:
@@ -249,9 +260,6 @@ Commands
 - [test](#test)
 - [export](#export)
 - [import](#import)
-- [breaking](#breaking) (deprecated)
-- [changelog](#changelog) (deprecated)
-- [diff](#diff) (deprecated)
 - [catalog](#catalog)
 - [publish](#publish)
 - [api](#api)
@@ -291,8 +299,7 @@ Commands
 │                             [default: datacontract.yaml]                                         │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --schema                         TEXT     The location (url or path) of the Data Contract        │
-│                                           Specification JSON Schema                              │
+│ --schema                         TEXT     The location (url or path) of the ODCS JSON Schema     │
 │                                           [default: None]                                        │
 │ --output                         PATH     Specify the file path where the test results should be │
 │                                           written to (e.g.,                                      │
@@ -321,8 +328,7 @@ Commands
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
 │ --schema                                               TEXT     The location (url or path) of    │
-│                                                                 the Data Contract Specification  │
-│                                                                 JSON Schema                      │
+│                                                                 the ODCS JSON Schema             │
 │                                                                 [default: None]                  │
 │ --server                                               TEXT     The server configuration to run  │
 │                                                                 the schema and quality tests.    │
@@ -465,7 +471,7 @@ servers:
     regionName: eu-central-1
     stagingDir: s3://my-bucket/athena-results/
 models:
-  my_table: # corresponds to a table of view name
+  my_table: # corresponds to a table or view name
     type: table
     fields:
       my_column_1: # corresponds to a column
@@ -710,7 +716,7 @@ models:
 
 ##### Installing on Databricks Compute
 
-**Important:** When using Databricks LTS ML runtimes (15.4, 16.4), installing via `%pip install` in notebooks can issues.
+**Important:** When using Databricks LTS ML runtimes (15.4, 16.4), installing via `%pip install` in notebooks can cause issues.
 
 **Recommended approach:** Use Databricks' native library management instead:
 
@@ -988,42 +994,42 @@ models:
 │                             [default: datacontract.yaml]                                         │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ *  --format                    [jsonschema|pydantic-model|soda  The export format.               │
-│                                cl|dbt|dbt-sources|dbt-staging-  [default: None]                  │
-│                                sql|odcs|rdf|avro|protobuf|grea  [required]                       │
-│                                t-expectations|terraform|avro-i                                   │
-│                                dl|sql|sql-query|mermaid|html|g                                   │
-│                                o|bigquery|dbml|spark|sqlalchem                                   │
-│                                y|data-caterer|dcs|markdown|ice                                   │
-│                                berg|custom|excel|dqx]                                            │
-│    --output                    PATH                             Specify the file path where the  │
-│                                                                 exported data will be saved. If  │
-│                                                                 no path is provided, the output  │
-│                                                                 will be printed to stdout.       │
-│                                                                 [default: None]                  │
-│    --server                    TEXT                             The server name to export.       │
-│                                                                 [default: None]                  │
-│    --model                     TEXT                             Use the key of the model in the  │
-│                                                                 data contract yaml file to refer │
-│                                                                 to a model, e.g., `orders`, or   │
-│                                                                 `all` for all models (default).  │
-│                                                                 [default: all]                   │
-│    --schema                    TEXT                             The location (url or path) of    │
-│                                                                 the Data Contract Specification  │
-│                                                                 JSON Schema                      │
-│                                                                 [default: None]                  │
-│    --engine                    TEXT                             [engine] The engine used for     │
-│                                                                 great expection run.             │
-│                                                                 [default: None]                  │
-│    --template                  PATH                             The file path or URL of a        │
-│                                                                 template. For Excel format:      │
-│                                                                 path/URL to custom Excel         │
-│                                                                 template. For custom format:     │
-│                                                                 path to Jinja template.          │
-│                                                                 [default: None]                  │
-│    --debug       --no-debug                                     Enable debug logging             │
-│                                                                 [default: no-debug]              │
-│    --help                                                       Show this message and exit.      │
+│ *  --format                       [jsonschema|pydantic-model|sod  The export format.             │
+│                                   acl|dbt|dbt-sources|dbt-stagin  [default: None]                │
+│                                   g-sql|odcs|rdf|avro|protobuf|g  [required]                     │
+│                                   reat-expectations|avro-idl|sql                                 │
+│                                   |sql-query|mermaid|html|go|big                                 │
+│                                   query|dbml|spark|sqlalchemy|da                                 │
+│                                   ta-caterer|dcs|markdown|iceber                                 │
+│                                   g|custom|excel|dqx]                                            │
+│    --output                       PATH                            Specify the file path where    │
+│                                                                   the exported data will be      │
+│                                                                   saved. If no path is provided, │
+│                                                                   the output will be printed to  │
+│                                                                   stdout.                        │
+│                                                                   [default: None]                │
+│    --server                       TEXT                            The server name to export.     │
+│                                                                   [default: None]                │
+│    --schema-name                  TEXT                            The name of the schema to      │
+│                                                                   export, e.g., `orders`, or     │
+│                                                                   `all` for all schemas          │
+│                                                                   (default).                     │
+│                                                                   [default: all]                 │
+│    --schema                       TEXT                            The location (url or path) of  │
+│                                                                   the ODCS JSON Schema           │
+│                                                                   [default: None]                │
+│    --engine                       TEXT                            [engine] The engine used for   │
+│                                                                   great expection run.           │
+│                                                                   [default: None]                │
+│    --template                     PATH                            The file path or URL of a      │
+│                                                                   template. For Excel format:    │
+│                                                                   path/URL to custom Excel       │
+│                                                                   template. For custom format:   │
+│                                                                   path to Jinja template.        │
+│                                                                   [default: None]                │
+│    --debug          --no-debug                                    Enable debug logging           │
+│                                                                   [default: no-debug]            │
+│    --help                                                         Show this message and exit.    │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ RDF Options ────────────────────────────────────────────────────────────────────────────────────╮
 │ --rdf-base        TEXT  [rdf] The base URI used to generate the RDF graph. [default: None]       │
@@ -1092,7 +1098,7 @@ spark.conf.set(“spark.databricks.delta.schema.typeCheck.enabled”, “false
 #### Great Expectations
 
 The `export` function transforms a specified data contract into a comprehensive Great Expectations JSON suite.
-If the contract includes multiple models, you need to specify the names of the model you wish to export.
+If the contract includes multiple models, you need to specify the names of the schema/models you wish to export.
 
 ```shell
 datacontract export datacontract.yaml --format great-expectations --model orders
@@ -1150,7 +1156,7 @@ logical data types are exported.
 
 #### DBT & DBT-SOURCES
 
-The export funciton converts the datacontract to dbt models in YAML format, with support for SQL dialects.
+The export function converts the datacontract to dbt models in YAML format, with support for SQL dialects.
 If a server is selected via the `--server` option (based on the `type` of that server) then the DBT column `data_types` match the expected data types of the server.
 If no server is selected, then it defaults to `snowflake`.
 
@@ -1343,7 +1349,7 @@ FROM
   {{ ref('orders') }}
 ```
 
-#### ODCS Excel Templace
+#### ODCS Excel Template
 
 The `export` function converts a data contract into an ODCS (Open Data Contract Standard) Excel template. This creates a user-friendly Excel spreadsheet that can be used for authoring, sharing, and managing data contracts using the familiar Excel interface.
 
@@ -1383,10 +1389,6 @@ For more information about the Excel template structure, visit the [ODCS Excel T
 │    --source                                 TEXT                      The path to the file that  │
 │                                                                       should be imported.        │
 │                                                                       [default: None]            │
-│    --spec                                   [datacontract_specificat  The format of the data     │
-│                                             ion|odcs]                 contract to import.        │
-│                                                                       [default:                  │
-│                                                                       datacontract_specificatio… │
 │    --dialect                                TEXT                      The SQL dialect to use     │
 │                                                                       when importing SQL files,  │
 │                                                                       e.g., postgres, tsql,      │
@@ -1438,12 +1440,10 @@ For more information about the Excel template structure, visit the [ODCS Excel T
 │                                                                       Iceberg schema.            │
 │                                                                       [default: None]            │
 │    --template                               TEXT                      The location (url or path) │
-│                                                                       of the Data Contract       │
-│                                                                       Specification Template     │
+│                                                                       of the ODCS template       │
 │                                                                       [default: None]            │
 │    --schema                                 TEXT                      The location (url or path) │
-│                                                                       of the Data Contract       │
-│                                                                       Specification JSON Schema  │
+│                                                                       of the ODCS JSON Schema    │
 │                                                                       [default: None]            │
 │    --owner                                  TEXT                      The owner or team          │
 │                                                                       responsible for managing   │
@@ -1540,7 +1540,7 @@ export DATACONTRACT_DATABRICKS_SERVER_HOSTNAME="https://xyz.cloud.databricks.com
 export DATACONTRACT_DATABRICKS_TOKEN=
 datacontract import --format unity --unity-table-full-name 
 ```
- Please Refer to  [Databricks documentation](https://docs.databricks.com/aws/en/dev-tools/auth/unified-auth) on how to set up a profile
+ Please refer to [Databricks documentation](https://docs.databricks.com/aws/en/dev-tools/auth/unified-auth) on how to set up a profile
 ```bash
 # Example import single table from Unity Catalog via HTTP endpoint using Profile
 export DATACONTRACT_DATABRICKS_PROFILE="my-profile"
@@ -1564,7 +1564,7 @@ datacontract import --format dbt --source  --dbt-model 
 ```
 
-### Excel
+#### Excel
 
 Importing from [ODCS Excel Template](https://github.com/datacontract/open-data-contract-standard-excel-template).
 
@@ -1681,78 +1681,6 @@ datacontract import --format protobuf --source "test.proto"
 ```
 
 
-### breaking
-
-> **Deprecated:** This command is deprecated and will be removed in a future version.
-
-```
-
- Usage: datacontract breaking [OPTIONS] LOCATION_OLD LOCATION_NEW
-
- Identifies breaking changes between data contracts. Prints to stdout.                              
-                                                                                                    
-╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
-│ *    location_old      TEXT  The location (url or path) of the old data contract yaml.           │
-│                              [default: None]                                                     │
-│                              [required]                                                          │
-│ *    location_new      TEXT  The location (url or path) of the new data contract yaml.           │
-│                              [default: None]                                                     │
-│                              [required]                                                          │
-╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
-╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --help          Show this message and exit.                                                      │
-╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
-
-```
-
-### changelog
-
-> **Deprecated:** This command is deprecated and will be removed in a future version.
-
-```
-
- Usage: datacontract changelog [OPTIONS] LOCATION_OLD LOCATION_NEW
-
- Generate a changelog between data contracts. Prints to stdout.                                     
-                                                                                                    
-╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
-│ *    location_old      TEXT  The location (url or path) of the old data contract yaml.           │
-│                              [default: None]                                                     │
-│                              [required]                                                          │
-│ *    location_new      TEXT  The location (url or path) of the new data contract yaml.           │
-│                              [default: None]                                                     │
-│                              [required]                                                          │
-╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
-╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --help          Show this message and exit.                                                      │
-╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
-
-```
-
-### diff
-
-> **Deprecated:** This command is deprecated and will be removed in a future version.
-
-```
-
- Usage: datacontract diff [OPTIONS] LOCATION_OLD LOCATION_NEW
-
- Generate a diff between data contracts. Prints to stdout.                                                  
-                                                                                                    
-╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
-│ *    location_old      TEXT  The location (url or path) of the old data contract yaml.           │
-│                              [default: None]                                                     │
-│                              [required]                                                          │
-│ *    location_new      TEXT  The location (url or path) of the new data contract yaml.           │
-│                              [default: None]                                                     │
-│                              [required]                                                          │
-╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
-╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --help          Show this message and exit.                                                      │
-╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
-
-```
-
 ### catalog
 ```
                                                                                                     
@@ -1766,8 +1694,7 @@ datacontract import --format protobuf --source "test.proto"
 │                                 catalog. Applies recursively to any subfolders.                  │
 │                                 [default: *.yaml]                                                │
 │ --output                  TEXT  Output directory for the catalog html files. [default: catalog/] │
-│ --schema                  TEXT  The location (url or path) of the Data Contract Specification    │
-│                                 JSON Schema                                                      │
+│ --schema                  TEXT  The location (url or path) of the ODCS JSON Schema               │
 │                                 [default: None]                                                  │
 │ --debug     --no-debug          Enable debug logging [default: no-debug]                         │
 │ --help                          Show this message and exit.                                      │
@@ -1790,7 +1717,7 @@ datacontract catalog --files "*.odcs.yaml"
                                                                                                     
  Usage: datacontract publish [OPTIONS] [LOCATION]                                                   
                                                                                                     
- Publish the data contract to the Data Mesh Manager.                                                
+ Publish the data contract to the Entropy Data.                                                     
                                                                                                     
                                                                                                     
 ╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────╮
@@ -1798,8 +1725,8 @@ datacontract catalog --files "*.odcs.yaml"
 │                             [default: datacontract.yaml]                                         │
 ╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
 ╭─ Options ────────────────────────────────────────────────────────────────────────────────────────╮
-│ --schema                                       TEXT  The location (url or path) of the Data      │
-│                                                      Contract Specification JSON Schema          │
+│ --schema                                       TEXT  The location (url or path) of the ODCS JSON │
+│                                                      Schema                                      │
 │                                                      [default: None]                             │
 │ --ssl-verification    --no-ssl-verification          SSL verification when publishing the data   │
 │                                                      contract.                                   │
@@ -1843,19 +1770,18 @@ datacontract catalog --files "*.odcs.yaml"
 
 | Integration           | Option                       | Description                                                                                                   |
 |-----------------------|------------------------------|---------------------------------------------------------------------------------------------------------------|
-| Data Mesh Manager     | `--publish`                  | Push full results to the [Data Mesh Manager API](https://api.datamesh-manager.com/swagger/index.html)         |
-| Data Contract Manager | `--publish`                  | Push full results to the [Data Contract Manager API](https://api.datacontract-manager.com/swagger/index.html) |
+| Entropy Data          | `--publish`                  | Push full results to the [Entropy Data API](https://api.entropy-data.com/swagger/index.html)                  |
 
-### Integration with Data Mesh Manager
+### Integration with Entropy Data
 
-If you use [Data Mesh Manager](https://datamesh-manager.com/) or [Data Contract Manager](https://datacontract-manager.com/), you can use the data contract URL and append the `--publish` option to send and display the test results. Set an environment variable for your API key.
+If you use [Entropy Data](https://entropy-data.com/), you can use the data contract URL to reference to the contract and append the `--publish` option to send and display the test results. Set an environment variable for your API key.
 
 ```bash
-# Fetch current data contract, execute tests on production, and publish result to data mesh manager
-$ EXPORT DATAMESH_MANAGER_API_KEY=xxx
-$ datacontract test https://demo.datamesh-manager.com/demo279750347121/datacontracts/4df9d6ee-e55d-4088-9598-b635b2fdcbbc/datacontract.yaml \
+# Fetch current data contract, execute tests on production, and publish result to entropy data
+$ EXPORT ENTROPY_DATA_API_KEY=xxx
+$ datacontract test https://demo.entropy-data.com/demo279750347121/datacontracts/4df9d6ee-e55d-4088-9598-b635b2fdcbbc/datacontract.yaml \
  --server production \
- --publish https://api.datamesh-manager.com/api/test-results
+ --publish https://api.entropy-data.com/api/test-results
 ```
 
 ## Best Practices
@@ -1919,36 +1845,6 @@ Create a data contract based on the requirements from use cases.
     $ datacontract test
     ```
 
-### Schema Evolution
-
-> **Note:** The `breaking` and `changelog` commands referenced below are deprecated and will be removed in a future version.
-
-#### Non-breaking Changes
-Examples: adding models or fields
-
-- Add the models or fields in the datacontract.yaml
-- Increment the minor version of the datacontract.yaml on any change. Simply edit the datacontract.yaml for this.
-- You need a policy that these changes are non-breaking. That means that one cannot use the star expression in SQL to query a table under contract. Make the consequences known.
-- Fail the build in the Pull Request if a datacontract.yaml accidentally adds a breaking change even despite only a minor version change
-   ```bash
-  $ datacontract breaking datacontract-from-pr.yaml datacontract-from-main.yaml
-  ```
-- Create a changelog of this minor change.
-   ```bash
-  $ datacontract changelog datacontract-from-pr.yaml datacontract-from-main.yaml
-  ```
-#### Breaking Changes
-Examples: Removing or renaming models and fields.
-
-- Remove or rename models and fields in the datacontract.yaml, and any other change that might be part of this new major version of this data contract.
-- Increment the major version of the datacontract.yaml for this and create a new file for the major version. The reason being, that one needs to offer an upgrade path for the data consumers from the old to the new major version.
-- As data consumers need to migrate, try to reduce the frequency of major versions by making multiple breaking changes together if possible.
-- Be aware of the notice period in the data contract as this is the minimum amount of time you have to offer both the old and the new version for a migration path.
-- Do not fear making breaking changes with data contracts. It's okay to do them in this controlled way. Really!
-- Create a changelog of this major change.
-   ```bash
-  $ datacontract changelog datacontract-from-pr.yaml datacontract-from-main.yaml
-  ```
 
 ## Customizing Exporters and Importers
 
@@ -2115,7 +2011,7 @@ models:
 ## Development Setup
 
 - Install [uv](https://docs.astral.sh/uv/)
-- Python base interpreter should be 3.11.x .
+- Python base interpreter should be 3.11.x.
 - Docker engine must be running to execute the tests.
 
 ```bash
@@ -2131,7 +2027,7 @@ uv run pytest
 
 #### Windows: Some tests fail
 
-Run in wsl. (We need to fix the pathes in the tests so that normal Windows will work, contributions are appreciated)
+Run in wsl. (We need to fix the paths in the tests so that normal Windows will work, contributions are appreciated)
 
 #### PyCharm does not pick up the `.venv` 
 
diff --git a/datacontract/breaking/breaking.py b/datacontract/breaking/breaking.py
deleted file mode 100644
index 4263cf67b..000000000
--- a/datacontract/breaking/breaking.py
+++ /dev/null
@@ -1,546 +0,0 @@
-from datacontract.breaking.breaking_change import BreakingChange, Location, Severity
-from datacontract.breaking.breaking_rules import BreakingRules
-from datacontract.model.data_contract_specification import Contact, DeprecatedQuality, Field, Info, Model, Terms
-
-
-def info_breaking_changes(
-    old_info: Info,
-    new_info: Info,
-    new_path: str,
-    include_severities: [Severity],
-) -> list[BreakingChange]:
-    results = list[BreakingChange]()
-
-    composition = ["info"]
-
-    if old_info and new_info:
-        info_definition_fields = vars(new_info) | new_info.model_extra | old_info.model_extra
-
-        for info_definition_field in info_definition_fields.keys():
-            if info_definition_field == "contact":
-                continue
-
-            old_value = getattr(old_info, info_definition_field, None)
-            new_value = getattr(new_info, info_definition_field, None)
-
-            rule_name = None
-            description = None
-
-            if old_value is None and new_value is not None:
-                rule_name = f"info_{_camel_to_snake(info_definition_field)}_added"
-                description = f"added with value: `{new_value}`"
-
-            elif old_value is not None and new_value is None:
-                rule_name = f"info_{_camel_to_snake(info_definition_field)}_removed"
-                description = "removed info property"
-
-            elif old_value != new_value:
-                rule_name = f"info_{_camel_to_snake(info_definition_field)}_updated"
-                description = f"changed from `{old_value}` to `{new_value}`"
-
-            if rule_name is not None:
-                severity = _get_rule(rule_name)
-                if severity in include_severities:
-                    results.append(
-                        BreakingChange(
-                            description=description,
-                            check_name=rule_name,
-                            severity=severity,
-                            location=Location(path=new_path, composition=composition + [info_definition_field]),
-                        )
-                    )
-
-        results.extend(
-            contact_breaking_changes(
-                old_contact=getattr(old_info, "contact", None),
-                new_contact=getattr(new_info, "contact", None),
-                composition=composition + ["contact"],
-                new_path=new_path,
-                include_severities=include_severities,
-            )
-        )
-
-    return results
-
-
-def contact_breaking_changes(
-    old_contact: Contact,
-    new_contact: Contact,
-    composition: list[str],
-    new_path: str,
-    include_severities: [Severity],
-) -> list[BreakingChange]:
-    results = list[BreakingChange]()
-
-    if not old_contact and new_contact:
-        rule_name = "contact_added"
-        severity = _get_rule(rule_name)
-        description = "added contact"
-
-        if severity in include_severities:
-            results.append(
-                BreakingChange(
-                    description=description,
-                    check_name=rule_name,
-                    severity=severity,
-                    location=Location(path=new_path, composition=composition),
-                )
-            )
-
-    elif old_contact and not new_contact:
-        rule_name = "contact_removed"
-        severity = _get_rule(rule_name)
-        description = "removed contact"
-
-        if severity in include_severities:
-            results.append(
-                BreakingChange(
-                    description=description,
-                    check_name=rule_name,
-                    severity=severity,
-                    location=Location(path=new_path, composition=composition),
-                )
-            )
-
-    elif old_contact and new_contact:
-        contact_definition_fields = vars(new_contact) | new_contact.model_extra | old_contact.model_extra
-
-        for contact_definition_field in contact_definition_fields.keys():
-            old_value = getattr(old_contact, contact_definition_field, None)
-            new_value = getattr(new_contact, contact_definition_field, None)
-
-            rule_name = None
-            description = None
-
-            if old_value is None and new_value is not None:
-                rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_added"
-                description = f"added with value: `{new_value}`"
-
-            elif old_value is not None and new_value is None:
-                rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_removed"
-                description = "removed contact property"
-
-            elif old_value != new_value:
-                rule_name = f"contact_{_camel_to_snake(contact_definition_field)}_updated"
-                description = f"changed from `{old_value}` to `{new_value}`"
-
-            if rule_name is not None:
-                severity = _get_rule(rule_name)
-                if severity in include_severities:
-                    results.append(
-                        BreakingChange(
-                            description=description,
-                            check_name=rule_name,
-                            severity=severity,
-                            location=Location(path=new_path, composition=composition + [contact_definition_field]),
-                        )
-                    )
-
-    return results
-
-
-def terms_breaking_changes(
-    old_terms: Terms,
-    new_terms: Terms,
-    new_path: str,
-    include_severities: [Severity],
-) -> list[BreakingChange]:
-    results = list[BreakingChange]()
-
-    composition = ["terms"]
-
-    if not old_terms and new_terms:
-        rule_name = "terms_added"
-        severity = _get_rule(rule_name)
-        description = "added terms"
-
-        if severity in include_severities:
-            results.append(
-                BreakingChange(
-                    description=description,
-                    check_name=rule_name,
-                    severity=severity,
-                    location=Location(path=new_path, composition=composition),
-                )
-            )
-    elif old_terms and not new_terms:
-        rule_name = "terms_removed"
-        severity = _get_rule(rule_name)
-        description = "removed terms"
-
-        if severity in include_severities:
-            results.append(
-                BreakingChange(
-                    description=description,
-                    check_name=rule_name,
-                    severity=severity,
-                    location=Location(path=new_path, composition=composition),
-                )
-            )
-
-    if old_terms and new_terms:
-        terms_definition_fields = vars(new_terms) | new_terms.model_extra | old_terms.model_extra
-
-        for terms_definition_field in terms_definition_fields.keys():
-            old_value = getattr(old_terms, terms_definition_field, None)
-            new_value = getattr(new_terms, terms_definition_field, None)
-
-            rule_name = None
-            description = None
-
-            if old_value is None and new_value is not None:
-                rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_added"
-                description = f"added with value: `{new_value}`"
-
-            elif old_value is not None and new_value is None:
-                rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_removed"
-                description = "removed info property"
-
-            elif old_value != new_value:
-                rule_name = f"terms_{_camel_to_snake(terms_definition_field)}_updated"
-                description = f"changed from `{old_value}` to `{new_value}`"
-
-            if rule_name is not None:
-                severity = _get_rule(rule_name)
-                if severity in include_severities:
-                    results.append(
-                        BreakingChange(
-                            description=description,
-                            check_name=rule_name,
-                            severity=severity,
-                            location=Location(path=new_path, composition=composition + [terms_definition_field]),
-                        )
-                    )
-
-    return results
-
-
-def quality_breaking_changes(
-    old_quality: DeprecatedQuality,
-    new_quality: DeprecatedQuality,
-    new_path: str,
-    include_severities: [Severity],
-) -> list[BreakingChange]:
-    results = list[BreakingChange]()
-
-    if not old_quality and new_quality:
-        rule_name = "quality_added"
-        severity = _get_rule(rule_name)
-        description = "added quality"
-
-        if severity in include_severities:
-            results.append(
-                BreakingChange(
-                    description=description,
-                    check_name=rule_name,
-                    severity=severity,
-                    location=Location(path=new_path, composition=["quality"]),
-                )
-            )
-    elif old_quality and not new_quality:
-        rule_name = "quality_removed"
-        severity = _get_rule(rule_name)
-        description = "removed quality"
-
-        if severity in include_severities:
-            results.append(
-                BreakingChange(
-                    description=description,
-                    check_name=rule_name,
-                    severity=severity,
-                    location=Location(path=new_path, composition=["quality"]),
-                )
-            )
-
-    elif old_quality and new_quality:
-        if old_quality.type != new_quality.type:
-            rule_name = "quality_type_updated"
-            severity = _get_rule(rule_name)
-            description = f"changed from `{old_quality.type}` to `{new_quality.type}`"
-
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description=description,
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=["quality", "type"]),
-                    )
-                )
-
-        if old_quality.specification != new_quality.specification:
-            rule_name = "quality_specification_updated"
-            severity = _get_rule(rule_name)
-            description = f"changed from `{old_quality.specification}` to `{new_quality.specification}`"
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description=description,
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=["quality", "specification"]),
-                    )
-                )
-
-    return results
-
-
-def models_breaking_changes(
-    old_models: dict[str, Model],
-    new_models: dict[str, Model],
-    new_path: str,
-    include_severities: [Severity],
-) -> list[BreakingChange]:
-    composition = ["models"]
-    results = list[BreakingChange]()
-
-    for model_name, new_model in new_models.items():
-        if model_name not in old_models.keys():
-            rule_name = "model_added"
-            severity = _get_rule(rule_name)
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description="added the model",
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=composition + [model_name]),
-                    )
-                )
-
-    for model_name, old_model in old_models.items():
-        if model_name not in new_models.keys():
-            rule_name = "model_removed"
-            severity = _get_rule(rule_name)
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description="removed the model",
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=composition + [model_name]),
-                    )
-                )
-            continue
-
-        results.extend(
-            model_breaking_changes(
-                old_model=old_model,
-                new_model=new_models[model_name],
-                new_path=new_path,
-                composition=composition + [model_name],
-                include_severities=include_severities,
-            )
-        )
-
-    return results
-
-
-def model_breaking_changes(
-    old_model: Model, new_model: Model, new_path: str, composition: list[str], include_severities: [Severity]
-) -> list[BreakingChange]:
-    results = list[BreakingChange]()
-
-    model_definition_fields = vars(new_model) | new_model.model_extra | old_model.model_extra
-
-    for model_definition_field in model_definition_fields.keys():
-        if model_definition_field == "fields":
-            continue
-
-        old_value = getattr(old_model, model_definition_field, None)
-        new_value = getattr(new_model, model_definition_field, None)
-
-        rule_name = None
-        description = None
-
-        if old_value is None and new_value is not None:
-            rule_name = f"model_{model_definition_field}_added"
-            description = f"added with value: `{new_value}`"
-
-        elif old_value is not None and new_value is None:
-            rule_name = f"model_{model_definition_field}_removed"
-            description = "removed model property"
-
-        elif old_value != new_value:
-            rule_name = f"model_{model_definition_field}_updated"
-            description = f"changed from `{old_value}` to `{new_value}`"
-
-        if rule_name is not None:
-            severity = _get_rule(rule_name)
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description=description,
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=composition + [model_definition_field]),
-                    )
-                )
-
-    results.extend(
-        fields_breaking_changes(
-            old_fields=old_model.fields,
-            new_fields=new_model.fields,
-            new_path=new_path,
-            composition=composition + ["fields"],
-            include_severities=include_severities,
-        )
-    )
-
-    return results
-
-
-def fields_breaking_changes(
-    old_fields: dict[str, Field],
-    new_fields: dict[str, Field],
-    new_path: str,
-    composition: list[str],
-    include_severities: [Severity],
-) -> list[BreakingChange]:
-    results = list[BreakingChange]()
-
-    for field_name, new_field in new_fields.items():
-        if field_name not in old_fields.keys():
-            rule_name = "field_added"
-            severity = _get_rule(rule_name)
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description="added the field",
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=composition + [field_name]),
-                    )
-                )
-
-    for field_name, old_field in old_fields.items():
-        if field_name not in new_fields.keys():
-            rule_name = "field_removed"
-            severity = _get_rule(rule_name)
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description="removed the field",
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=composition + [field_name]),
-                    )
-                )
-            continue
-
-        results.extend(
-            field_breaking_changes(
-                old_field=old_field,
-                new_field=new_fields[field_name],
-                composition=composition + [field_name],
-                new_path=new_path,
-                include_severities=include_severities,
-            )
-        )
-    return results
-
-
-def field_breaking_changes(
-    old_field: Field,
-    new_field: Field,
-    composition: list[str],
-    new_path: str,
-    include_severities: [Severity],
-) -> list[BreakingChange]:
-    results = list[BreakingChange]()
-
-    field_definition_fields = vars(new_field) | new_field.model_extra | old_field.model_extra
-    for field_definition_field in field_definition_fields.keys():
-        if field_definition_field == "ref_obj":
-            continue
-
-        old_value = getattr(old_field, field_definition_field, None)
-        new_value = getattr(new_field, field_definition_field, None)
-
-        if field_definition_field == "fields":
-            results.extend(
-                fields_breaking_changes(
-                    old_fields=old_field.fields,
-                    new_fields=new_field.fields,
-                    new_path=new_path,
-                    composition=composition + [field_definition_field],
-                    include_severities=include_severities,
-                )
-            )
-            continue
-
-        if field_definition_field == "items" and old_field.type == "array" and new_field.type == "array":
-            results.extend(
-                field_breaking_changes(
-                    old_field=old_value,
-                    new_field=new_value,
-                    composition=composition + ["items"],
-                    new_path=new_path,
-                    include_severities=include_severities,
-                )
-            )
-            continue
-
-        rule_name = None
-        description = None
-
-        # logic for enum, tags and other arrays
-        if isinstance(old_value, list) and isinstance(new_value, list):
-            if not old_value and new_value:
-                rule_name = f"field_{_camel_to_snake(field_definition_field)}_added"
-                description = f"added with value: `{new_value}`"
-            elif old_value and not new_value:
-                rule_name = f"field_{_camel_to_snake(field_definition_field)}_removed"
-                description = "removed field property"
-            elif sorted(old_value) != sorted(new_value):
-                rule_name = f"field_{_camel_to_snake(field_definition_field)}_updated"
-                description = f"changed from `{old_value}` to `{new_value}`"
-
-        # logic for normal fields
-        elif old_value is None and new_value is not None:
-            rule_name = f"field_{_camel_to_snake(field_definition_field)}_added"
-            description = f"added with value: `{str(new_value).lower() if isinstance(new_value, bool) else new_value}`"
-
-        elif old_value is not None and new_value is None:
-            rule_name = f"field_{_camel_to_snake(field_definition_field)}_removed"
-            description = "removed field property"
-
-        elif old_value != new_value:
-            rule_name = f"field_{_camel_to_snake(field_definition_field)}_updated"
-            description = (
-                f"changed from `{str(old_value).lower() if isinstance(old_value, bool) else old_value}` "
-                f"to `{str(new_value).lower() if isinstance(new_value, bool) else new_value}`"
-            )
-
-        if rule_name is not None:
-            severity = _get_rule(rule_name)
-            field_schema_name = "$ref" if field_definition_field == "ref" else field_definition_field
-            if severity in include_severities:
-                results.append(
-                    BreakingChange(
-                        description=description,
-                        check_name=rule_name,
-                        severity=severity,
-                        location=Location(path=new_path, composition=composition + [field_schema_name]),
-                    )
-                )
-
-    return results
-
-
-def _get_rule(rule_name) -> Severity:
-    try:
-        return getattr(BreakingRules, rule_name)
-    except AttributeError:
-        try:
-            first, *_, last = rule_name.split("_")
-            short_rule = "__".join([first, last])
-            return getattr(BreakingRules, short_rule)
-        except AttributeError:
-            print(f"WARNING: Breaking Rule not found for {rule_name}!")
-            return Severity.ERROR
-
-
-def _camel_to_snake(s):
-    s = s.replace("-", "_")
-    return "".join(["_" + c.lower() if c.isupper() else c for c in s]).lstrip("_")
diff --git a/datacontract/breaking/breaking_change.py b/datacontract/breaking/breaking_change.py
deleted file mode 100644
index a9f76d9b8..000000000
--- a/datacontract/breaking/breaking_change.py
+++ /dev/null
@@ -1,73 +0,0 @@
-from enum import Enum
-from typing import List
-
-from pydantic import BaseModel
-
-
-class Severity(Enum):
-    ERROR = "error"
-    WARNING = "warning"
-    INFO = "info"
-
-    def __str__(self) -> str:
-        return self.value
-
-
-class Location(BaseModel):
-    path: str
-    composition: List[str]
-
-
-class BreakingChange(BaseModel):
-    description: str
-    severity: Severity
-    check_name: str
-    location: Location
-
-    def __str__(self) -> str:
-        return f"""{self.severity}\t\[{self.check_name}] at {self.location.path}
-        in {str.join(".", self.location.composition)}
-            {self.description}"""
-
-
-class BreakingChanges(BaseModel):
-    breaking_changes: List[BreakingChange]
-
-    def passed_checks(self) -> bool:
-        errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes)))
-        return errors == 0
-
-    def breaking_str(self) -> str:
-        changes_amount = len(self.breaking_changes)
-        errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes)))
-        warnings = len(list(filter(lambda x: x.severity == Severity.WARNING, self.breaking_changes)))
-
-        headline = f"{changes_amount} breaking changes: {errors} error, {warnings} warning\n"
-        content = str.join("\n\n", map(lambda x: str(x), self.breaking_changes))
-
-        return headline + content
-
-    def changelog_str(self) -> str:
-        changes_amount = len(self.breaking_changes)
-        errors = len(list(filter(lambda x: x.severity == Severity.ERROR, self.breaking_changes)))
-        warnings = len(list(filter(lambda x: x.severity == Severity.WARNING, self.breaking_changes)))
-        infos = len(list(filter(lambda x: x.severity == Severity.INFO, self.breaking_changes)))
-
-        headline = f"{changes_amount} changes: {errors} error, {warnings} warning, {infos} info\n"
-        content = str.join("\n\n", map(lambda x: str(x), self.breaking_changes))
-
-        return headline + content
-
-
-#
-# [
-#     {
-#         "description": "removed the field updated_at",
-#         "check_name": "field-removed",
-#         "severity": "error",
-#         "location": {
-#             "path": "./examples/breaking/datacontract-v2.yaml",
-#             "model": "my_table",
-#         }
-#     }
-# ]
diff --git a/datacontract/breaking/breaking_rules.py b/datacontract/breaking/breaking_rules.py
deleted file mode 100644
index 51b0b937c..000000000
--- a/datacontract/breaking/breaking_rules.py
+++ /dev/null
@@ -1,130 +0,0 @@
-from datacontract.breaking.breaking_change import Severity
-
-
-class BreakingRules:
-    # model rules
-    model_added = Severity.INFO
-    model_removed = Severity.ERROR
-
-    model_description_added = Severity.INFO
-    model_description_removed = Severity.INFO
-    model_description_updated = Severity.INFO
-
-    model_type_updated = Severity.ERROR
-
-    model__removed = Severity.INFO  # To support model extension keys
-    model__added = Severity.INFO
-    model__updated = Severity.INFO
-
-    # field rules
-    field_added = Severity.INFO
-    field_removed = Severity.ERROR
-
-    field_ref_added = Severity.WARNING
-    field_ref_removed = Severity.WARNING
-    field_ref_updated = Severity.WARNING
-
-    field_title_added = Severity.INFO
-    field_title_removed = Severity.INFO
-    field_title_updated = Severity.INFO
-
-    field_type_added = Severity.WARNING
-    field_type_removed = Severity.WARNING
-    field_type_updated = Severity.ERROR
-
-    field_format_added = Severity.WARNING
-    field_format_removed = Severity.WARNING
-    field_format_updated = Severity.ERROR
-
-    field_required_updated = Severity.ERROR
-
-    field_primary_added = Severity.WARNING
-    field_primary_removed = Severity.WARNING
-    field_primary_updated = Severity.WARNING
-
-    field_primary_key_added = Severity.WARNING
-    field_primary_key_removed = Severity.WARNING
-    field_primary_key_updated = Severity.WARNING
-
-    field_references_added = Severity.WARNING
-    field_references_removed = Severity.WARNING
-    field_references_updated = Severity.WARNING
-
-    field_unique_updated = Severity.ERROR
-
-    field_description_added = Severity.INFO
-    field_description_removed = Severity.INFO
-    field_description_updated = Severity.INFO
-
-    field_pii_added = Severity.WARNING
-    field_pii_removed = Severity.ERROR
-    field_pii_updated = Severity.ERROR
-
-    field_classification_added = Severity.WARNING
-    field_classification_removed = Severity.ERROR
-    field_classification_updated = Severity.ERROR
-
-    field_pattern_added = Severity.WARNING
-    field_pattern_removed = Severity.ERROR
-    field_pattern_updated = Severity.ERROR
-
-    field_min_length_added = Severity.WARNING
-    field_min_length_removed = Severity.WARNING
-    field_min_length_updated = Severity.ERROR
-
-    field_max_length_added = Severity.WARNING
-    field_max_length_removed = Severity.WARNING
-    field_max_length_updated = Severity.ERROR
-
-    field_minimum_added = Severity.WARNING
-    field_minimum_removed = Severity.WARNING
-    field_minimum_updated = Severity.ERROR
-
-    field_exclusive_minimum_added = Severity.WARNING
-    field_exclusive_minimum_removed = Severity.WARNING
-    field_exclusive_minimum_updated = Severity.ERROR
-
-    field_maximum_added = Severity.WARNING
-    field_maximum_removed = Severity.WARNING
-    field_maximum_updated = Severity.ERROR
-
-    field_exclusive_maximum_added = Severity.WARNING
-    field_exclusive_maximum_removed = Severity.WARNING
-    field_exclusive_maximum_updated = Severity.ERROR
-
-    field_enum_added = Severity.WARNING
-    field_enum_removed = Severity.INFO
-    field_enum_updated = Severity.ERROR
-
-    field_tags_added = Severity.INFO
-    field_tags_removed = Severity.INFO
-    field_tags_updated = Severity.INFO
-
-    field_example_added = Severity.INFO
-    field_example_updated = Severity.INFO
-    field_example_removed = Severity.INFO
-
-    field__removed = Severity.INFO  # To support field extension keys
-    field__added = Severity.INFO
-    field__updated = Severity.INFO
-
-    # quality Rules
-    quality_added = Severity.INFO
-    quality_removed = Severity.WARNING
-
-    quality_type_updated = Severity.WARNING
-    quality_specification_updated = Severity.WARNING
-
-    # info rules
-    info__added = Severity.INFO  # will match `info__added` etc
-    info__removed = Severity.INFO
-    info__updated = Severity.INFO
-
-    contact__added = Severity.INFO
-    contact__removed = Severity.INFO
-    contact__updated = Severity.INFO
-
-    # terms rules
-    terms__added = Severity.INFO
-    terms__removed = Severity.INFO
-    terms__updated = Severity.INFO
diff --git a/datacontract/catalog/catalog.py b/datacontract/catalog/catalog.py
index b9cfc270f..288bade94 100644
--- a/datacontract/catalog/catalog.py
+++ b/datacontract/catalog/catalog.py
@@ -2,22 +2,34 @@
 from dataclasses import dataclass
 from datetime import datetime
 from pathlib import Path
+from typing import Optional
 
 import pytz
 from jinja2 import Environment, PackageLoader, select_autoescape
+from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.data_contract import DataContract
 from datacontract.export.html_exporter import get_version
-from datacontract.model.data_contract_specification import DataContractSpecification
+
+
+def _get_owner(odcs: OpenDataContractStandard) -> Optional[str]:
+    """Get the owner from ODCS customProperties or team."""
+    if odcs.team and odcs.team.name:
+        return odcs.team.name
+    if odcs.customProperties:
+        for prop in odcs.customProperties:
+            if prop.property == "owner":
+                return prop.value
+    return None
 
 
 def create_data_contract_html(contracts, file: Path, path: Path, schema: str):
     logging.debug(f"Creating data contract html for file {file} and schema {schema}")
     data_contract = DataContract(
-        data_contract_file=f"{file.absolute()}", inline_definitions=True, inline_quality=True, schema_location=schema
+        data_contract_file=f"{file.absolute()}", inline_definitions=True, schema_location=schema
     )
     html = data_contract.export(export_format="html")
-    spec = data_contract.get_data_contract_specification()
+    odcs = data_contract.get_data_contract()
     file_without_suffix = file.with_suffix(".html")
     html_filepath = path / file_without_suffix
     html_filepath.parent.mkdir(parents=True, exist_ok=True)
@@ -27,19 +39,71 @@ def create_data_contract_html(contracts, file: Path, path: Path, schema: str):
         DataContractView(
             html_filepath=html_filepath,
             html_link=file_without_suffix,
-            spec=spec,
+            odcs=odcs,
         )
     )
     print(f"Created {html_filepath}")
 
 
+@dataclass
+class _InfoView:
+    """Unified info view for templates."""
+    title: str
+    version: str
+    owner: Optional[str]
+    description: Optional[str]
+
+
+@dataclass
+class _SpecView:
+    """Unified spec view for templates, compatible with DCS template structure."""
+    info: _InfoView
+    models: dict
+
+
 @dataclass
 class DataContractView:
     """Class for keeping track of an item in inventory."""
 
     html_filepath: Path
     html_link: Path
-    spec: DataContractSpecification
+    odcs: OpenDataContractStandard
+
+    @property
+    def spec(self) -> _SpecView:
+        """Provide a DCS-compatible view for templates."""
+        # Build models dict from ODCS schema
+        models = {}
+        if self.odcs.schema_:
+            for schema in self.odcs.schema_:
+                fields = {}
+                if schema.properties:
+                    for prop in schema.properties:
+                        fields[prop.name] = {
+                            "description": prop.description,
+                        }
+                models[schema.name] = {
+                    "description": schema.description,
+                    "fields": fields,
+                }
+
+        # Get description
+        description = None
+        if self.odcs.description:
+            if isinstance(self.odcs.description, str):
+                description = self.odcs.description
+            elif hasattr(self.odcs.description, "purpose"):
+                description = self.odcs.description.purpose
+
+        return _SpecView(
+            info=_InfoView(
+                title=self.odcs.name or self.odcs.id or "",
+                version=self.odcs.version or "",
+                owner=_get_owner(self.odcs),
+                description=description,
+            ),
+            models=models,
+        )
 
 
 def create_index_html(contracts, path):
@@ -74,7 +138,7 @@ def create_index_html(contracts, path):
             datacontract_cli_version=datacontract_cli_version,
             contracts=contracts,
             contracts_size=len(contracts),
-            owners=sorted(set(dc.spec.info.owner for dc in contracts if dc.spec.info.owner)),
+            owners=sorted(set(_get_owner(dc.odcs) for dc in contracts if _get_owner(dc.odcs))),
         )
         f.write(html_string)
     print(f"Created {index_filepath}")
diff --git a/datacontract/cli.py b/datacontract/cli.py
index c8a0cc6fa..25032bd9b 100644
--- a/datacontract/cli.py
+++ b/datacontract/cli.py
@@ -1,7 +1,6 @@
 import logging
 import os
 import sys
-import warnings
 from importlib import metadata
 from pathlib import Path
 from typing import Iterable, List, Optional
@@ -14,7 +13,7 @@
 
 from datacontract.catalog.catalog import create_data_contract_html, create_index_html
 from datacontract.data_contract import DataContract, ExportFormat
-from datacontract.imports.importer import ImportFormat, Spec
+from datacontract.imports.importer import ImportFormat
 from datacontract.init.init_template import get_init_template
 from datacontract.integration.entropy_data import (
     publish_data_contract_to_entropy_data,
@@ -99,7 +98,7 @@ def lint(
     ] = "datacontract.yaml",
     schema: Annotated[
         str,
-        typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"),
+        typer.Option(help="The location (url or path) of the ODCS JSON Schema"),
     ] = None,
     output: Annotated[
         Path,
@@ -134,7 +133,7 @@ def test(
     ] = "datacontract.yaml",
     schema: Annotated[
         str,
-        typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"),
+        typer.Option(help="The location (url or path) of the ODCS JSON Schema"),
     ] = None,
     server: Annotated[
         str,
@@ -198,12 +197,11 @@ def export(
         ),
     ] = None,
     server: Annotated[str, typer.Option(help="The server name to export.")] = None,
-    model: Annotated[
+    schema_name: Annotated[
         str,
         typer.Option(
-            help="Use the key of the model in the data contract yaml file "
-            "to refer to a model, e.g., `orders`, or `all` for all "
-            "models (default)."
+            help="The name of the schema to export, e.g., `orders`, or `all` for all "
+            "schemas (default)."
         ),
     ] = "all",
     # TODO: this should be a subcommand
@@ -228,7 +226,7 @@ def export(
     ] = "datacontract.yaml",
     schema: Annotated[
         str,
-        typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"),
+        typer.Option(help="The location (url or path) of the ODCS JSON Schema"),
     ] = None,
     # TODO: this should be a subcommand
     engine: Annotated[
@@ -259,7 +257,7 @@ def export(
     # TODO exception handling
     result = DataContract(data_contract_file=location, schema_location=schema, server=server).export(
         export_format=format,
-        model=model,
+        schema_name=schema_name,
         server=server,
         rdf_base=rdf_base,
         sql_server_type=sql_server_type,
@@ -293,10 +291,6 @@ def import_(
         Optional[str],
         typer.Option(help="The path to the file that should be imported."),
     ] = None,
-    spec: Annotated[
-        Spec,
-        typer.Option(help="The format of the data contract to import. "),
-    ] = Spec.datacontract_specification,
     dialect: Annotated[
         Optional[str],
         typer.Option(help="The SQL dialect to use when importing SQL files, e.g., postgres, tsql, bigquery."),
@@ -342,11 +336,11 @@ def import_(
     ] = None,
     template: Annotated[
         Optional[str],
-        typer.Option(help="The location (url or path) of the Data Contract Specification Template"),
+        typer.Option(help="The location (url or path) of the ODCS template"),
     ] = None,
     schema: Annotated[
         str,
-        typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"),
+        typer.Option(help="The location (url or path) of the ODCS JSON Schema"),
     ] = None,
     owner: Annotated[
         Optional[str],
@@ -366,7 +360,6 @@ def import_(
     result = DataContract.import_from_source(
         format=format,
         source=source,
-        spec=spec,
         template=template,
         schema=schema,
         dialect=dialect,
@@ -398,7 +391,7 @@ def publish(
     ] = "datacontract.yaml",
     schema: Annotated[
         str,
-        typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"),
+        typer.Option(help="The location (url or path) of the ODCS JSON Schema"),
     ] = None,
     ssl_verification: Annotated[
         bool,
@@ -407,7 +400,7 @@ def publish(
     debug: debug_option = None,
 ):
     """
-    Publish the data contract to the Data Mesh Manager.
+    Publish the data contract to the Entropy Data.
     """
     enable_debug_logging(debug)
 
@@ -428,7 +421,7 @@ def catalog(
     output: Annotated[Optional[str], typer.Option(help="Output directory for the catalog html files.")] = "catalog/",
     schema: Annotated[
         str,
-        typer.Option(help="The location (url or path) of the Data Contract Specification JSON Schema"),
+        typer.Option(help="The location (url or path) of the ODCS JSON Schema"),
     ] = None,
     debug: debug_option = None,
 ):
@@ -456,108 +449,6 @@ def catalog(
     create_index_html(contracts, path)
 
 
-@app.command(deprecated=True)
-def breaking(
-    location_old: Annotated[
-        str,
-        typer.Argument(help="The location (url or path) of the old data contract yaml."),
-    ],
-    location_new: Annotated[
-        str,
-        typer.Argument(help="The location (url or path) of the new data contract yaml."),
-    ],
-    debug: debug_option = None,
-):
-    """
-    [DEPRECATED] Identifies breaking changes between data contracts. Prints to stdout.
-
-    This command is deprecated and will be removed in a future version.
-    """
-    enable_debug_logging(debug)
-    warnings.warn(
-        "The 'breaking' command is deprecated and will be removed in a future version.",
-        DeprecationWarning,
-        stacklevel=2,
-    )
-    console.print("[yellow]Warning: The 'breaking' command is deprecated and will be removed in a future version.[/yellow]")
-
-    # TODO exception handling
-    result = DataContract(data_contract_file=location_old, inline_definitions=True).breaking(
-        DataContract(data_contract_file=location_new, inline_definitions=True)
-    )
-
-    console.print(result.breaking_str())
-
-    if not result.passed_checks():
-        raise typer.Exit(code=1)
-
-
-@app.command(deprecated=True)
-def changelog(
-    location_old: Annotated[
-        str,
-        typer.Argument(help="The location (url or path) of the old data contract yaml."),
-    ],
-    location_new: Annotated[
-        str,
-        typer.Argument(help="The location (url or path) of the new data contract yaml."),
-    ],
-    debug: debug_option = None,
-):
-    """
-    [DEPRECATED] Generate a changelog between data contracts. Prints to stdout.
-
-    This command is deprecated and will be removed in a future version.
-    """
-    enable_debug_logging(debug)
-    warnings.warn(
-        "The 'changelog' command is deprecated and will be removed in a future version.",
-        DeprecationWarning,
-        stacklevel=2,
-    )
-    console.print("[yellow]Warning: The 'changelog' command is deprecated and will be removed in a future version.[/yellow]")
-
-    # TODO exception handling
-    result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog(
-        DataContract(data_contract_file=location_new, inline_definitions=True)
-    )
-
-    console.print(result.changelog_str())
-
-
-@app.command(deprecated=True)
-def diff(
-    location_old: Annotated[
-        str,
-        typer.Argument(help="The location (url or path) of the old data contract yaml."),
-    ],
-    location_new: Annotated[
-        str,
-        typer.Argument(help="The location (url or path) of the new data contract yaml."),
-    ],
-    debug: debug_option = None,
-):
-    """
-    [DEPRECATED] Generate a diff between data contracts. Prints to stdout.
-
-    This command is deprecated and will be removed in a future version.
-    """
-    enable_debug_logging(debug)
-    warnings.warn(
-        "The 'diff' command is deprecated and will be removed in a future version.",
-        DeprecationWarning,
-        stacklevel=2,
-    )
-    console.print("[yellow]Warning: The 'diff' command is deprecated and will be removed in a future version.[/yellow]")
-
-    # TODO change to diff output, not the changelog entries
-    result = DataContract(data_contract_file=location_old, inline_definitions=True).changelog(
-        DataContract(data_contract_file=location_new, inline_definitions=True)
-    )
-
-    console.print(result.changelog_str())
-
-
 def _get_uvicorn_arguments(port: int, host: str, context: typer.Context) -> dict:
     """
     Take the default datacontract uvicorn arguments and merge them with the
diff --git a/datacontract/data_contract.py b/datacontract/data_contract.py
index 49af56942..84123139e 100644
--- a/datacontract/data_contract.py
+++ b/datacontract/data_contract.py
@@ -1,24 +1,13 @@
 import logging
 import typing
 
-from open_data_contract_standard.model import CustomProperty, OpenDataContractStandard
-
-from datacontract.export.odcs_v3_exporter import to_odcs_v3
-from datacontract.imports.importer import ImportFormat, Spec
-from datacontract.imports.odcs_v3_importer import import_from_odcs
+from open_data_contract_standard.model import OpenDataContractStandard, Team
 
 if typing.TYPE_CHECKING:
     from pyspark.sql import SparkSession
 
 from duckdb.duckdb import DuckDBPyConnection
 
-from datacontract.breaking.breaking import (
-    info_breaking_changes,
-    models_breaking_changes,
-    quality_breaking_changes,
-    terms_breaking_changes,
-)
-from datacontract.breaking.breaking_change import BreakingChange, BreakingChanges, Severity
 from datacontract.engines.data_contract_test import execute_data_contract_test
 from datacontract.export.exporter import ExportFormat
 from datacontract.export.exporter_factory import exporter_factory
@@ -26,7 +15,6 @@
 from datacontract.init.init_template import get_init_template
 from datacontract.integration.entropy_data import publish_test_results_to_entropy_data
 from datacontract.lint import resolve
-from datacontract.model.data_contract_specification import DataContractSpecification, Info
 from datacontract.model.exceptions import DataContractException
 from datacontract.model.run import Check, ResultEnum, Run
 
@@ -36,14 +24,13 @@ def __init__(
         self,
         data_contract_file: str = None,
         data_contract_str: str = None,
-        data_contract: DataContractSpecification = None,
+        data_contract: OpenDataContractStandard = None,
         schema_location: str = None,
         server: str = None,
         publish_url: str = None,
         spark: "SparkSession" = None,
         duckdb_connection: DuckDBPyConnection = None,
         inline_definitions: bool = True,
-        inline_quality: bool = True,
         ssl_verification: bool = True,
         publish_test_results: bool = False,
     ):
@@ -57,11 +44,10 @@ def __init__(
         self._spark = spark
         self._duckdb_connection = duckdb_connection
         self._inline_definitions = inline_definitions
-        self._inline_quality = inline_quality
         self._ssl_verification = ssl_verification
 
     @classmethod
-    def init(cls, template: typing.Optional[str], schema: typing.Optional[str] = None) -> DataContractSpecification:
+    def init(cls, template: typing.Optional[str], schema: typing.Optional[str] = None) -> OpenDataContractStandard:
         template_str = get_init_template(template)
         return resolve.resolve_data_contract(data_contract_str=template_str, schema_location=schema)
 
@@ -76,7 +62,6 @@ def lint(self) -> Run:
                 self._data_contract,
                 self._schema_location,
                 inline_definitions=self._inline_definitions,
-                inline_quality=self._inline_quality,
             )
             run.checks.append(
                 Check(
@@ -87,7 +72,7 @@ def lint(self) -> Run:
                 )
             )
             run.dataContractId = data_contract.id
-            run.dataContractVersion = data_contract.info.version
+            run.dataContractVersion = data_contract.version
         except DataContractException as e:
             run.checks.append(
                 Check(type=e.type, result=e.result, name=e.name, reason=e.reason, engine=e.engine, details="")
@@ -117,7 +102,6 @@ def test(self) -> Run:
                 self._data_contract,
                 self._schema_location,
                 inline_definitions=self._inline_definitions,
-                inline_quality=self._inline_quality,
             )
 
             execute_data_contract_test(data_contract, run, self._server, self._spark, self._duckdb_connection)
@@ -155,85 +139,34 @@ def test(self) -> Run:
 
         return run
 
-    def breaking(self, other: "DataContract") -> BreakingChanges:
-        return self.changelog(other, include_severities=[Severity.ERROR, Severity.WARNING])
-
-    def changelog(
-        self, other: "DataContract", include_severities: [Severity] = (Severity.ERROR, Severity.WARNING, Severity.INFO)
-    ) -> BreakingChanges:
-        old = self.get_data_contract_specification()
-        new = other.get_data_contract_specification()
-
-        breaking_changes = list[BreakingChange]()
-
-        breaking_changes.extend(
-            info_breaking_changes(
-                old_info=old.info,
-                new_info=new.info,
-                new_path=other._data_contract_file,
-                include_severities=include_severities,
-            )
-        )
-
-        breaking_changes.extend(
-            terms_breaking_changes(
-                old_terms=old.terms,
-                new_terms=new.terms,
-                new_path=other._data_contract_file,
-                include_severities=include_severities,
-            )
-        )
-
-        breaking_changes.extend(
-            quality_breaking_changes(
-                old_quality=old.quality,
-                new_quality=new.quality,
-                new_path=other._data_contract_file,
-                include_severities=include_severities,
-            )
-        )
-
-        breaking_changes.extend(
-            models_breaking_changes(
-                old_models=old.models,
-                new_models=new.models,
-                new_path=other._data_contract_file,
-                include_severities=include_severities,
-            )
-        )
-
-        return BreakingChanges(breaking_changes=breaking_changes)
-
-    def get_data_contract_specification(self) -> DataContractSpecification:
+    def get_data_contract(self) -> OpenDataContractStandard:
         return resolve.resolve_data_contract(
             data_contract_location=self._data_contract_file,
             data_contract_str=self._data_contract_str,
             data_contract=self._data_contract,
             schema_location=self._schema_location,
             inline_definitions=self._inline_definitions,
-            inline_quality=self._inline_quality,
         )
 
     def export(
-        self, export_format: ExportFormat, model: str = "all", sql_server_type: str = "auto", **kwargs
+        self, export_format: ExportFormat, schema_name: str = "all", sql_server_type: str = "auto", **kwargs
     ) -> str | bytes:
         if (
             export_format == ExportFormat.html
             or export_format == ExportFormat.mermaid
             or export_format == ExportFormat.excel
         ):
-            data_contract = resolve.resolve_data_contract_v2(
+            data_contract = resolve.resolve_data_contract(
                 self._data_contract_file,
                 self._data_contract_str,
                 self._data_contract,
                 schema_location=self._schema_location,
                 inline_definitions=self._inline_definitions,
-                inline_quality=self._inline_quality,
             )
 
             return exporter_factory.create(export_format).export(
                 data_contract=data_contract,
-                model=model,
+                schema_name=schema_name,
                 server=self._server,
                 sql_server_type=sql_server_type,
                 export_args=kwargs,
@@ -245,12 +178,11 @@ def export(
                 self._data_contract,
                 schema_location=self._schema_location,
                 inline_definitions=self._inline_definitions,
-                inline_quality=self._inline_quality,
             )
 
             return exporter_factory.create(export_format).export(
                 data_contract=data_contract,
-                model=model,
+                schema_name=schema_name,
                 server=self._server,
                 sql_server_type=sql_server_type,
                 export_args=kwargs,
@@ -262,86 +194,33 @@ def import_from_source(
         format: str,
         source: typing.Optional[str] = None,
         template: typing.Optional[str] = None,
-        schema: typing.Optional[str] = None,
-        spec: Spec = Spec.datacontract_specification,
         **kwargs,
-    ) -> DataContractSpecification | OpenDataContractStandard:
+    ) -> OpenDataContractStandard:
+        """Import a data contract from a source in a given format.
+
+        All imports now return OpenDataContractStandard (ODCS) format.
+        """
         id = kwargs.get("id")
         owner = kwargs.get("owner")
 
-        if spec == Spec.odcs or format == ImportFormat.excel:
-            data_contract_specification_initial = cls.init(template=template, schema=schema)
-
-            odcs_imported = importer_factory.create(format).import_source(
-                data_contract_specification=data_contract_specification_initial, source=source, import_args=kwargs
-            )
-
-            if isinstance(odcs_imported, DataContractSpecification):
-                # convert automatically
-                odcs_imported = to_odcs_v3(odcs_imported)
-
-            cls._overwrite_id_in_odcs(odcs_imported, id)
-            cls._overwrite_owner_in_odcs(odcs_imported, owner)
-
-            return odcs_imported
-        elif spec == Spec.datacontract_specification:
-            data_contract_specification_initial = cls.init(template=template, schema=schema)
-
-            data_contract_specification_imported = importer_factory.create(format).import_source(
-                data_contract_specification=data_contract_specification_initial, source=source, import_args=kwargs
-            )
-
-            if isinstance(data_contract_specification_imported, OpenDataContractStandard):
-                # convert automatically
-                data_contract_specification_imported = import_from_odcs(
-                    data_contract_specification_initial, data_contract_specification_imported
-                )
-
-            cls._overwrite_id_in_data_contract_specification(data_contract_specification_imported, id)
-            cls._overwrite_owner_in_data_contract_specification(data_contract_specification_imported, owner)
-
-            return data_contract_specification_imported
-        else:
-            raise DataContractException(
-                type="general",
-                result=ResultEnum.error,
-                name="Import Data Contract",
-                reason=f"Unsupported data contract format: {spec}",
-                engine="datacontract",
-            )
-
-    @staticmethod
-    def _overwrite_id_in_data_contract_specification(
-        data_contract_specification: DataContractSpecification, id: str | None
-    ):
-        if not id:
-            return
+        odcs_imported = importer_factory.create(format).import_source(
+            source=source, import_args=kwargs
+        )
 
-        data_contract_specification.id = id
+        cls._overwrite_id_in_odcs(odcs_imported, id)
+        cls._overwrite_owner_in_odcs(odcs_imported, owner)
 
-    @staticmethod
-    def _overwrite_owner_in_data_contract_specification(
-        data_contract_specification: DataContractSpecification, owner: str | None
-    ):
-        if not owner:
-            return
-
-        if data_contract_specification.info is None:
-            data_contract_specification.info = Info()
-        data_contract_specification.info.owner = owner
+        return odcs_imported
 
     @staticmethod
     def _overwrite_owner_in_odcs(odcs: OpenDataContractStandard, owner: str | None):
         if not owner:
             return
 
-        if odcs.customProperties is None:
-            odcs.customProperties = []
-        for customProperty in odcs.customProperties:
-            if customProperty.name == "owner":
-                customProperty.value = owner
-                return
-        odcs.customProperties.append(CustomProperty(property="owner", value=owner))
+        if odcs.team is None:
+            odcs.team = Team(name=owner)
+        else:
+            odcs.team.name = owner
 
     @staticmethod
     def _overwrite_id_in_odcs(odcs: OpenDataContractStandard, id: str | None):
diff --git a/datacontract/engines/data_contract_checks.py b/datacontract/engines/data_contract_checks.py
index ed0c7cbe0..30d063be8 100644
--- a/datacontract/engines/data_contract_checks.py
+++ b/datacontract/engines/data_contract_checks.py
@@ -1,13 +1,19 @@
 import re
 import uuid
 from dataclasses import dataclass
-from typing import List
+from typing import List, Optional
 from venv import logger
 
 import yaml
+from open_data_contract_standard.model import (
+    DataQuality,
+    OpenDataContractStandard,
+    SchemaObject,
+    SchemaProperty,
+    Server,
+)
 
 from datacontract.export.sql_type_converter import convert_to_sql_type
-from datacontract.model.data_contract_specification import DataContractSpecification, Quality, Server
 from datacontract.model.run import Check
 
 
@@ -18,21 +24,49 @@ class QuotingConfig:
     quote_model_name_with_backticks: bool = False
 
 
-def create_checks(data_contract_spec: DataContractSpecification, server: Server) -> List[Check]:
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_custom_property_value(prop: SchemaProperty, key: str) -> Optional[str]:
+    """Get a custom property value."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def _get_schema_custom_property_value(schema: SchemaObject, key: str) -> Optional[str]:
+    """Get a custom property value from schema."""
+    if schema.customProperties is None:
+        return None
+    for cp in schema.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def create_checks(data_contract: OpenDataContractStandard, server: Server) -> List[Check]:
     checks: List[Check] = []
-    for model_key, model_value in data_contract_spec.models.items():
-        model_checks = to_model_checks(model_key, model_value, server)
-        checks.extend(model_checks)
-    checks.extend(to_servicelevel_checks(data_contract_spec))
-    checks.append(to_quality_check(data_contract_spec))
+    if data_contract.schema_ is None:
+        return checks
+    for schema_obj in data_contract.schema_:
+        schema_checks = to_schema_checks(schema_obj, server)
+        checks.extend(schema_checks)
+    checks.extend(to_servicelevel_checks(data_contract))
     return [check for check in checks if check is not None]
 
 
-def to_model_checks(model_key, model_value, server: Server) -> List[Check]:
+def to_schema_checks(schema_object: SchemaObject, server: Server) -> List[Check]:
     checks: List[Check] = []
     server_type = server.type if server and server.type else None
-    model_name = to_model_name(model_key, model_value, server_type)
-    fields = model_value.fields
+    schema_name = to_schema_name(schema_object, server_type)
+    properties = schema_object.properties or []
 
     check_types = is_check_types(server)
 
@@ -44,42 +78,60 @@ def to_model_checks(model_key, model_value, server: Server) -> List[Check]:
     )
     quoting_config = config
 
-    for field_name, field in fields.items():
-        checks.append(check_field_is_present(model_name, field_name, quoting_config))
-        if check_types and field.type is not None:
-            sql_type: str = convert_to_sql_type(field, server_type)
-            checks.append(check_field_type(model_name, field_name, sql_type, quoting_config))
-        if field.required:
-            checks.append(check_field_required(model_name, field_name, quoting_config))
-        if field.unique:
-            checks.append(check_field_unique(model_name, field_name, quoting_config))
-        if field.minLength is not None:
-            checks.append(check_field_min_length(model_name, field_name, field.minLength, quoting_config))
-        if field.maxLength is not None:
-            checks.append(check_field_max_length(model_name, field_name, field.maxLength, quoting_config))
-        if field.minimum is not None:
-            checks.append(check_field_minimum(model_name, field_name, field.minimum, quoting_config))
-        if field.maximum is not None:
-            checks.append(check_field_maximum(model_name, field_name, field.maximum, quoting_config))
-        if field.exclusiveMinimum is not None:
-            checks.append(check_field_minimum(model_name, field_name, field.exclusiveMinimum, quoting_config))
-            checks.append(check_field_not_equal(model_name, field_name, field.exclusiveMinimum, quoting_config))
-        if field.exclusiveMaximum is not None:
-            checks.append(check_field_maximum(model_name, field_name, field.exclusiveMaximum, quoting_config))
-            checks.append(check_field_not_equal(model_name, field_name, field.exclusiveMaximum, quoting_config))
-        if field.pattern is not None:
-            checks.append(check_field_regex(model_name, field_name, field.pattern, quoting_config))
-        if field.enum is not None and len(field.enum) > 0:
-            checks.append(check_field_enum(model_name, field_name, field.enum, quoting_config))
-        if field.quality is not None and len(field.quality) > 0:
-            quality_list = check_quality_list(model_name, field_name, field.quality, quoting_config, server)
+    for prop in properties:
+        property_name = prop.name
+        logical_type = prop.logicalType
+
+        checks.append(check_property_is_present(schema_name, property_name, quoting_config))
+        if check_types and logical_type is not None:
+            sql_type: str = convert_to_sql_type(prop, server_type)
+            checks.append(check_property_type(schema_name, property_name, sql_type, quoting_config))
+        if prop.required:
+            checks.append(check_property_required(schema_name, property_name, quoting_config))
+        if prop.unique:
+            checks.append(check_property_unique(schema_name, property_name, quoting_config))
+
+        min_length = _get_logical_type_option(prop, "minLength")
+        if min_length is not None:
+            checks.append(check_property_min_length(schema_name, property_name, min_length, quoting_config))
+
+        max_length = _get_logical_type_option(prop, "maxLength")
+        if max_length is not None:
+            checks.append(check_property_max_length(schema_name, property_name, max_length, quoting_config))
+
+        minimum = _get_logical_type_option(prop, "minimum")
+        if minimum is not None:
+            checks.append(check_property_minimum(schema_name, property_name, minimum, quoting_config))
+
+        maximum = _get_logical_type_option(prop, "maximum")
+        if maximum is not None:
+            checks.append(check_property_maximum(schema_name, property_name, maximum, quoting_config))
+
+        exclusive_minimum = _get_logical_type_option(prop, "exclusiveMinimum")
+        if exclusive_minimum is not None:
+            checks.append(check_property_minimum(schema_name, property_name, exclusive_minimum, quoting_config))
+            checks.append(check_property_not_equal(schema_name, property_name, exclusive_minimum, quoting_config))
+
+        exclusive_maximum = _get_logical_type_option(prop, "exclusiveMaximum")
+        if exclusive_maximum is not None:
+            checks.append(check_property_maximum(schema_name, property_name, exclusive_maximum, quoting_config))
+            checks.append(check_property_not_equal(schema_name, property_name, exclusive_maximum, quoting_config))
+
+        pattern = _get_logical_type_option(prop, "pattern")
+        if pattern is not None:
+            checks.append(check_property_regex(schema_name, property_name, pattern, quoting_config))
+
+        enum_values = _get_logical_type_option(prop, "enum")
+        if enum_values is not None and len(enum_values) > 0:
+            checks.append(check_property_enum(schema_name, property_name, enum_values, quoting_config))
+
+        if prop.quality is not None and len(prop.quality) > 0:
+            quality_list = check_quality_list(schema_name, property_name, prop.quality, quoting_config, server)
             if (quality_list is not None) and len(quality_list) > 0:
                 checks.extend(quality_list)
-        # TODO references: str = None
-        # TODO format
 
-    if model_value.quality is not None and len(model_value.quality) > 0:
-        quality_list = check_quality_list(model_name, None, model_value.quality, quoting_config, server)
+    if schema_object.quality is not None and len(schema_object.quality) > 0:
+        quality_list = check_quality_list(schema_name, None, schema_object.quality, quoting_config, server)
         if (quality_list is not None) and len(quality_list) > 0:
             checks.extend(quality_list)
 
@@ -100,23 +152,21 @@ def is_check_types(server: Server) -> bool:
     return server.format != "json" and server.format != "csv" and server.format != "avro"
 
 
-def to_model_name(model_key, model_value, server_type):
-    if server_type == "databricks":
-        if model_value.config is not None and "databricksTable" in model_value.config:
-            return model_value.config["databricksTable"]
-    if server_type == "snowflake":
-        if model_value.config is not None and "snowflakeTable" in model_value.config:
-            return model_value.config["snowflakeTable"]
-    if server_type == "sqlserver":
-        if model_value.config is not None and "sqlserverTable" in model_value.config:
-            return model_value.config["sqlserverTable"]
-    if server_type == "postgres" or server_type == "postgresql":
-        if model_value.config is not None and "postgresTable" in model_value.config:
-            return model_value.config["postgresTable"]
-    return model_key
+def to_schema_name(schema_object: SchemaObject, server_type: str) -> str:
+    # For Kafka, use name (not physicalName) since the Spark SQL view uses schema name
+    # physicalName in Kafka represents the topic name, not the SQL view name
+    if server_type == "kafka":
+        return schema_object.name
+
+    # Use physicalName if set (ODCS standard way to specify actual table name)
+    if schema_object.physicalName:
+        return schema_object.physicalName
+    
+    return schema_object.name
 
 
-def check_field_is_present(model_name, field_name, quoting_config: QuotingConfig = QuotingConfig()) -> Check:
+
+def check_property_is_present(model_name, field_name, quoting_config: QuotingConfig = QuotingConfig()) -> Check:
     check_type = "field_is_present"
     check_key = f"{model_name}__{field_name}__{check_type}"
     sodacl_check_dict = {
@@ -145,7 +195,7 @@ def check_field_is_present(model_name, field_name, quoting_config: QuotingConfig
     )
 
 
-def check_field_type(
+def check_property_type(
     model_name: str, field_name: str, expected_type: str, quoting_config: QuotingConfig = QuotingConfig()
 ):
     check_type = "field_type"
@@ -178,7 +228,7 @@ def check_field_type(
     )
 
 
-def check_field_required(model_name: str, field_name: str, quoting_config: QuotingConfig = QuotingConfig()):
+def check_property_required(model_name: str, field_name: str, quoting_config: QuotingConfig = QuotingConfig()):
     if quoting_config.quote_field_name:
         field_name_for_soda = f'"{field_name}"'
     else:
@@ -209,7 +259,7 @@ def check_field_required(model_name: str, field_name: str, quoting_config: Quoti
     )
 
 
-def check_field_unique(model_name: str, field_name: str, quoting_config: QuotingConfig = QuotingConfig()):
+def check_property_unique(model_name: str, field_name: str, quoting_config: QuotingConfig = QuotingConfig()):
     if quoting_config.quote_field_name:
         field_name_for_soda = f'"{field_name}"'
     else:
@@ -240,7 +290,7 @@ def check_field_unique(model_name: str, field_name: str, quoting_config: Quoting
     )
 
 
-def check_field_min_length(
+def check_property_min_length(
     model_name: str, field_name: str, min_length: int, quoting_config: QuotingConfig = QuotingConfig()
 ):
     if quoting_config.quote_field_name:
@@ -274,7 +324,7 @@ def check_field_min_length(
     )
 
 
-def check_field_max_length(
+def check_property_max_length(
     model_name: str, field_name: str, max_length: int, quoting_config: QuotingConfig = QuotingConfig()
 ):
     if quoting_config.quote_field_name:
@@ -308,7 +358,7 @@ def check_field_max_length(
     )
 
 
-def check_field_minimum(
+def check_property_minimum(
     model_name: str, field_name: str, minimum: int, quoting_config: QuotingConfig = QuotingConfig()
 ):
     if quoting_config.quote_field_name:
@@ -342,7 +392,7 @@ def check_field_minimum(
     )
 
 
-def check_field_maximum(
+def check_property_maximum(
     model_name: str, field_name: str, maximum: int, quoting_config: QuotingConfig = QuotingConfig()
 ):
     if quoting_config.quote_field_name:
@@ -376,7 +426,7 @@ def check_field_maximum(
     )
 
 
-def check_field_not_equal(
+def check_property_not_equal(
     model_name: str, field_name: str, value: int, quoting_config: QuotingConfig = QuotingConfig()
 ):
     if quoting_config.quote_field_name:
@@ -410,7 +460,7 @@ def check_field_not_equal(
     )
 
 
-def check_field_enum(model_name: str, field_name: str, enum: list, quoting_config: QuotingConfig = QuotingConfig()):
+def check_property_enum(model_name: str, field_name: str, enum: list, quoting_config: QuotingConfig = QuotingConfig()):
     if quoting_config.quote_field_name:
         field_name_for_soda = f'"{field_name}"'
     else:
@@ -442,7 +492,7 @@ def check_field_enum(model_name: str, field_name: str, enum: list, quoting_confi
     )
 
 
-def check_field_regex(model_name: str, field_name: str, pattern: str, quoting_config: QuotingConfig = QuotingConfig()):
+def check_property_regex(model_name: str, field_name: str, pattern: str, quoting_config: QuotingConfig = QuotingConfig()):
     if quoting_config.quote_field_name:
         field_name_for_soda = f'"{field_name}"'
     else:
@@ -525,7 +575,7 @@ def check_model_duplicate_values(
     )
 
 
-def check_field_duplicate_values(
+def check_property_duplicate_values(
     model_name: str, field_name: str, threshold: str, quoting_config: QuotingConfig = QuotingConfig()
 ):
     if quoting_config.quote_field_name:
@@ -558,7 +608,7 @@ def check_field_duplicate_values(
     )
 
 
-def check_field_null_values(
+def check_property_null_values(
     model_name: str, field_name: str, threshold: str, quoting_config: QuotingConfig = QuotingConfig()
 ):
     if quoting_config.quote_field_name:
@@ -591,7 +641,7 @@ def check_field_null_values(
     )
 
 
-def check_field_invalid_values(
+def check_property_invalid_values(
     model_name: str,
     field_name: str,
     threshold: str,
@@ -634,7 +684,7 @@ def check_field_invalid_values(
     )
 
 
-def check_field_missing_values(
+def check_property_missing_values(
     model_name: str,
     field_name: str,
     threshold: str,
@@ -654,7 +704,6 @@ def check_field_missing_values(
     }
 
     if missing_values is not None:
-        # Filter out null/None values as SodaCL handles these automatically
         filtered_missing_values = [v for v in missing_values if v is not None]
         if filtered_missing_values:
             sodacl_check_config["missing values"] = filtered_missing_values
@@ -681,9 +730,9 @@ def check_field_missing_values(
 
 
 def check_quality_list(
-    model_name,
-    field_name,
-    quality_list: List[Quality],
+    schema_name,
+    property_name,
+    quality_list: List[DataQuality],
     quoting_config: QuotingConfig = QuotingConfig(),
     server: Server = None,
 ) -> List[Check]:
@@ -691,15 +740,33 @@ def check_quality_list(
 
     count = 0
     for quality in quality_list:
-        if quality.type == "sql":
-            if field_name is None:
-                check_key = f"{model_name}__quality_sql_{count}"
+        if quality.type == "custom" and quality.engine == "soda" and quality.implementation:
+            # Custom SodaCL quality check with raw implementation
+            check_key = f"{schema_name}__quality_custom_{count}"
+            check_type = "quality_custom_soda"
+            checks.append(
+                Check(
+                    id=str(uuid.uuid4()),
+                    key=check_key,
+                    category="quality",
+                    type=check_type,
+                    name=quality.description if quality.description is not None else "Custom SodaCL Check",
+                    model=schema_name,
+                    field=property_name,
+                    engine="soda",
+                    language="sodacl",
+                    implementation=quality.implementation,
+                )
+            )
+        elif quality.type == "sql":
+            if property_name is None:
+                check_key = f"{schema_name}__quality_sql_{count}"
                 check_type = "field_quality_sql"
             else:
-                check_key = f"{model_name}__{field_name}__quality_sql_{count}"
+                check_key = f"{schema_name}__{property_name}__quality_sql_{count}"
                 check_type = "model_quality_sql"
             threshold = to_sodacl_threshold(quality)
-            query = prepare_query(quality, model_name, field_name, quoting_config, server)
+            query = prepare_query(quality, schema_name, property_name, quoting_config, server)
             if query is None:
                 logger.warning(f"Quality check {check_key} has no query")
                 continue
@@ -708,9 +775,9 @@ def check_quality_list(
                 continue
 
             if quoting_config.quote_model_name:
-                model_name_for_soda = f'"{model_name}"'
+                model_name_for_soda = f'"{schema_name}"'
             else:
-                model_name_for_soda = model_name
+                model_name_for_soda = schema_name
             sodacl_check_dict = {
                 f"checks for {model_name_for_soda}": [
                     {
@@ -728,8 +795,8 @@ def check_quality_list(
                     category="quality",
                     type=check_type,
                     name=quality.description if quality.description is not None else "Quality Check",
-                    model=model_name,
-                    field=field_name,
+                    model=schema_name,
+                    field=property_name,
                     engine="soda",
                     language="sodacl",
                     implementation=yaml.dump(sodacl_check_dict),
@@ -743,35 +810,34 @@ def check_quality_list(
                 continue
 
             if quality.metric == "rowCount":
-                checks.append(check_row_count(model_name, threshold, quoting_config))
+                checks.append(check_row_count(schema_name, threshold, quoting_config))
             elif quality.metric == "duplicateValues":
-                if field_name is None:
-                    # TODO check that quality.arguments.get("properties") is a list of strings and contains at lease one property
+                if property_name is None:
                     checks.append(
                         check_model_duplicate_values(
-                            model_name, quality.arguments.get("properties"), threshold, quoting_config
+                            schema_name, quality.arguments.get("properties"), threshold, quoting_config
                         )
                     )
                 else:
-                    checks.append(check_field_duplicate_values(model_name, field_name, threshold, quoting_config))
+                    checks.append(check_property_duplicate_values(schema_name, property_name, threshold, quoting_config))
             elif quality.metric == "nullValues":
-                if field_name is not None:
-                    checks.append(check_field_null_values(model_name, field_name, threshold, quoting_config))
+                if property_name is not None:
+                    checks.append(check_property_null_values(schema_name, property_name, threshold, quoting_config))
                 else:
                     logger.warning("Quality check nullValues is only supported at field level")
             elif quality.metric == "invalidValues":
-                if field_name is not None:
+                if property_name is not None:
                     valid_values = quality.arguments.get("validValues") if quality.arguments else None
                     checks.append(
-                        check_field_invalid_values(model_name, field_name, threshold, valid_values, quoting_config)
+                        check_property_invalid_values(schema_name, property_name, threshold, valid_values, quoting_config)
                     )
                 else:
                     logger.warning("Quality check invalidValues is only supported at field level")
             elif quality.metric == "missingValues":
-                if field_name is not None:
+                if property_name is not None:
                     missing_values = quality.arguments.get("missingValues") if quality.arguments else None
                     checks.append(
-                        check_field_missing_values(model_name, field_name, threshold, missing_values, quoting_config)
+                        check_property_missing_values(schema_name, property_name, threshold, missing_values, quoting_config)
                     )
                 else:
                     logger.warning("Quality check missingValues is only supported at field level")
@@ -784,7 +850,7 @@ def check_quality_list(
 
 
 def prepare_query(
-    quality: Quality,
+    quality: DataQuality,
     model_name: str,
     field_name: str = None,
     quoting_config: QuotingConfig = QuotingConfig(),
@@ -812,7 +878,6 @@ def prepare_query(
     query = re.sub(r'["\']?\$?\{model}["\']?', model_name_for_soda, query)
     query = re.sub(r'["\']?\$?\{table}["\']?', model_name_for_soda, query)
 
-    # Handle {schema} and ${schema} placeholder - use server schema if available
     if server and server.schema_:
         if quoting_config.quote_model_name:
             schema_name_for_soda = f'"{server.schema_}"'
@@ -822,7 +887,6 @@ def prepare_query(
             schema_name_for_soda = server.schema_
         query = re.sub(r'["\']?\$?\{schema}["\']?', schema_name_for_soda, query)
     else:
-        # Fallback to model name for backward compatibility
         query = re.sub(r'["\']?\$?\{schema}["\']?', model_name_for_soda, query)
 
     if field_name is not None:
@@ -833,7 +897,7 @@ def prepare_query(
     return query
 
 
-def to_sodacl_threshold(quality: Quality) -> str | None:
+def to_sodacl_threshold(quality: DataQuality) -> str | None:
     if quality.mustBe is not None:
         return f"= {quality.mustBe}"
     if quality.mustNotBe is not None:
@@ -842,14 +906,10 @@ def to_sodacl_threshold(quality: Quality) -> str | None:
         return f"> {quality.mustBeGreaterThan}"
     if quality.mustBeGreaterOrEqualTo is not None:
         return f">= {quality.mustBeGreaterOrEqualTo}"
-    if quality.mustBeGreaterThanOrEqualTo is not None:
-        return f">= {quality.mustBeGreaterThanOrEqualTo}"
     if quality.mustBeLessThan is not None:
         return f"< {quality.mustBeLessThan}"
     if quality.mustBeLessOrEqualTo is not None:
         return f"<= {quality.mustBeLessOrEqualTo}"
-    if quality.mustBeLessThanOrEqualTo is not None:
-        return f"<= {quality.mustBeLessThanOrEqualTo}"
     if quality.mustBeBetween is not None:
         if len(quality.mustBeBetween) != 2:
             logger.warning(
@@ -867,195 +927,202 @@ def to_sodacl_threshold(quality: Quality) -> str | None:
     return None
 
 
-def to_servicelevel_checks(data_contract_spec: DataContractSpecification) -> List[Check]:
+def _get_schema_by_name(data_contract: OpenDataContractStandard, name: str) -> Optional[SchemaObject]:
+    """Get a schema object by name from the data contract."""
+    if data_contract.schema_ is None:
+        return None
+    return next((s for s in data_contract.schema_ if s.name == name), None)
+
+
+def to_servicelevel_checks(data_contract: OpenDataContractStandard) -> List[Check]:
     checks: List[Check] = []
-    if data_contract_spec.servicelevels is None:
+    if data_contract.slaProperties is None:
         return checks
-    if data_contract_spec.servicelevels.freshness is not None:
-        checks.append(to_servicelevel_freshness_check(data_contract_spec))
-    if data_contract_spec.servicelevels.retention is not None:
-        checks.append(to_servicelevel_retention_check(data_contract_spec))
-    # only return checks that are not None
-    return [check for check in checks if check is not None]
 
+    for sla in data_contract.slaProperties:
+        if sla.property == "freshness":
+            check = to_sla_freshness_check(data_contract, sla)
+            if check is not None:
+                checks.append(check)
+        elif sla.property == "retention":
+            check = to_servicelevel_retention_check(data_contract, sla)
+            if check is not None:
+                checks.append(check)
+
+    return checks
 
-def to_servicelevel_freshness_check(data_contract_spec: DataContractSpecification) -> Check | None:
-    if data_contract_spec.servicelevels.freshness.timestampField is None:
+
+def to_sla_freshness_check(data_contract: OpenDataContractStandard, sla) -> Check | None:
+    """Create a freshness check from an ODCS latency SLA property."""
+    if sla.element is None:
+        logger.info("slaProperties.latency.element is not defined, skipping freshness check")
         return None
-    freshness_threshold = data_contract_spec.servicelevels.freshness.threshold
-    if freshness_threshold is None:
-        logger.info("servicelevel.freshness.threshold is not defined")
+
+    if sla.value is None:
+        logger.info("slaProperties.latency.value is not defined, skipping freshness check")
         return None
 
-    if not (
-        "d" in freshness_threshold
-        or "D" in freshness_threshold
-        or "h" in freshness_threshold
-        or "H" in freshness_threshold
-        or "m" in freshness_threshold
-        or "M" in freshness_threshold
-    ):
-        logger.info("servicelevel.freshness.threshold must be in days, hours, or minutes (e.g., PT1H, or 1h)")
+    # Parse element to get model and field (e.g., "my_table.field_three")
+    element = sla.element
+    if "." not in element:
+        logger.info("slaProperties.latency.element is not fully qualified (model.field), skipping freshness check")
         return None
-    timestamp_field_fully_qualified = data_contract_spec.servicelevels.freshness.timestampField
-    if "." not in timestamp_field_fully_qualified:
-        logger.info("servicelevel.freshness.timestampField is not fully qualified, skipping freshness check")
+
+    if element.count(".") > 1:
+        logger.info("slaProperties.latency.element contains multiple dots, which is currently not supported")
         return None
-    if timestamp_field_fully_qualified.count(".") > 1:
-        logger.info(
-            "servicelevel.freshness.timestampField contains multiple dots, which is currently not supported, skipping freshness check"
-        )
+
+    model_name = element.split(".")[0]
+    field_name = element.split(".")[1]
+
+    # Verify the model exists
+    schema = _get_schema_by_name(data_contract, model_name)
+    if schema is None:
+        logger.info(f"Model {model_name} not found in schema, skipping freshness check")
         return None
-    model_name = timestamp_field_fully_qualified.split(".")[0]
-    field_name = timestamp_field_fully_qualified.split(".")[1]
-    threshold = freshness_threshold
-    threshold = threshold.replace("P", "")
-    threshold = threshold.replace("T", "")
-    threshold = threshold.lower()
-    if model_name not in data_contract_spec.models:
-        logger.info(f"Model {model_name} not found in data_contract_spec.models, skipping freshness check")
+
+    # Build threshold from value and unit
+    unit = sla.unit.lower() if sla.unit else "d"
+    value = sla.value
+
+    # Normalize unit to soda format (d, h, m)
+    if unit in ["d", "day", "days"]:
+        threshold = f"{value}d"
+    elif unit in ["h", "hr", "hour", "hours"]:
+        threshold = f"{value}h"
+    elif unit in ["m", "min", "minute", "minutes"]:
+        threshold = f"{value}m"
+    else:
+        logger.info(f"Unsupported unit {unit} for freshness check, must be days, hours, or minutes")
         return None
 
     check_type = "servicelevel_freshness"
     check_key = "servicelevel_freshness"
-
     sodacl_check_dict = {
-        checks_for(model_name, QuotingConfig(), check_type): [
+        f"checks for {model_name}": [
             {
                 f"freshness({field_name}) < {threshold}": {
                     "name": check_key,
                 },
             }
-        ]
+        ],
     }
     return Check(
         id=str(uuid.uuid4()),
         key=check_key,
         category="servicelevel",
         type=check_type,
-        name="Freshness",
+        name=f"Freshness of {model_name}.{field_name} < {threshold}",
         model=model_name,
+        field=field_name,
         engine="soda",
         language="sodacl",
         implementation=yaml.dump(sodacl_check_dict),
     )
 
 
-def to_servicelevel_retention_check(data_contract_spec) -> Check | None:
-    if data_contract_spec.servicelevels.retention is None:
-        return None
-    if data_contract_spec.servicelevels.retention.unlimited is True:
+def to_servicelevel_retention_check(data_contract: OpenDataContractStandard, sla) -> Check | None:
+    """Create a retention check from an ODCS retention SLA property."""
+    if sla.element is None:
+        logger.info("slaProperties.retention.element is not defined, skipping retention check")
         return None
-    if data_contract_spec.servicelevels.retention.timestampField is None:
-        logger.info("servicelevel.retention.timestampField is not defined")
+
+    if sla.value is None:
+        logger.info("slaProperties.retention.value is not defined, skipping retention check")
         return None
-    if data_contract_spec.servicelevels.retention.period is None:
-        logger.info("servicelevel.retention.period is not defined")
+
+    # Parse element to get model and field (e.g., "orders.processed_timestamp")
+    element = sla.element
+    if "." not in element:
+        logger.info("slaProperties.retention.element is not fully qualified (model.field), skipping retention check")
         return None
-    timestamp_field_fully_qualified = data_contract_spec.servicelevels.retention.timestampField
-    if "." not in timestamp_field_fully_qualified:
-        logger.info("servicelevel.retention.timestampField is not fully qualified, skipping retention check")
+
+    if element.count(".") > 1:
+        logger.info("slaProperties.retention.element contains multiple dots, which is currently not supported")
         return None
-    if timestamp_field_fully_qualified.count(".") > 1:
-        logger.info(
-            "servicelevel.retention.timestampField contains multiple dots, which is currently not supported, skipping retention check"
-        )
+
+    model_name = element.split(".")[0]
+    field_name = element.split(".")[1]
+
+    # Verify the model exists
+    schema = _get_schema_by_name(data_contract, model_name)
+    if schema is None:
+        logger.info(f"Model {model_name} not found in schema, skipping retention check")
         return None
 
-    model_name = timestamp_field_fully_qualified.split(".")[0]
-    field_name = timestamp_field_fully_qualified.split(".")[1]
-    period = data_contract_spec.servicelevels.retention.period
-    period_in_seconds = period_to_seconds(period)
-    if model_name not in data_contract_spec.models:
-        logger.info(f"Model {model_name} not found in data_contract_spec.models, skipping retention check")
+    # Parse ISO 8601 duration to seconds
+    retention_period = sla.value
+    seconds = _parse_iso8601_to_seconds(retention_period)
+    if seconds is None:
+        logger.info(f"Could not parse retention period {retention_period}, skipping retention check")
         return None
+
     check_type = "servicelevel_retention"
     check_key = "servicelevel_retention"
     sodacl_check_dict = {
-        checks_for(model_name, QuotingConfig(), check_type): [
+        f"checks for {model_name}": [
             {
-                f"orders_servicelevel_retention < {period_in_seconds}": {
-                    "orders_servicelevel_retention expression": f"TIMESTAMPDIFF(SECOND, MIN({field_name}), CURRENT_TIMESTAMP)",
+                f"{model_name}_servicelevel_retention < {seconds}": {
                     "name": check_key,
-                }
-            },
-        ]
+                    f"{model_name}_servicelevel_retention expression": f"TIMESTAMPDIFF(SECOND, MIN({field_name}), CURRENT_TIMESTAMP)",
+                },
+            }
+        ],
     }
     return Check(
         id=str(uuid.uuid4()),
         key=check_key,
         category="servicelevel",
         type=check_type,
-        name=f"Retention: Oldest entry has a max age of {period}",
+        name=f"Retention of {model_name}.{field_name} < {seconds}s",
         model=model_name,
+        field=field_name,
         engine="soda",
         language="sodacl",
         implementation=yaml.dump(sodacl_check_dict),
     )
 
 
-def period_to_seconds(period: str) -> int | None:
+def _parse_iso8601_to_seconds(duration: str) -> int | None:
+    """Parse ISO 8601 duration to seconds."""
+    if not duration:
+        return None
+
+    duration = duration.upper()
+
+    # Simple patterns: P1Y, P1M, P1D, PT1H, PT1M, PT1S
+    # For simplicity, we support only single unit durations
     import re
 
-    # if period is None:
-    #     return None
-    # if period is in form "30d" or "24h" or "60m"
-    if re.match(r"^\d+[dhm]$", period):
-        if period[-1] == "d":
-            return int(period[:-1]) * 86400
-        if period[-1] == "h":
-            return int(period[:-1]) * 3600
-        if period[-1] == "m":
-            return int(period[:-1]) * 60
-    # if it is in iso period format (do not use isodate, can also be years)
-    iso_period_regex = re.compile(
-        r"P(?:(?P\d+)Y)?(?:(?P\d+)M)?(?:(?P\d+)D)?"
-        r"(?:T(?:(?P\d+)H)?(?:(?P\d+)M)?(?:(?P\d+)S)?)?"
-    )
-    match = iso_period_regex.match(period)
+    # Year
+    match = re.match(r"P(\d+)Y", duration)
     if match:
-        years = int(match.group("years") or 0)
-        months = int(match.group("months") or 0)
-        days = int(match.group("days") or 0)
-        hours = int(match.group("hours") or 0)
-        minutes = int(match.group("minutes") or 0)
-        seconds = int(match.group("seconds") or 0)
-
-        # Convert everything to seconds
-        total_seconds = (
-            years * 365 * 86400  # Approximate conversion of years to seconds
-            + months * 30 * 86400  # Approximate conversion of months to seconds
-            + days * 86400
-            + hours * 3600
-            + minutes * 60
-            + seconds
-        )
-        return total_seconds
+        return int(match.group(1)) * 365 * 24 * 60 * 60
 
-    return None
+    # Month (approximate as 30 days)
+    match = re.match(r"P(\d+)M", duration)
+    if match:
+        return int(match.group(1)) * 30 * 24 * 60 * 60
 
+    # Day
+    match = re.match(r"P(\d+)D", duration)
+    if match:
+        return int(match.group(1)) * 24 * 60 * 60
 
-# These are deprecated root-level quality specifications, use the model-level and field-level quality fields instead
-def to_quality_check(data_contract_spec) -> Check | None:
-    if data_contract_spec.quality is None:
-        return None
-    if data_contract_spec.quality.type is None:
-        return None
-    if data_contract_spec.quality.type.lower() != "sodacl":
-        return None
-    if isinstance(data_contract_spec.quality.specification, str):
-        quality_specification = yaml.safe_load(data_contract_spec.quality.specification)
-    else:
-        quality_specification = data_contract_spec.quality.specification
+    # Hour
+    match = re.match(r"PT(\d+)H", duration)
+    if match:
+        return int(match.group(1)) * 60 * 60
+
+    # Minute
+    match = re.match(r"PT(\d+)M", duration)
+    if match:
+        return int(match.group(1)) * 60
+
+    # Second
+    match = re.match(r"PT(\d+)S", duration)
+    if match:
+        return int(match.group(1))
+
+    return None
 
-    return Check(
-        id=str(uuid.uuid4()),
-        key="quality__sodacl",
-        category="quality",
-        type="quality",
-        name="Quality Check",
-        model=None,
-        engine="soda",
-        language="sodacl",
-        implementation=yaml.dump(quality_specification),
-    )
diff --git a/datacontract/engines/data_contract_test.py b/datacontract/engines/data_contract_test.py
index 2b65e8d44..cf9fdaf73 100644
--- a/datacontract/engines/data_contract_test.py
+++ b/datacontract/engines/data_contract_test.py
@@ -5,6 +5,7 @@
 
 import requests
 from duckdb.duckdb import DuckDBPyConnection
+from open_data_contract_standard.model import OpenDataContractStandard, Server
 
 from datacontract.engines.data_contract_checks import create_checks
 
@@ -16,70 +17,71 @@
 )
 from datacontract.engines.fastjsonschema.check_jsonschema import check_jsonschema
 from datacontract.engines.soda.check_soda_execute import check_soda_execute
-from datacontract.model.data_contract_specification import DataContractSpecification, Server
 from datacontract.model.exceptions import DataContractException
 from datacontract.model.run import ResultEnum, Run
 
 
 def execute_data_contract_test(
-    data_contract_specification: DataContractSpecification,
+    data_contract: OpenDataContractStandard,
     run: Run,
     server_name: str = None,
     spark: "SparkSession" = None,
     duckdb_connection: DuckDBPyConnection = None,
 ):
-    if data_contract_specification.models is None or len(data_contract_specification.models) == 0:
+    if data_contract.schema_ is None or len(data_contract.schema_) == 0:
         raise DataContractException(
             type="lint",
             name="Check that data contract contains models",
             result=ResultEnum.warning,
-            reason="Models block is missing. Skip executing tests.",
+            reason="Schema block is missing. Skip executing tests.",
             engine="datacontract",
         )
     if (
         server_name is None
-        and data_contract_specification.servers is not None
-        and len(data_contract_specification.servers) > 0
+        and data_contract.servers is not None
+        and len(data_contract.servers) > 0
     ):
-        server_name = list(data_contract_specification.servers.keys())[0]
-    server = get_server(data_contract_specification, server_name)
-    run.log_info(f"Running tests for data contract {data_contract_specification.id} with server {server_name}")
-    run.dataContractId = data_contract_specification.id
-    run.dataContractVersion = data_contract_specification.info.version
-    run.dataProductId = server.dataProductId
-    run.outputPortId = server.outputPortId
+        server_name = data_contract.servers[0].server
+    server = get_server(data_contract, server_name)
+    run.log_info(f"Running tests for data contract {data_contract.id} with server {server_name}")
+    run.dataContractId = data_contract.id
+    run.dataContractVersion = data_contract.version
+    run.dataProductId = data_contract.dataProduct
+    run.outputPortId = None  # ODCS doesn't have outputPortId
     run.server = server_name
 
     if server.type == "api":
         server = process_api_response(run, server)
 
-    run.checks.extend(create_checks(data_contract_specification, server))
+    run.checks.extend(create_checks(data_contract, server))
 
     # TODO check server is supported type for nicer error messages
     # TODO check server credentials are complete for nicer error messages
     if server.format == "json" and server.type != "kafka":
-        check_jsonschema(run, data_contract_specification, server)
-    check_soda_execute(run, data_contract_specification, server, spark, duckdb_connection)
+        check_jsonschema(run, data_contract, server)
+    check_soda_execute(run, data_contract, server, spark, duckdb_connection)
 
 
-def get_server(data_contract_specification: DataContractSpecification, server_name: str = None) -> Server | None:
-    """Get the server configuration from the data contract specification.
+def get_server(data_contract: OpenDataContractStandard, server_name: str = None) -> Server | None:
+    """Get the server configuration from the data contract.
 
     Args:
-        data_contract_specification: The data contract specification
+        data_contract: The data contract
         server_name: Optional name of the server to use. If not provided, uses the first server.
 
     Returns:
         The selected server configuration
     """
 
-    check_that_datacontract_contains_valid_server_configuration(data_contract_specification, server_name)
+    check_that_datacontract_contains_valid_server_configuration(data_contract, server_name)
+
+    if data_contract.servers is None:
+        return None
 
     if server_name is not None:
-        server = data_contract_specification.servers.get(server_name)
+        server = next((s for s in data_contract.servers if s.server == server_name), None)
     else:
-        server_name = list(data_contract_specification.servers.keys())[0]
-        server = data_contract_specification.servers.get(server_name)
+        server = data_contract.servers[0] if data_contract.servers else None
     return server
 
 
@@ -103,11 +105,10 @@ def process_api_response(run, server):
     with open(f"{tmp_dir.name}/api_response.json", "w") as f:
         f.write(response.text)
     run.log_info(f"Saved API response to {tmp_dir.name}/api_response.json")
-    server = Server(
+    new_server = Server(
+        server="api_local",
         type="local",
         format="json",
         path=f"{tmp_dir.name}/api_response.json",
-        dataProductId=server.dataProductId,
-        outputPortId=server.outputPortId,
     )
-    return server
+    return new_server
diff --git a/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py b/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py
index 780f402be..082938b57 100644
--- a/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py
+++ b/datacontract/engines/datacontract/check_that_datacontract_contains_valid_servers_configuration.py
@@ -1,9 +1,10 @@
-from datacontract.model.data_contract_specification import DataContractSpecification
+from open_data_contract_standard.model import OpenDataContractStandard
+
 from datacontract.model.exceptions import DataContractException
 
 
 def check_that_datacontract_contains_valid_server_configuration(
-    data_contract: DataContractSpecification, server_name: str | None
+    data_contract: OpenDataContractStandard, server_name: str | None
 ):
     if data_contract.servers is None or len(data_contract.servers) == 0:
         raise DataContractException(
@@ -21,14 +22,17 @@ def check_that_datacontract_contains_valid_server_configuration(
             reason="Data contract contains multiple server configurations. Specify the server you want to test. Skip executing tests.",
             engine="datacontract",
         )
-    if server_name is not None and server_name not in data_contract.servers:
-        raise DataContractException(
-            type="lint",
-            name="Check that data contract contains valid servers configuration",
-            result="warning",
-            reason=f"Cannot find server '{server_name}' in the data contract servers configuration. Skip executing tests.",
-            engine="datacontract",
-        )
+    if server_name is not None:
+        # Check if server_name exists in the servers list
+        server_names = [s.server for s in data_contract.servers if s.server]
+        if server_name not in server_names:
+            raise DataContractException(
+                type="lint",
+                name="Check that data contract contains valid servers configuration",
+                result="warning",
+                reason=f"Cannot find server '{server_name}' in the data contract servers configuration. Skip executing tests.",
+                engine="datacontract",
+            )
 
 
 #     TODO check for server.type, if all required fields are present
diff --git a/datacontract/engines/fastjsonschema/check_jsonschema.py b/datacontract/engines/fastjsonschema/check_jsonschema.py
index 087171aea..d2971ce2f 100644
--- a/datacontract/engines/fastjsonschema/check_jsonschema.py
+++ b/datacontract/engines/fastjsonschema/check_jsonschema.py
@@ -7,10 +7,10 @@
 
 import fastjsonschema
 from fastjsonschema import JsonSchemaValueException
+from open_data_contract_standard.model import OpenDataContractStandard, Server
 
 from datacontract.engines.fastjsonschema.s3.s3_read_files import yield_s3_files
-from datacontract.export.jsonschema_converter import to_jsonschema
-from datacontract.model.data_contract_specification import DataContractSpecification, Server
+from datacontract.export.jsonschema_exporter import to_jsonschema
 from datacontract.model.exceptions import DataContractException
 from datacontract.model.run import Check, ResultEnum, Run
 
@@ -231,7 +231,7 @@ def process_s3_file(run, server, schema, model_name, validate):
     process_exceptions(run, exceptions)
 
 
-def check_jsonschema(run: Run, data_contract: DataContractSpecification, server: Server):
+def check_jsonschema(run: Run, data_contract: OpenDataContractStandard, server: Server):
     run.log_info("Running engine jsonschema")
 
     # Early exit conditions
@@ -248,14 +248,15 @@ def check_jsonschema(run: Run, data_contract: DataContractSpecification, server:
         run.log_warn("jsonschema: Server format is not 'json'. Skip jsonschema checks.")
         return
 
-    if not data_contract.models:
-        run.log_warn("jsonschema: No models found. Skip jsonschema checks.")
+    if not data_contract.schema_:
+        run.log_warn("jsonschema: No schema found. Skip jsonschema checks.")
         return
 
-    for model_name, model in iter(data_contract.models.items()):
+    for schema_obj in data_contract.schema_:
+        model_name = schema_obj.name
         # Process the model
         run.log_info(f"jsonschema: Converting model {model_name} to JSON Schema")
-        schema = to_jsonschema(model_name, model)
+        schema = to_jsonschema(model_name, schema_obj)
         run.log_info(f"jsonschema: {schema}")
 
         validate = fastjsonschema.compile(
diff --git a/datacontract/engines/soda/check_soda_execute.py b/datacontract/engines/soda/check_soda_execute.py
index 28ef3934b..ea143ec21 100644
--- a/datacontract/engines/soda/check_soda_execute.py
+++ b/datacontract/engines/soda/check_soda_execute.py
@@ -9,6 +9,7 @@
     from pyspark.sql import SparkSession
 
 from duckdb.duckdb import DuckDBPyConnection
+from open_data_contract_standard.model import OpenDataContractStandard, Server
 
 from datacontract.engines.soda.connections.bigquery import to_bigquery_soda_configuration
 from datacontract.engines.soda.connections.databricks import to_databricks_soda_configuration
@@ -18,14 +19,13 @@
 from datacontract.engines.soda.connections.snowflake import to_snowflake_soda_configuration
 from datacontract.engines.soda.connections.sqlserver import to_sqlserver_soda_configuration
 from datacontract.engines.soda.connections.trino import to_trino_soda_configuration
-from datacontract.export.sodacl_converter import to_sodacl_yaml
-from datacontract.model.data_contract_specification import DataContractSpecification, Server
+from datacontract.export.sodacl_exporter import to_sodacl_yaml
 from datacontract.model.run import Check, Log, ResultEnum, Run
 
 
 def check_soda_execute(
     run: Run,
-    data_contract: DataContractSpecification,
+    data_contract: OpenDataContractStandard,
     server: Server,
     spark: "SparkSession" = None,
     duckdb_connection: DuckDBPyConnection = None,
diff --git a/datacontract/engines/soda/connections/duckdb_connection.py b/datacontract/engines/soda/connections/duckdb_connection.py
index adda9cb97..a46bf253f 100644
--- a/datacontract/engines/soda/connections/duckdb_connection.py
+++ b/datacontract/engines/soda/connections/duckdb_connection.py
@@ -1,15 +1,15 @@
 import os
-from typing import Any, Dict
+from typing import Any, List, Optional
 
 import duckdb
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty, Server
 
 from datacontract.export.duckdb_type_converter import convert_to_duckdb_csv_type, convert_to_duckdb_json_type
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server
 from datacontract.model.run import Run
 
 
 def get_duckdb_connection(
-    data_contract: DataContractSpecification,
+    data_contract: OpenDataContractStandard,
     server: Server,
     run: Run,
     duckdb_connection: duckdb.DuckDBPyConnection | None = None,
@@ -31,99 +31,113 @@ def get_duckdb_connection(
     if server.type == "azure":
         path = server.location
         setup_azure_connection(con, server)
-    for model_name, model in data_contract.models.items():
-        model_path = path
-        if "{model}" in model_path:
-            model_path = model_path.format(model=model_name)
-        run.log_info(f"Creating table {model_name} for {model_path}")
-
-        if server.format == "json":
-            json_format = "auto"
-            if server.delimiter == "new_line":
-                json_format = "newline_delimited"
-            elif server.delimiter == "array":
-                json_format = "array"
-            columns = to_json_types(model)
-            if columns is None:
+
+    if data_contract.schema_:
+        for schema_obj in data_contract.schema_:
+            model_name = schema_obj.name
+            model_path = path
+            if "{model}" in model_path:
+                model_path = model_path.format(model=model_name)
+            run.log_info(f"Creating table {model_name} for {model_path}")
+
+            if server.format == "json":
+                json_format = "auto"
+                if server.delimiter == "new_line":
+                    json_format = "newline_delimited"
+                elif server.delimiter == "array":
+                    json_format = "array"
+                columns = to_json_types(schema_obj)
+                if columns is None:
+                    con.sql(f"""
+                            CREATE VIEW "{model_name}" AS SELECT * FROM read_json_auto('{model_path}', format='{json_format}', hive_partitioning=1);
+                            """)
+                else:
+                    con.sql(
+                        f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_json_auto('{model_path}', format='{json_format}', columns={columns}, hive_partitioning=1);"""
+                    )
+                    add_nested_views(con, model_name, schema_obj.properties)
+            elif server.format == "parquet":
                 con.sql(f"""
-                        CREATE VIEW "{model_name}" AS SELECT * FROM read_json_auto('{model_path}', format='{json_format}', hive_partitioning=1);
-                        """)
-            else:
-                con.sql(
-                    f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_json_auto('{model_path}', format='{json_format}', columns={columns}, hive_partitioning=1);"""
-                )
-                add_nested_views(con, model_name, model.fields)
-        elif server.format == "parquet":
-            con.sql(f"""
-                        CREATE VIEW "{model_name}" AS SELECT * FROM read_parquet('{model_path}', hive_partitioning=1);
-                        """)
-        elif server.format == "csv":
-            columns = to_csv_types(model)
-            run.log_info("Using columns: " + str(columns))
-            if columns is None:
-                con.sql(
-                    f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1);"""
-                )
-            else:
-                con.sql(
-                    f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1, columns={columns});"""
-                )
-        elif server.format == "delta":
-            con.sql("update extensions;")  # Make sure we have the latest delta extension
-            con.sql(f"""CREATE VIEW "{model_name}" AS SELECT * FROM delta_scan('{model_path}');""")
-        table_info = con.sql(f"PRAGMA table_info('{model_name}');").fetchdf()
-        if table_info is not None and not table_info.empty:
-            run.log_info(f"DuckDB Table Info: {table_info.to_string(index=False)}")
+                            CREATE VIEW "{model_name}" AS SELECT * FROM read_parquet('{model_path}', hive_partitioning=1);
+                            """)
+            elif server.format == "csv":
+                columns = to_csv_types(schema_obj)
+                run.log_info("Using columns: " + str(columns))
+                if columns is None:
+                    con.sql(
+                        f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1);"""
+                    )
+                else:
+                    con.sql(
+                        f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1, columns={columns});"""
+                    )
+            elif server.format == "delta":
+                con.sql("update extensions;")  # Make sure we have the latest delta extension
+                con.sql(f"""CREATE VIEW "{model_name}" AS SELECT * FROM delta_scan('{model_path}');""")
+            table_info = con.sql(f"PRAGMA table_info('{model_name}');").fetchdf()
+            if table_info is not None and not table_info.empty:
+                run.log_info(f"DuckDB Table Info: {table_info.to_string(index=False)}")
     return con
 
 
-def to_csv_types(model) -> dict[Any, str | None] | None:
-    if model is None:
+def to_csv_types(schema_obj: SchemaObject) -> dict[Any, str | None] | None:
+    if schema_obj is None:
         return None
     columns = {}
-    # ['SQLNULL', 'BOOLEAN', 'BIGINT', 'DOUBLE', 'TIME', 'DATE', 'TIMESTAMP', 'VARCHAR']
-    for field_name, field in model.fields.items():
-        columns[field_name] = convert_to_duckdb_csv_type(field)
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            columns[prop.name] = convert_to_duckdb_csv_type(prop)
     return columns
 
 
-def to_json_types(model: Model) -> dict[Any, str | None] | None:
-    if model is None:
+def to_json_types(schema_obj: SchemaObject) -> dict[Any, str | None] | None:
+    if schema_obj is None:
         return None
     columns = {}
-    for field_name, field in model.fields.items():
-        columns[field_name] = convert_to_duckdb_json_type(field)
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            columns[prop.name] = convert_to_duckdb_json_type(prop)
     return columns
 
 
-def add_nested_views(con: duckdb.DuckDBPyConnection, model_name: str, fields: Dict[str, Field] | None):
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property. Prefers physicalType for accurate type checking."""
+    if prop.physicalType:
+        return prop.physicalType
+    if prop.logicalType:
+        return prop.logicalType
+    return None
+
+
+def add_nested_views(con: duckdb.DuckDBPyConnection, model_name: str, properties: List[SchemaProperty] | None):
     model_name = model_name.strip('"')
-    if fields is None:
+    if properties is None:
         return
-    for field_name, field in fields.items():
-        if field.type is None or field.type.lower() not in ["array", "object"]:
+    for prop in properties:
+        prop_type = _get_type(prop)
+        if prop_type is None or prop_type.lower() not in ["array", "object"]:
             continue
-        field_type = field.type.lower()
-        if field_type == "array" and field.items is None:
+        field_type = prop_type.lower()
+        if field_type == "array" and prop.items is None:
             continue
-        elif field_type == "object" and (field.fields is None or len(field.fields) == 0):
+        elif field_type == "object" and (prop.properties is None or len(prop.properties) == 0):
             continue
 
-        nested_model_name = f"{model_name}__{field_name}"
+        nested_model_name = f"{model_name}__{prop.name}"
         max_depth = 2 if field_type == "array" else 1
 
-        ## if parent field is not required, the nested objects may respolve
+        ## if parent field is not required, the nested objects may resolve
         ## to a row of NULLs -- but if the objects themselves have required
         ## fields, this will fail the check.
-        where = "" if field.required else f" WHERE {field_name} IS NOT NULL"
+        where = "" if prop.required else f" WHERE {prop.name} IS NOT NULL"
         con.sql(f"""
             CREATE VIEW IF NOT EXISTS "{nested_model_name}" AS
-            SELECT unnest({field_name}, max_depth := {max_depth}) as {field_name} FROM "{model_name}" {where}
+            SELECT unnest({prop.name}, max_depth := {max_depth}) as {prop.name} FROM "{model_name}" {where}
             """)
         if field_type == "array":
-            add_nested_views(con, nested_model_name, field.items.fields)
+            add_nested_views(con, nested_model_name, prop.items.properties if prop.items else None)
         elif field_type == "object":
-            add_nested_views(con, nested_model_name, field.fields)
+            add_nested_views(con, nested_model_name, prop.properties)
 
 
 def setup_s3_connection(con, server):
@@ -169,20 +183,6 @@ def setup_s3_connection(con, server):
                 );
             """)
 
-    #     con.sql(f"""
-    #                 SET s3_region = '{s3_region}';
-    #                 SET s3_access_key_id = '{s3_access_key_id}';
-    #                 SET s3_secret_access_key = '{s3_secret_access_key}';
-    #                 """)
-    # else:
-    #     con.sql("""
-    #                 RESET s3_region;
-    #                 RESET s3_access_key_id;
-    #                 RESET s3_secret_access_key;
-    #     """)
-    # con.sql("RESET s3_session_token")
-    # print(con.sql("SELECT * FROM duckdb_settings() WHERE name like 's3%'"))
-
 
 def setup_gcs_connection(con, server):
     key_id = os.getenv("DATACONTRACT_GCS_KEY_ID")
diff --git a/datacontract/engines/soda/connections/kafka.py b/datacontract/engines/soda/connections/kafka.py
index 94c1ce24d..3f5eff673 100644
--- a/datacontract/engines/soda/connections/kafka.py
+++ b/datacontract/engines/soda/connections/kafka.py
@@ -2,9 +2,11 @@
 import logging
 import os
 import tempfile
+from typing import List, Optional
 
-from datacontract.export.avro_converter import to_avro_schema_json
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Server
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty, Server
+
+from datacontract.export.avro_exporter import to_avro_schema_json
 from datacontract.model.exceptions import DataContractException
 from datacontract.model.run import ResultEnum
 
@@ -33,6 +35,8 @@ def create_spark_session():
         .config("spark.sql.warehouse.dir", f"{tmp_dir}/spark-warehouse")
         .config("spark.streaming.stopGracefullyOnShutdown", "true")
         .config("spark.ui.enabled", "false")
+        .config("spark.driver.bindAddress", "127.0.0.1")
+        .config("spark.driver.host", "127.0.0.1")
         .config(
             "spark.jars.packages",
             f"org.apache.spark:spark-sql-kafka-0-10_2.12:{pyspark_version},org.apache.spark:spark-avro_2.12:{pyspark_version}",
@@ -44,26 +48,37 @@ def create_spark_session():
     return spark
 
 
-def read_kafka_topic(spark, data_contract: DataContractSpecification, server: Server):
+def read_kafka_topic(spark, data_contract: OpenDataContractStandard, server: Server):
     """Read and process data from a Kafka topic based on the server configuration."""
 
-    logging.info("Reading data from Kafka server %s topic %s", server.host, server.topic)
+    if not data_contract.schema_ or len(data_contract.schema_) == 0:
+        raise DataContractException(
+            type="test",
+            name="Configuring Kafka checks",
+            result="warning",
+            reason="No schema defined in data contract. Skip executing tests.",
+            engine="datacontract",
+        )
+
+    schema_obj = data_contract.schema_[0]
+    model_name = schema_obj.name
+    topic = schema_obj.physicalName or schema_obj.name
+
+    logging.info("Reading data from Kafka server %s topic %s", server.host, topic)
     df = (
         spark.read.format("kafka")
         .options(**get_auth_options())
         .option("kafka.bootstrap.servers", server.host)
-        .option("subscribe", server.topic)
+        .option("subscribe", topic)
         .option("startingOffsets", "earliest")
         .load()
     )
 
-    model_name, model = next(iter(data_contract.models.items()))
-
     match server.format:
         case "avro":
-            process_avro_format(df, model_name, model)
+            process_avro_format(df, model_name, schema_obj)
         case "json":
-            process_json_format(df, model_name, model)
+            process_json_format(df, model_name, schema_obj)
         case _:
             raise DataContractException(
                 type="test",
@@ -74,7 +89,7 @@ def read_kafka_topic(spark, data_contract: DataContractSpecification, server: Se
             )
 
 
-def process_avro_format(df, model_name, model):
+def process_avro_format(df, model_name: str, schema_obj: SchemaObject):
     try:
         from pyspark.sql.avro.functions import from_avro
         from pyspark.sql.functions import col, expr
@@ -88,7 +103,7 @@ def process_avro_format(df, model_name, model):
             original_exception=e,
         )
 
-    avro_schema = to_avro_schema_json(model_name, model)
+    avro_schema = to_avro_schema_json(model_name, schema_obj)
     df2 = df.withColumn("fixedValue", expr("substring(value, 6, length(value)-5)"))
     options = {"mode": "PERMISSIVE"}
     df2.select(from_avro(col("fixedValue"), avro_schema, options).alias("avro")).select(
@@ -96,7 +111,7 @@ def process_avro_format(df, model_name, model):
     ).createOrReplaceTempView(model_name)
 
 
-def process_json_format(df, model_name, model):
+def process_json_format(df, model_name: str, schema_obj: SchemaObject):
     try:
         from pyspark.sql.functions import col, from_json
     except ImportError as e:
@@ -109,7 +124,7 @@ def process_json_format(df, model_name, model):
             original_exception=e,
         )
 
-    struct_type = to_struct_type(model.fields)
+    struct_type = to_struct_type(schema_obj.properties or [])
     df.selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)").select(
         from_json(col("value"), struct_type, {"mode": "PERMISSIVE"}).alias("json")
     ).select(col("json.*")).createOrReplaceTempView(model_name)
@@ -154,7 +169,16 @@ def get_auth_options():
     }
 
 
-def to_struct_type(fields):
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property. Prefers physicalType for accurate type checking."""
+    if prop.physicalType:
+        return prop.physicalType
+    if prop.logicalType:
+        return prop.logicalType
+    return None
+
+
+def to_struct_type(properties: List[SchemaProperty]):
     try:
         from pyspark.sql.types import StructType
     except ImportError as e:
@@ -168,10 +192,10 @@ def to_struct_type(fields):
         )
 
     """Convert field definitions to Spark StructType."""
-    return StructType([to_struct_field(field_name, field) for field_name, field in fields.items()])
+    return StructType([to_struct_field(prop.name, prop) for prop in properties])
 
 
-def to_struct_field(field_name: str, field: Field):
+def to_struct_field(field_name: str, prop: SchemaProperty):
     try:
         from pyspark.sql.types import (
             ArrayType,
@@ -201,7 +225,8 @@ def to_struct_field(field_name: str, field: Field):
         )
 
     """Map field definitions to Spark StructField using match-case."""
-    match field.type:
+    field_type = _get_type(prop)
+    match field_type:
         case "string" | "varchar" | "text":
             data_type = StringType()
         case "number" | "decimal" | "numeric":
@@ -223,23 +248,19 @@ def to_struct_field(field_name: str, field: Field):
         case "time":
             data_type = DataType()  # Specific handling for time type
         case "object" | "record" | "struct":
-            data_type = StructType(
-                [to_struct_field(sub_field_name, sub_field) for sub_field_name, sub_field in field.fields.items()]
-            )
+            nested_props = prop.properties or []
+            data_type = StructType([to_struct_field(p.name, p) for p in nested_props])
         case "binary":
             data_type = BinaryType()
         case "array":
-            element_type = (
-                StructType(
-                    [to_struct_field(sub_field_name, sub_field) for sub_field_name, sub_field in field.fields.items()]
-                )
-                if field.fields
-                else DataType()
-            )
+            if prop.items and prop.items.properties:
+                element_type = StructType([to_struct_field(p.name, p) for p in prop.items.properties])
+            else:
+                element_type = DataType()
             data_type = ArrayType(element_type)
         case "null":
             data_type = NullType()
         case _:
             data_type = DataType()  # Fallback generic DataType
 
-    return StructField(field_name, data_type, nullable=not field.required)
+    return StructField(field_name, data_type, nullable=not prop.required)
diff --git a/datacontract/engines/soda/connections/oracle.py b/datacontract/engines/soda/connections/oracle.py
index 1f1683051..81d085682 100644
--- a/datacontract/engines/soda/connections/oracle.py
+++ b/datacontract/engines/soda/connections/oracle.py
@@ -1,8 +1,7 @@
 import os
 
 import yaml
-
-from datacontract.model.data_contract_specification import Server
+from open_data_contract_standard.model import Server
 
 
 def initialize_client_and_create_soda_configuration(server: Server) -> str:
@@ -33,7 +32,7 @@ def to_oracle_soda_configuration(server: Server) -> str:
         schema: SYSTEM
     """
 
-    service_name = server.service_name or server.database
+    service_name = server.serviceName or server.database
     # with service account key, using an external json file
     soda_configuration = {
         f"data_source {server.type}": {
diff --git a/datacontract/engines/soda/connections/sqlserver.py b/datacontract/engines/soda/connections/sqlserver.py
index c5c865212..72a3d9c58 100644
--- a/datacontract/engines/soda/connections/sqlserver.py
+++ b/datacontract/engines/soda/connections/sqlserver.py
@@ -1,8 +1,16 @@
 import os
 
 import yaml
+from open_data_contract_standard.model import Server
 
-from datacontract.model.data_contract_specification import Server
+
+def _get_custom_property(server: Server, name: str) -> str | None:
+    """Get a custom property value from server.customProperties."""
+    if server.customProperties:
+        for prop in server.customProperties:
+            if prop.property == name:
+                return prop.value
+    return None
 
 
 def to_sqlserver_soda_configuration(server: Server) -> str:
@@ -35,7 +43,7 @@ def to_sqlserver_soda_configuration(server: Server) -> str:
             "trusted_connection": os.getenv("DATACONTRACT_SQLSERVER_TRUSTED_CONNECTION", False),
             "trust_server_certificate": os.getenv("DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE", False),
             "encrypt": os.getenv("DATACONTRACT_SQLSERVER_ENCRYPTED_CONNECTION", True),
-            "driver": server.driver or os.getenv("DATACONTRACT_SQLSERVER_DRIVER"),
+            "driver": _get_custom_property(server, "driver") or os.getenv("DATACONTRACT_SQLSERVER_DRIVER"),
         }
     }
 
diff --git a/datacontract/export/avro_converter.py b/datacontract/export/avro_converter.py
deleted file mode 100644
index f584216f8..000000000
--- a/datacontract/export/avro_converter.py
+++ /dev/null
@@ -1,138 +0,0 @@
-import json
-
-from datacontract.export.exporter import Exporter, _check_models_for_export
-from datacontract.model.data_contract_specification import Field
-
-
-class AvroExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        model_name, model_value = _check_models_for_export(data_contract, model, self.export_format)
-        return to_avro_schema_json(model_name, model_value)
-
-
-def to_avro_schema(model_name, model) -> dict:
-    return to_avro_record(model_name, model.fields, model.description, model.namespace)
-
-
-def to_avro_schema_json(model_name, model) -> str:
-    schema = to_avro_schema(model_name, model)
-    return json.dumps(schema, indent=2, sort_keys=False)
-
-
-def to_avro_record(name, fields, description, namespace) -> dict:
-    schema = {"type": "record", "name": name}
-    if description is not None:
-        schema["doc"] = description
-    if namespace is not None:
-        schema["namespace"] = namespace
-    schema["fields"] = to_avro_fields(fields)
-    return schema
-
-
-def to_avro_fields(fields):
-    result = []
-    for field_name, field in fields.items():
-        result.append(to_avro_field(field, field_name))
-    return result
-
-
-def to_avro_field(field, field_name):
-    avro_field = {"name": field_name}
-    if field.description is not None:
-        avro_field["doc"] = field.description
-    is_required_avro = field.required if field.required is not None else True
-    avro_type = to_avro_type(field, field_name)
-    avro_field["type"] = avro_type if is_required_avro else ["null", avro_type]
-
-    # Handle enum types - both required and optional
-    if avro_type == "enum" or (isinstance(avro_field["type"], list) and "enum" in avro_field["type"]):
-        enum_def = {
-            "type": "enum",
-            "name": field.title,
-            "symbols": field.enum,
-        }
-        if is_required_avro:
-            avro_field["type"] = enum_def
-        else:
-            # Replace "enum" with the full enum definition in the union
-            avro_field["type"] = ["null", enum_def]
-
-    if field.config:
-        if "avroDefault" in field.config:
-            if field.config.get("avroType") != "enum":
-                avro_field["default"] = field.config["avroDefault"]
-
-    return avro_field
-
-
-def to_avro_type(field: Field, field_name: str) -> str | dict:
-    if field.config:
-        if "avroLogicalType" in field.config and "avroType" in field.config:
-            return {"type": field.config["avroType"], "logicalType": field.config["avroLogicalType"]}
-        if "avroLogicalType" in field.config:
-            if field.config["avroLogicalType"] in [
-                "timestamp-millis",
-                "timestamp-micros",
-                "local-timestamp-millis",
-                "local-timestamp-micros",
-                "time-micros",
-            ]:
-                return {"type": "long", "logicalType": field.config["avroLogicalType"]}
-            if field.config["avroLogicalType"] in ["time-millis", "date"]:
-                return {"type": "int", "logicalType": field.config["avroLogicalType"]}
-        if "avroType" in field.config:
-            return field.config["avroType"]
-
-    # Check for enum fields based on presence of enum list and avroType config
-    if field.enum and field.config and field.config.get("avroType") == "enum":
-        return "enum"
-
-    if field.type is None:
-        return "null"
-    if field.type in ["string", "varchar", "text"]:
-        return "string"
-    elif field.type in ["number", "numeric"]:
-        # https://avro.apache.org/docs/1.11.1/specification/#decimal
-        return "bytes"
-    elif field.type in ["decimal"]:
-        typeVal = {"type": "bytes", "logicalType": "decimal"}
-        if field.scale is not None:
-            typeVal["scale"] = field.scale
-        if field.precision is not None:
-            typeVal["precision"] = field.precision
-        return typeVal
-    elif field.type in ["float"]:
-        return "float"
-    elif field.type in ["double"]:
-        return "double"
-    elif field.type in ["integer", "int"]:
-        return "int"
-    elif field.type in ["long", "bigint"]:
-        return "long"
-    elif field.type in ["boolean"]:
-        return "boolean"
-    elif field.type in ["timestamp", "timestamp_tz"]:
-        return {"type": "long", "logicalType": "timestamp-millis"}
-    elif field.type in ["timestamp_ntz"]:
-        return {"type": "long", "logicalType": "local-timestamp-millis"}
-    elif field.type in ["date"]:
-        return {"type": "int", "logicalType": "date"}
-    elif field.type in ["time"]:
-        return "long"
-    elif field.type in ["map"]:
-        if field.config is not None and "values" in field.config:
-            return {"type": "map", "values": field.config["values"]}
-        else:
-            return "bytes"
-    elif field.type in ["object", "record", "struct"]:
-        if field.config is not None and "namespace" in field.config:
-            return to_avro_record(field_name, field.fields, field.description, field.config["namespace"])
-        return to_avro_record(field_name, field.fields, field.description, None)
-    elif field.type in ["binary"]:
-        return "bytes"
-    elif field.type in ["array"]:
-        return {"type": "array", "items": to_avro_type(field.items, field_name)}
-    elif field.type in ["null"]:
-        return "null"
-    else:
-        return "bytes"
diff --git a/datacontract/export/avro_exporter.py b/datacontract/export/avro_exporter.py
new file mode 100644
index 000000000..b5eb8f307
--- /dev/null
+++ b/datacontract/export/avro_exporter.py
@@ -0,0 +1,253 @@
+import json
+from typing import List, Optional, Union
+
+from open_data_contract_standard.model import SchemaObject, SchemaProperty
+
+from datacontract.export.exporter import Exporter, _check_schema_name_for_export
+
+
+class AvroExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        model_name, model_value = _check_schema_name_for_export(data_contract, schema_name, self.export_format)
+        return to_avro_schema_json(model_name, model_value)
+
+
+def to_avro_schema(model_name: str, model: SchemaObject) -> dict:
+    namespace = _get_config_value(model, "namespace")
+    return to_avro_record(model_name, model.properties or [], model.description, namespace)
+
+
+def to_avro_schema_json(model_name: str, model: SchemaObject) -> str:
+    schema = to_avro_schema(model_name, model)
+    return json.dumps(schema, indent=2, sort_keys=False)
+
+
+def to_avro_record(name: str, properties: List[SchemaProperty], description: Optional[str], namespace: Optional[str]) -> dict:
+    schema = {"type": "record", "name": name}
+    if description is not None:
+        schema["doc"] = description
+    if namespace is not None:
+        schema["namespace"] = namespace
+    schema["fields"] = to_avro_fields(properties)
+    return schema
+
+
+def to_avro_fields(properties: List[SchemaProperty]) -> list:
+    result = []
+    for prop in properties:
+        result.append(to_avro_field(prop))
+    return result
+
+
+def _get_config_value(obj: Union[SchemaObject, SchemaProperty], key: str) -> Optional[str]:
+    """Get a custom property value."""
+    if obj.customProperties is None:
+        return None
+    for cp in obj.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_enum_values(prop: SchemaProperty):
+    """Get enum values from logicalTypeOptions, customProperties, or quality rules."""
+    import json
+    # First check logicalTypeOptions (legacy/direct ODCS)
+    enum_values = _get_logical_type_option(prop, "enum")
+    if enum_values:
+        return enum_values
+    # Then check customProperties (converted from DCS)
+    enum_str = _get_config_value(prop, "enum")
+    if enum_str:
+        try:
+            return json.loads(enum_str)
+        except (json.JSONDecodeError, TypeError):
+            pass
+    # Finally check quality rules for invalidValues with validValues
+    if prop.quality:
+        for q in prop.quality:
+            if q.metric == "invalidValues" and q.arguments:
+                valid_values = q.arguments.get("validValues")
+                if valid_values:
+                    return valid_values
+    return None
+
+
+def _parse_default_value(value: str):
+    """Parse a default value string to its proper type (bool, int, float, or string)."""
+    if value.lower() == "true":
+        return True
+    if value.lower() == "false":
+        return False
+    if value.lower() == "null":
+        return None
+    # Try parsing as int
+    try:
+        return int(value)
+    except ValueError:
+        pass
+    # Try parsing as float
+    try:
+        return float(value)
+    except ValueError:
+        pass
+    # Return as string
+    return value
+
+
+def to_avro_field(prop: SchemaProperty) -> dict:
+    avro_field = {"name": prop.name}
+    if prop.description is not None:
+        avro_field["doc"] = prop.description
+    is_required_avro = prop.required if prop.required is not None else True
+    avro_type = to_avro_type(prop)
+    avro_field["type"] = avro_type if is_required_avro else ["null", avro_type]
+
+    # Handle enum types - both required and optional
+    enum_values = _get_enum_values(prop)
+    avro_config_type = _get_config_value(prop, "avroType")
+
+    if avro_type == "enum" or (isinstance(avro_field["type"], list) and "enum" in avro_field["type"]):
+        title = prop.businessName or prop.name
+        enum_def = {
+            "type": "enum",
+            "name": title,
+            "symbols": enum_values or [],
+        }
+        if is_required_avro:
+            avro_field["type"] = enum_def
+        else:
+            # Replace "enum" with the full enum definition in the union
+            avro_field["type"] = ["null", enum_def]
+
+    avro_default = _get_config_value(prop, "avroDefault")
+    if avro_default is not None:
+        if avro_config_type != "enum":
+            # Parse the default value to its proper type
+            avro_field["default"] = _parse_default_value(avro_default)
+
+    return avro_field
+
+
+def to_avro_type(prop: SchemaProperty) -> Union[str, dict]:
+    avro_logical_type = _get_config_value(prop, "avroLogicalType")
+    avro_type = _get_config_value(prop, "avroType")
+
+    if avro_logical_type and avro_type:
+        return {"type": avro_type, "logicalType": avro_logical_type}
+    if avro_logical_type:
+        if avro_logical_type in [
+            "timestamp-millis",
+            "timestamp-micros",
+            "local-timestamp-millis",
+            "local-timestamp-micros",
+            "time-micros",
+        ]:
+            return {"type": "long", "logicalType": avro_logical_type}
+        if avro_logical_type in ["time-millis", "date"]:
+            return {"type": "int", "logicalType": avro_logical_type}
+    if avro_type:
+        return avro_type
+
+    # Check for enum fields based on presence of enum list and avroType config
+    enum_values = _get_enum_values(prop)
+    if enum_values and avro_type == "enum":
+        return "enum"
+
+    # Use physicalType for more specific type mappings, fall back to logicalType
+    physical_type = prop.physicalType.lower() if prop.physicalType else None
+    field_type = prop.logicalType
+
+    # Handle specific physical types that need special treatment
+    if physical_type in ["float"]:
+        return "float"
+    elif physical_type in ["double"]:
+        return "double"
+    elif physical_type in ["long", "bigint"]:
+        return "long"
+    elif physical_type in ["decimal"]:
+        typeVal = {"type": "bytes", "logicalType": "decimal"}
+        # Read precision/scale from customProperties
+        scale = _get_config_value(prop, "scale")
+        precision = _get_config_value(prop, "precision")
+        if scale is not None:
+            typeVal["scale"] = int(scale)
+        if precision is not None:
+            typeVal["precision"] = int(precision)
+        return typeVal
+    elif physical_type in ["map"]:
+        values_type = _get_config_value(prop, "values")
+        if values_type:
+            # Parse JSON array if values is a string like '["string", "long"]'
+            import json
+            try:
+                parsed_values = json.loads(values_type)
+                return {"type": "map", "values": parsed_values}
+            except (json.JSONDecodeError, TypeError):
+                return {"type": "map", "values": values_type}
+        else:
+            return "bytes"
+    elif physical_type in ["timestamp_ntz"]:
+        return {"type": "long", "logicalType": "local-timestamp-millis"}
+
+    if field_type is None:
+        return "null"
+    if field_type.lower() in ["string", "varchar", "text"]:
+        return "string"
+    elif field_type.lower() in ["number", "numeric"]:
+        # https://avro.apache.org/docs/1.11.1/specification/#decimal
+        return "bytes"
+    elif field_type.lower() in ["decimal"]:
+        typeVal = {"type": "bytes", "logicalType": "decimal"}
+        # Read precision/scale from customProperties
+        scale = _get_config_value(prop, "scale")
+        precision = _get_config_value(prop, "precision")
+        if scale is not None:
+            typeVal["scale"] = int(scale)
+        if precision is not None:
+            typeVal["precision"] = int(precision)
+        return typeVal
+    elif field_type.lower() in ["float"]:
+        return "float"
+    elif field_type.lower() in ["double"]:
+        return "double"
+    elif field_type.lower() in ["integer", "int"]:
+        return "int"
+    elif field_type.lower() in ["long", "bigint"]:
+        return "long"
+    elif field_type.lower() in ["boolean"]:
+        return "boolean"
+    elif field_type.lower() in ["timestamp", "timestamp_tz"]:
+        return {"type": "long", "logicalType": "timestamp-millis"}
+    elif field_type.lower() in ["timestamp_ntz"]:
+        return {"type": "long", "logicalType": "local-timestamp-millis"}
+    elif field_type.lower() in ["date"]:
+        return {"type": "int", "logicalType": "date"}
+    elif field_type.lower() in ["time"]:
+        return "long"
+    elif field_type.lower() in ["map"]:
+        values_type = _get_config_value(prop, "values")
+        if values_type:
+            return {"type": "map", "values": values_type}
+        else:
+            return "bytes"
+    elif field_type.lower() in ["object", "record", "struct"]:
+        namespace = _get_config_value(prop, "namespace")
+        return to_avro_record(prop.name, prop.properties or [], prop.description, namespace)
+    elif field_type.lower() in ["binary"]:
+        return "bytes"
+    elif field_type.lower() in ["array"]:
+        if prop.items:
+            return {"type": "array", "items": to_avro_type(prop.items)}
+        return {"type": "array", "items": "string"}
+    elif field_type.lower() in ["null"]:
+        return "null"
+    else:
+        return "bytes"
diff --git a/datacontract/export/avro_idl_converter.py b/datacontract/export/avro_idl_exporter.py
similarity index 52%
rename from datacontract/export/avro_idl_converter.py
rename to datacontract/export/avro_idl_exporter.py
index e3cfa5b9a..72fd71a99 100644
--- a/datacontract/export/avro_idl_converter.py
+++ b/datacontract/export/avro_idl_exporter.py
@@ -2,10 +2,12 @@
 from dataclasses import dataclass
 from enum import Enum
 from io import StringIO
+from typing import Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
 
 from datacontract.export.exporter import Exporter
 from datacontract.lint.resolve import inline_definitions_into_data_contract
-from datacontract.model.data_contract_specification import DataContractSpecification, Field
 from datacontract.model.exceptions import DataContractException
 
 
@@ -63,35 +65,34 @@ class AvroIDLProtocol:
     model_types: list[AvroModelType]
 
 
-# TODO use DATACONTRACT_TYPES from datacontract/model/data_contract_specification.py
-avro_primitive_types = set(
-    [
-        "string",
-        "text",
-        "varchar",
-        "float",
-        "double",
-        "int",
-        "integer",
-        "long",
-        "bigint",
-        "boolean",
-        "timestamp_ntz",
-        "timestamp",
-        "timestamp_tz",
-        "date",
-        "bytes",
-        "null",
-    ]
-)
+# ODCS logical types and physical types that map to Avro primitive types
+avro_primitive_logical_types = {"string", "integer", "number", "boolean", "date"}
+avro_primitive_physical_types = {
+    "string",
+    "text",
+    "varchar",
+    "float",
+    "double",
+    "int",
+    "integer",
+    "long",
+    "bigint",
+    "boolean",
+    "timestamp_ntz",
+    "timestamp",
+    "timestamp_tz",
+    "date",
+    "bytes",
+    "null",
+}
 
 
 class AvroIdlExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
         return to_avro_idl(data_contract)
 
 
-def to_avro_idl(contract: DataContractSpecification) -> str:
+def to_avro_idl(contract: OpenDataContractStandard) -> str:
     """Serialize the provided data contract specification into an Avro IDL string.
 
     The data contract will be serialized as a protocol, with one record type
@@ -103,95 +104,165 @@ def to_avro_idl(contract: DataContractSpecification) -> str:
     return stream.getvalue()
 
 
-def to_avro_idl_stream(contract: DataContractSpecification, stream: typing.TextIO):
+def to_avro_idl_stream(contract: OpenDataContractStandard, stream: typing.TextIO):
     """Serialize the provided data contract specification into Avro IDL."""
     ir = _contract_to_avro_idl_ir(contract)
     if ir.description:
-        stream.write(f"/** {contract.info.description} */\n")
+        stream.write(f"/** {ir.description} */\n")
     stream.write(f"protocol {ir.name or 'Unnamed'} {{\n")
     for model_type in ir.model_types:
         _write_model_type(model_type, stream)
     stream.write("}\n")
 
 
-def _to_avro_primitive_logical_type(field_name: str, field: Field) -> AvroPrimitiveField:
-    result = AvroPrimitiveField(field_name, field.required, field.description, AvroPrimitiveType.string)
-    match field.type:
-        case "string" | "text" | "varchar":
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the logical type from a schema property."""
+    return prop.logicalType
+
+
+def _is_primitive_type(prop: SchemaProperty) -> bool:
+    """Check if a property is a primitive type."""
+    logical_type = _get_type(prop)
+    physical_type = prop.physicalType
+
+    if logical_type in avro_primitive_logical_types:
+        return True
+    if physical_type and physical_type.lower() in avro_primitive_physical_types:
+        return True
+    return False
+
+
+def _to_avro_primitive_logical_type(field_name: str, prop: SchemaProperty) -> AvroPrimitiveField:
+    result = AvroPrimitiveField(field_name, prop.required or False, prop.description, AvroPrimitiveType.string)
+    logical_type = _get_type(prop)
+    physical_type = prop.physicalType.lower() if prop.physicalType else None
+
+    # Check physical type first for more specific mapping
+    if physical_type:
+        if physical_type in ["string", "text", "varchar"]:
             result.type = AvroPrimitiveType.string
-        case "float":
+            return result
+        elif physical_type == "float":
             result.type = AvroPrimitiveType.float
-        case "double":
+            return result
+        elif physical_type == "double":
             result.type = AvroPrimitiveType.double
-        case "int" | "integer":
+            return result
+        elif physical_type in ["int", "integer"]:
             result.type = AvroPrimitiveType.int
-        case "long" | "bigint":
+            return result
+        elif physical_type in ["long", "bigint"]:
             result.type = AvroPrimitiveType.long
-        case "boolean":
+            return result
+        elif physical_type == "boolean":
             result.type = AvroPrimitiveType.boolean
-        case "timestamp" | "timestamp_tz":
+            return result
+        elif physical_type in ["timestamp", "timestamp_tz"]:
             result.type = AvroPrimitiveType.string
-        case "timestamp_ntz":
+            return result
+        elif physical_type == "timestamp_ntz":
             result.type = AvroLogicalType.timestamp_ms
-        case "date":
+            return result
+        elif physical_type == "date":
             result.type = AvroLogicalType.date
-        case "bytes":
+            return result
+        elif physical_type == "bytes":
             result.type = AvroPrimitiveType.bytes
-        case "null":
+            return result
+        elif physical_type == "null":
             result.type = AvroPrimitiveType.null
+            return result
+
+    # Fall back to logical type
+    match logical_type:
+        case "string":
+            result.type = AvroPrimitiveType.string
+        case "number":
+            result.type = AvroPrimitiveType.double
+        case "integer":
+            result.type = AvroPrimitiveType.long
+        case "boolean":
+            result.type = AvroPrimitiveType.boolean
+        case "date":
+            result.type = AvroLogicalType.date
         case _:
             raise DataContractException(
                 type="general",
                 name="avro-idl-export",
-                model=field,
-                reason="Unknown field type {field.type}",
+                model=prop,
+                reason=f"Unknown field type {logical_type}",
                 result="failed",
                 message="Avro IDL type conversion failed.",
             )
     return result
 
 
-def _to_avro_idl_type(field_name: str, field: Field) -> AvroField:
-    if field.type in avro_primitive_types:
-        return _to_avro_primitive_logical_type(field_name, field)
+def _to_avro_idl_type(field_name: str, prop: SchemaProperty) -> AvroField:
+    if _is_primitive_type(prop):
+        return _to_avro_primitive_logical_type(field_name, prop)
     else:
-        match field.type:
-            case "array":
+        logical_type = _get_type(prop)
+        physical_type = prop.physicalType.lower() if prop.physicalType else None
+
+        if logical_type == "array":
+            if prop.items:
                 return AvroArrayField(
-                    field_name, field.required, field.description, _to_avro_idl_type(field_name, field.items)
+                    field_name, prop.required or False, prop.description, _to_avro_idl_type(field_name, prop.items)
                 )
-            case "object" | "record" | "struct":
+            else:
+                raise DataContractException(
+                    type="general",
+                    name="avro-idl-export",
+                    model=prop,
+                    reason="Array type requires items",
+                    result="failed",
+                    message="Avro IDL type conversion failed.",
+                )
+        elif logical_type == "object" or physical_type in ["record", "struct"]:
+            if prop.properties:
                 return AvroComplexField(
                     field_name,
-                    field.required,
-                    field.description,
-                    [_to_avro_idl_type(field_name, field) for (field_name, field) in field.fields.items()],
+                    prop.required or False,
+                    prop.description,
+                    [_to_avro_idl_type(p.name, p) for p in prop.properties],
                 )
-            case _:
+            else:
                 raise DataContractException(
                     type="general",
                     name="avro-idl-export",
-                    model=type,
-                    reason="Unknown Data Contract field type",
+                    model=prop,
+                    reason="Object type requires properties",
                     result="failed",
                     message="Avro IDL type conversion failed.",
                 )
+        else:
+            raise DataContractException(
+                type="general",
+                name="avro-idl-export",
+                model=prop,
+                reason=f"Unknown Data Contract field type: {logical_type}",
+                result="failed",
+                message="Avro IDL type conversion failed.",
+            )
 
 
-def _generate_field_types(contract: DataContractSpecification) -> list[AvroField]:
+def _generate_field_types(schema_obj: SchemaObject) -> list[AvroField]:
     result = []
-    for _, model in contract.models.items():
-        for field_name, field in model.fields.items():
-            result.append(_to_avro_idl_type(field_name, field))
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            result.append(_to_avro_idl_type(prop.name, prop))
     return result
 
 
-def generate_model_types(contract: DataContractSpecification) -> list[AvroModelType]:
+def generate_model_types(contract: OpenDataContractStandard) -> list[AvroModelType]:
     result = []
-    for model_name, model in contract.models.items():
-        result.append(
-            AvroModelType(name=model_name, description=model.description, fields=_generate_field_types(contract))
-        )
+    if contract.schema_:
+        for schema_obj in contract.schema_:
+            result.append(
+                AvroModelType(
+                    name=schema_obj.name, description=schema_obj.description, fields=_generate_field_types(schema_obj)
+                )
+            )
     return result
 
 
@@ -199,18 +270,16 @@ def _model_name_to_identifier(model_name: str):
     return "".join([word.title() for word in model_name.split()])
 
 
-def _contract_to_avro_idl_ir(contract: DataContractSpecification) -> AvroIDLProtocol:
+def _contract_to_avro_idl_ir(contract: OpenDataContractStandard) -> AvroIDLProtocol:
     """Convert models into an intermediate representation for later serialization into Avro IDL.
 
     Each model is converted to a record containing a field for each model field.
     """
     inlined_contract = contract.model_copy()
     inline_definitions_into_data_contract(inlined_contract)
-    protocol_name = _model_name_to_identifier(contract.info.title) if contract.info and contract.info.title else None
-    description = contract.info.description if contract.info and contract.info.description else None
-    return AvroIDLProtocol(
-        name=protocol_name, description=description, model_types=generate_model_types(inlined_contract)
-    )
+    protocol_name = _model_name_to_identifier(contract.name) if contract.name else None
+    description = contract.description.purpose if contract.description and contract.description.purpose else None
+    return AvroIDLProtocol(name=protocol_name, description=description, model_types=generate_model_types(inlined_contract))
 
 
 def _write_indent(indent: int, stream: typing.TextIO):
@@ -244,10 +313,10 @@ def _write_field_type_definition(field: AvroField, indent: int, stream: typing.T
             for subfield in subfields:
                 subfield_types.append(_write_field_type_definition(subfield, indent + 1, stream))
             # Reference all defined record types.
-            for field, subfield_type in zip(field.subfields, subfield_types):
-                _write_field_description(field, indent + 1, stream)
+            for subfield, subfield_type in zip(field.subfields, subfield_types):
+                _write_field_description(subfield, indent + 1, stream)
                 _write_indent(indent + 1, stream)
-                stream.write(f"{subfield_type} {field.name};\n")
+                stream.write(f"{subfield_type} {subfield.name};\n")
             _write_indent(indent, stream)
             stream.write("}\n")
             if required is True:
@@ -261,7 +330,7 @@ def _write_field_type_definition(field: AvroField, indent: int, stream: typing.T
             else:
                 return f"array<{subfield_type}>?"
         case _:
-            raise RuntimeError("Unknown Avro field type {field}")
+            raise RuntimeError(f"Unknown Avro field type {field}")
 
 
 def _write_field(field: AvroField, indent, stream: typing.TextIO):
diff --git a/datacontract/export/bigquery_converter.py b/datacontract/export/bigquery_converter.py
deleted file mode 100644
index 71222d46c..000000000
--- a/datacontract/export/bigquery_converter.py
+++ /dev/null
@@ -1,130 +0,0 @@
-import json
-import logging
-from typing import Dict, List
-
-from datacontract.export.exporter import Exporter, _check_models_for_export
-from datacontract.model.data_contract_specification import Field, Model, Server
-from datacontract.model.exceptions import DataContractException
-
-
-class BigQueryExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        self.dict_args = export_args
-        model_name, model_value = _check_models_for_export(data_contract, model, self.export_format)
-        found_server = data_contract.servers.get(server)
-        if found_server is None:
-            raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.")
-        if found_server.type != "bigquery":
-            raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.")
-
-        return to_bigquery_json(model_name, model_value, found_server)
-
-
-def to_bigquery_json(model_name: str, model_value: Model, server: Server) -> str:
-    bigquery_table = to_bigquery_schema(model_name, model_value, server)
-    return json.dumps(bigquery_table, indent=2)
-
-
-def to_bigquery_schema(model_name: str, model_value: Model, server: Server) -> dict:
-    return {
-        "kind": "bigquery#table",
-        "tableReference": {"datasetId": server.dataset, "projectId": server.project, "tableId": model_name},
-        "description": model_value.description,
-        "schema": {"fields": to_fields_array(model_value.fields)},
-    }
-
-
-def to_fields_array(fields: Dict[str, Field]) -> List[Dict[str, Field]]:
-    bq_fields = []
-    for field_name, field in fields.items():
-        bq_fields.append(to_field(field_name, field))
-
-    return bq_fields
-
-
-def to_field(field_name: str, field: Field) -> dict:
-    bq_type = map_type_to_bigquery(field)
-    bq_field = {
-        "name": field_name,
-        "type": bq_type,
-        "mode": "REQUIRED" if field.required else "NULLABLE",
-        "description": field.description,
-    }
-
-    # handle arrays
-    if field.type == "array":
-        bq_field["mode"] = "REPEATED"
-        if field.items.type == "object":
-            # in case the array type is a complex object, we want to copy all its fields
-            bq_field["fields"] = to_fields_array(field.items.fields)
-        else:
-            bq_field["type"] = map_type_to_bigquery(field.items)
-
-    # all of these can carry other fields
-    elif bq_type.lower() in ["record", "struct"]:
-        bq_field["fields"] = to_fields_array(field.fields)
-
-    # strings can have a maxlength
-    if bq_type.lower() == "string":
-        bq_field["maxLength"] = field.maxLength
-
-    # number types have precision and scale
-    if bq_type.lower() in ["numeric", "bignumeric"]:
-        bq_field["precision"] = field.precision
-        bq_field["scale"] = field.scale
-
-    return bq_field
-
-
-def map_type_to_bigquery(field: Field) -> str:
-    logger = logging.getLogger(__name__)
-
-    field_type = field.type
-    if not field_type:
-        return None
-
-    if field.config and "bigqueryType" in field.config:
-        return field.config["bigqueryType"]
-
-    if field_type.lower() in ["string", "varchar", "text"]:
-        return "STRING"
-    elif field_type.lower() == "bytes":
-        return "BYTES"
-    elif field_type.lower() in ["int", "integer"]:
-        return "INTEGER"
-    elif field_type.lower() in ["long", "bigint"]:
-        return "INT64"
-    elif field_type.lower() == "float":
-        return "FLOAT64"
-    elif field_type.lower() == "boolean":
-        return "BOOL"
-    elif field_type.lower() in ["timestamp", "timestamp_tz"]:
-        return "TIMESTAMP"
-    elif field_type.lower() == "date":
-        return "DATE"
-    elif field_type.lower() == "timestamp_ntz":
-        return "DATETIME"
-    elif field_type.lower() in ["number", "decimal", "numeric"]:
-        return "NUMERIC"
-    elif field_type.lower() == "double":
-        return "BIGNUMERIC"
-    elif field_type.lower() in ["object", "record"] and not field.fields:
-        return "JSON"
-    elif field_type.lower() in ["object", "record", "array"]:
-        return "RECORD"
-    elif field_type.lower() == "struct":
-        return "STRUCT"
-    elif field_type.lower() == "null":
-        logger.info(
-            f"Can't properly map {field.title} to bigquery Schema, as 'null' \
-                 is not supported as a type. Mapping it to STRING."
-        )
-        return "STRING"
-    else:
-        raise DataContractException(
-            type="schema",
-            result="failed",
-            name="Map datacontract type to bigquery data type",
-            reason=f"Unsupported type {field_type} in data contract definition.",
-            engine="datacontract",
-        )
diff --git a/datacontract/export/bigquery_exporter.py b/datacontract/export/bigquery_exporter.py
new file mode 100644
index 000000000..c718a4d20
--- /dev/null
+++ b/datacontract/export/bigquery_exporter.py
@@ -0,0 +1,180 @@
+import json
+import logging
+from typing import Dict, List
+
+from open_data_contract_standard.model import SchemaObject, SchemaProperty, Server
+
+from datacontract.export.exporter import Exporter, _check_schema_name_for_export
+from datacontract.model.exceptions import DataContractException
+
+
+class BigQueryExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> str:
+        self.dict_args = export_args
+        schema_name, schema_object = _check_schema_name_for_export(data_contract, schema_name, self.export_format)
+
+        # Find the server
+        found_server = None
+        if data_contract.servers:
+            for srv in data_contract.servers:
+                if srv.server == server:
+                    found_server = srv
+                    break
+
+        if found_server is None:
+            raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.")
+        if found_server.type != "bigquery":
+            raise RuntimeError("Export to bigquery requires selecting a bigquery server from the data contract.")
+
+        return to_bigquery_json(schema_name, schema_object, found_server)
+
+
+def to_bigquery_json(schema_name: str, schema_object: SchemaObject, server: Server) -> str:
+    bigquery_table = to_bigquery_schema(schema_object, server)
+    return json.dumps(bigquery_table, indent=2)
+
+
+def to_bigquery_schema(schema_object: SchemaObject, server: Server) -> dict:
+    return {
+        "kind": "bigquery#table",
+        "tableReference": {"datasetId": server.dataset, "projectId": server.project, "tableId": schema_object.physicalName or schema_object.name},
+        "description": schema_object.description,
+        "schema": {"fields": to_bigquery_fields_array(schema_object.properties or [])},
+    }
+
+
+def to_bigquery_fields_array(properties: List[SchemaProperty]) -> List[Dict]:
+    bq_fields = []
+    for prop in properties:
+        bq_fields.append(to_bigquery_field(prop))
+    return bq_fields
+
+
+def to_bigquery_field(prop: SchemaProperty) -> dict:
+    bq_type = map_type_to_bigquery(prop)
+    field_name = prop.physicalName or prop.name
+    bq_field = {
+        "name": field_name,
+        "type": bq_type,
+        "mode": "REQUIRED" if prop.required else "NULLABLE",
+        "description": prop.description,
+    }
+
+    field_type = prop.logicalType or ""
+
+    # handle arrays
+    if field_type.lower() == "array":
+        bq_field["mode"] = "REPEATED"
+        if prop.items:
+            items_type = prop.items.logicalType or ""
+            if items_type.lower() == "object":
+                # in case the array type is a complex object, we want to copy all its fields
+                bq_field["fields"] = to_bigquery_fields_array(prop.items.properties or [])
+            else:
+                bq_field["type"] = map_type_to_bigquery(prop.items)
+
+    # all of these can carry other fields
+    elif bq_type.lower() in ["record", "struct"]:
+        bq_field["fields"] = to_bigquery_fields_array(prop.properties or [])
+
+    # strings can have a maxlength
+    if bq_type.lower() == "string":
+        max_length = None
+        if prop.logicalTypeOptions:
+            max_length = prop.logicalTypeOptions.get("maxLength")
+        bq_field["maxLength"] = max_length
+
+    # number types have precision and scale (from customProperties)
+    if bq_type.lower() in ["numeric", "bignumeric"]:
+        precision = _get_custom_property(prop, "precision")
+        scale = _get_custom_property(prop, "scale")
+        bq_field["precision"] = int(precision) if precision is not None else None
+        bq_field["scale"] = int(scale) if scale is not None else None
+
+    return bq_field
+
+
+def _get_custom_property(prop: SchemaProperty, key: str):
+    """Get a custom property value from a SchemaProperty."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def map_type_to_bigquery(prop: SchemaProperty) -> str:
+    """Map a schema property type to BigQuery type.
+
+    Maps both physicalType and logicalType to their BigQuery equivalents.
+    PhysicalType is preferred if set.
+    """
+    # If physicalType is already a BigQuery type, return it directly
+    if prop.physicalType:
+        bq_types = {
+            "STRING", "BYTES", "INT64", "INTEGER", "FLOAT64", "FLOAT", "NUMERIC",
+            "BIGNUMERIC", "BOOL", "BOOLEAN", "TIMESTAMP", "DATE", "TIME", "DATETIME",
+            "GEOGRAPHY", "JSON", "RECORD", "STRUCT", "ARRAY"
+        }
+        if prop.physicalType.upper() in bq_types or prop.physicalType.upper().startswith(("STRUCT<", "ARRAY<", "RANGE<")):
+            return prop.physicalType
+
+    # Determine which type to map (prefer physicalType)
+    type_to_map = prop.physicalType or prop.logicalType
+
+    # Map the type to BigQuery type
+    return _map_logical_type_to_bigquery(type_to_map, prop.properties)
+
+
+def _map_logical_type_to_bigquery(logical_type: str, nested_fields) -> str:
+    """Map a logical type to the corresponding BigQuery type."""
+    logger = logging.getLogger(__name__)
+
+    if not logical_type:
+        return None
+
+    if logical_type.lower() in ["string", "varchar", "text"]:
+        return "STRING"
+    elif logical_type.lower() == "json":
+        return "JSON"
+    elif logical_type.lower() == "bytes":
+        return "BYTES"
+    elif logical_type.lower() in ["int", "integer"]:
+        return "INTEGER"
+    elif logical_type.lower() in ["long", "bigint"]:
+        return "INT64"
+    elif logical_type.lower() == "float":
+        return "FLOAT64"
+    elif logical_type.lower() == "boolean":
+        return "BOOL"
+    elif logical_type.lower() in ["timestamp", "timestamp_tz"]:
+        return "TIMESTAMP"
+    elif logical_type.lower() == "date":
+        return "DATE"
+    elif logical_type.lower() == "timestamp_ntz":
+        return "DATETIME"
+    elif logical_type.lower() in ["number", "decimal", "numeric"]:
+        return "NUMERIC"
+    elif logical_type.lower() == "double":
+        return "BIGNUMERIC"
+    elif logical_type.lower() in ["object", "record"] and not nested_fields:
+        return "JSON"
+    elif logical_type.lower() in ["object", "record", "array"]:
+        return "RECORD"
+    elif logical_type.lower() == "struct":
+        return "STRUCT"
+    elif logical_type.lower() == "null":
+        logger.info(
+            "Can't properly map field to bigquery Schema, as 'null' "
+            "is not supported as a type. Mapping it to STRING."
+        )
+        return "STRING"
+    else:
+        raise DataContractException(
+            type="schema",
+            result="failed",
+            name="Map datacontract type to bigquery data type",
+            reason=f"Unsupported type {logical_type} in data contract definition.",
+            engine="datacontract",
+        )
diff --git a/datacontract/export/custom_converter.py b/datacontract/export/custom_exporter.py
similarity index 77%
rename from datacontract/export/custom_converter.py
rename to datacontract/export/custom_exporter.py
index fd31ae41c..bc8a03c25 100644
--- a/datacontract/export/custom_converter.py
+++ b/datacontract/export/custom_exporter.py
@@ -1,21 +1,18 @@
 from pathlib import Path
 
 from jinja2 import Environment, FileSystemLoader
+from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Model,
-)
 
 
 class CustomExporter(Exporter):
-    """Exporter implementation for converting data contracts to Markdown."""
+    """Exporter implementation for converting data contracts to custom format with Jinja."""
 
     def export(
         self,
-        data_contract: DataContractSpecification,
-        model: Model,
+        data_contract: OpenDataContractStandard,
+        schema_name: str,
         server: str,
         sql_server_type: str,
         export_args: dict,
@@ -28,7 +25,7 @@ def export(
         return to_custom(data_contract, template)
 
 
-def to_custom(data_contract: DataContractSpecification, template_path: Path) -> str:
+def to_custom(data_contract: OpenDataContractStandard, template_path: Path) -> str:
     template = get_template(template_path)
     rendered_sql = template.render(data_contract=data_contract)
     return rendered_sql
diff --git a/datacontract/export/data_caterer_converter.py b/datacontract/export/data_caterer_converter.py
deleted file mode 100644
index 0a672411f..000000000
--- a/datacontract/export/data_caterer_converter.py
+++ /dev/null
@@ -1,161 +0,0 @@
-from typing import Dict
-
-import yaml
-
-from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server
-
-
-class DataCatererExporter(Exporter):
-    """
-    Exporter class for Data Caterer.
-    Creates a YAML file, based on the data contract, for Data Caterer to generate synthetic data.
-    """
-
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        return to_data_caterer_generate_yaml(data_contract, server)
-
-
-def to_data_caterer_generate_yaml(data_contract_spec: DataContractSpecification, server):
-    generation_task = {"name": data_contract_spec.info.title, "steps": []}
-    server_info = _get_server_info(data_contract_spec, server)
-
-    for model_key, model_value in data_contract_spec.models.items():
-        odcs_table = _to_data_caterer_generate_step(model_key, model_value, server_info)
-        generation_task["steps"].append(odcs_table)
-    return yaml.dump(generation_task, indent=2, sort_keys=False, allow_unicode=True)
-
-
-def _get_server_info(data_contract_spec: DataContractSpecification, server):
-    if server is not None and server in data_contract_spec.servers:
-        return data_contract_spec.servers.get(server)
-    elif server is not None:
-        raise Exception(f"Server name not found in servers list in data contract, server-name={server}")
-    elif len(data_contract_spec.servers.keys()) > 0:
-        return next(iter(data_contract_spec.servers.values()))
-    else:
-        return None
-
-
-def _to_data_caterer_generate_step(model_key, model_value: Model, server: Server) -> dict:
-    step = {
-        "name": model_key,
-        "type": _to_step_type(server),
-        "options": _to_data_source_options(model_key, server),
-        "fields": [],
-    }
-    fields = _to_fields(model_value.fields)
-    if fields:
-        step["fields"] = fields
-    return step
-
-
-def _to_step_type(server: Server):
-    if server is not None and server.type is not None:
-        if server.type in ["s3", "gcs", "azure", "local"]:
-            return server.format
-        else:
-            return server.type
-    else:
-        return "csv"
-
-
-def _to_data_source_options(model_key, server: Server):
-    options = {}
-    if server is not None and server.type is not None:
-        if server.type in ["s3", "gcs", "azure", "local"]:
-            if server.path is not None:
-                options["path"] = server.path
-            elif server.location is not None:
-                options["path"] = server.location
-            else:
-                options["path"] = "/tmp/data_caterer_data"
-        elif server.type == "postgres":
-            options["schema"] = server.schema_
-            options["table"] = model_key
-        elif server.type == "kafka":
-            options["topic"] = server.topic
-
-    return options
-
-
-def _to_fields(fields: Dict[str, Field]) -> list:
-    dc_fields = []
-    for field_name, field in fields.items():
-        column = _to_field(field_name, field)
-        dc_fields.append(column)
-    return dc_fields
-
-
-def _to_field(field_name: str, field: Field) -> dict:
-    dc_field = {"name": field_name}
-    dc_generator_opts = {}
-
-    if field.type is not None:
-        new_type = _to_data_type(field.type)
-        dc_field["type"] = _to_data_type(field.type)
-        if new_type == "object" or new_type == "record" or new_type == "struct":
-            # need to get nested field definitions
-            nested_fields = _to_fields(field.fields)
-            dc_field["fields"] = nested_fields
-        elif new_type == "array":
-            if field.items is not None and field.items.type is not None:
-                dc_generator_opts["arrayType"] = _to_data_type(field.items.type)
-            else:
-                dc_generator_opts["arrayType"] = "string"
-
-    if field.enum is not None and len(field.enum) > 0:
-        dc_generator_opts["oneOf"] = field.enum
-    if field.unique is not None and field.unique:
-        dc_generator_opts["isUnique"] = field.unique
-    if field.primaryKey is not None and field.primaryKey:
-        dc_generator_opts["isPrimaryKey"] = field.primaryKey
-    if field.minLength is not None:
-        if field.type is not None and field.type == "array":
-            dc_generator_opts["arrayMinLen"] = field.minLength
-        else:
-            dc_generator_opts["minLen"] = field.minLength
-    if field.maxLength is not None:
-        if field.type is not None and field.type == "array":
-            dc_generator_opts["arrayMaxLen"] = field.maxLength
-        else:
-            dc_generator_opts["maxLen"] = field.maxLength
-    if field.pattern is not None:
-        dc_generator_opts["regex"] = field.pattern
-    if field.minimum is not None:
-        dc_generator_opts["min"] = field.minimum
-    if field.maximum is not None:
-        dc_generator_opts["max"] = field.maximum
-
-    if len(dc_generator_opts.keys()) > 0:
-        dc_field["options"] = dc_generator_opts
-    return dc_field
-
-
-def _to_data_type(data_type):
-    if data_type == "number" or data_type == "numeric" or data_type == "double":
-        return "double"
-    elif data_type == "decimal" or data_type == "bigint":
-        return "decimal"
-    elif data_type == "int" or data_type == "integer":
-        return "integer"
-    elif data_type == "long":
-        return "long"
-    elif data_type == "float":
-        return "float"
-    elif data_type == "string" or data_type == "text" or data_type == "varchar":
-        return "string"
-    if data_type == "boolean":
-        return "boolean"
-    if data_type == "timestamp" or data_type == "timestamp_tz" or data_type == "timestamp_ntz":
-        return "timestamp"
-    elif data_type == "date":
-        return "date"
-    elif data_type == "array":
-        return "array"
-    elif data_type == "map" or data_type == "object" or data_type == "record" or data_type == "struct":
-        return "struct"
-    elif data_type == "bytes":
-        return "binary"
-    else:
-        return "string"
diff --git a/datacontract/export/data_caterer_exporter.py b/datacontract/export/data_caterer_exporter.py
new file mode 100644
index 000000000..14c1ddfa2
--- /dev/null
+++ b/datacontract/export/data_caterer_exporter.py
@@ -0,0 +1,236 @@
+from typing import List, Optional
+
+import yaml
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty, Server
+
+from datacontract.export.exporter import Exporter
+
+
+class DataCatererExporter(Exporter):
+    """
+    Exporter class for Data Caterer.
+    Creates a YAML file, based on the data contract, for Data Caterer to generate synthetic data.
+    """
+
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        return to_data_caterer_generate_yaml(data_contract, server)
+
+
+def _get_server_by_name(data_contract: OpenDataContractStandard, name: str) -> Optional[Server]:
+    """Get a server by name."""
+    if data_contract.servers is None:
+        return None
+    return next((s for s in data_contract.servers if s.server == name), None)
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property."""
+    if prop.physicalType:
+        return prop.physicalType
+    if prop.logicalType:
+        return prop.logicalType
+    return None
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_custom_property_value(prop: SchemaProperty, key: str):
+    """Get a custom property value."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def _get_enum_values(prop: SchemaProperty):
+    """Get enum values from logicalTypeOptions, customProperties, or quality rules."""
+    import json
+    # First check logicalTypeOptions
+    enum_values = _get_logical_type_option(prop, "enum")
+    if enum_values:
+        return enum_values
+    # Then check customProperties
+    enum_str = _get_custom_property_value(prop, "enum")
+    if enum_str:
+        try:
+            if isinstance(enum_str, list):
+                return enum_str
+            return json.loads(enum_str)
+        except (json.JSONDecodeError, TypeError):
+            pass
+    # Finally check quality rules for invalidValues with validValues
+    if prop.quality:
+        for q in prop.quality:
+            if q.metric == "invalidValues" and q.arguments:
+                valid_values = q.arguments.get("validValues")
+                if valid_values:
+                    return valid_values
+    return None
+
+
+def to_data_caterer_generate_yaml(data_contract: OpenDataContractStandard, server):
+    generation_task = {"name": data_contract.name, "steps": []}
+    server_info = _get_server_info(data_contract, server)
+
+    if data_contract.schema_:
+        for schema_obj in data_contract.schema_:
+            step = _to_data_caterer_generate_step(schema_obj.name, schema_obj, server_info)
+            generation_task["steps"].append(step)
+    return yaml.dump(generation_task, indent=2, sort_keys=False, allow_unicode=True)
+
+
+def _get_server_info(data_contract: OpenDataContractStandard, server) -> Optional[Server]:
+    if server is not None:
+        found_server = _get_server_by_name(data_contract, server)
+        if found_server:
+            return found_server
+        raise Exception(f"Server name not found in servers list in data contract, server-name={server}")
+    elif data_contract.servers and len(data_contract.servers) > 0:
+        return data_contract.servers[0]
+    else:
+        return None
+
+
+def _to_data_caterer_generate_step(model_key: str, schema_obj: SchemaObject, server: Optional[Server]) -> dict:
+    step = {
+        "name": model_key,
+        "type": _to_step_type(server),
+        "options": _to_data_source_options(model_key, server),
+        "fields": [],
+    }
+    fields = _to_fields(schema_obj.properties or [])
+    if fields:
+        step["fields"] = fields
+    return step
+
+
+def _to_step_type(server: Optional[Server]):
+    if server is not None and server.type is not None:
+        if server.type in ["s3", "gcs", "azure", "local"]:
+            return server.format
+        else:
+            return server.type
+    else:
+        return "csv"
+
+
+def _to_data_source_options(model_key: str, server: Optional[Server]):
+    options = {}
+    if server is not None and server.type is not None:
+        if server.type in ["s3", "gcs", "azure", "local"]:
+            if server.path is not None:
+                options["path"] = server.path
+            elif server.location is not None:
+                options["path"] = server.location
+            else:
+                options["path"] = "/tmp/data_caterer_data"
+        elif server.type == "postgres":
+            options["schema"] = server.schema_
+            options["table"] = model_key
+        elif server.type == "kafka":
+            options["topic"] = server.topic
+
+    return options
+
+
+def _to_fields(properties: List[SchemaProperty]) -> list:
+    dc_fields = []
+    for prop in properties:
+        column = _to_field(prop.name, prop)
+        dc_fields.append(column)
+    return dc_fields
+
+
+def _to_field(field_name: str, prop: SchemaProperty) -> dict:
+    dc_field = {"name": field_name}
+    dc_generator_opts = {}
+
+    prop_type = _get_type(prop)
+    if prop_type is not None:
+        new_type = _to_data_type(prop_type)
+        dc_field["type"] = new_type
+        if new_type in ["object", "record", "struct"]:
+            # need to get nested field definitions
+            nested_fields = _to_fields(prop.properties or [])
+            dc_field["fields"] = nested_fields
+        elif new_type == "array":
+            if prop.items is not None:
+                item_type = _get_type(prop.items)
+                if item_type is not None:
+                    dc_generator_opts["arrayType"] = _to_data_type(item_type)
+                else:
+                    dc_generator_opts["arrayType"] = "string"
+            else:
+                dc_generator_opts["arrayType"] = "string"
+
+    enum_values = _get_enum_values(prop)
+    if enum_values is not None and len(enum_values) > 0:
+        dc_generator_opts["oneOf"] = enum_values
+    if prop.unique is not None and prop.unique:
+        dc_generator_opts["isUnique"] = prop.unique
+    if prop.primaryKey is not None and prop.primaryKey:
+        dc_generator_opts["isPrimaryKey"] = prop.primaryKey
+
+    min_length = _get_logical_type_option(prop, "minLength")
+    max_length = _get_logical_type_option(prop, "maxLength")
+    pattern = _get_logical_type_option(prop, "pattern")
+    minimum = _get_logical_type_option(prop, "minimum")
+    maximum = _get_logical_type_option(prop, "maximum")
+
+    if min_length is not None:
+        if prop_type is not None and prop_type.lower() == "array":
+            dc_generator_opts["arrayMinLen"] = min_length
+        else:
+            dc_generator_opts["minLen"] = min_length
+    if max_length is not None:
+        if prop_type is not None and prop_type.lower() == "array":
+            dc_generator_opts["arrayMaxLen"] = max_length
+        else:
+            dc_generator_opts["maxLen"] = max_length
+    if pattern is not None:
+        dc_generator_opts["regex"] = pattern
+    if minimum is not None:
+        dc_generator_opts["min"] = minimum
+    if maximum is not None:
+        dc_generator_opts["max"] = maximum
+
+    if len(dc_generator_opts.keys()) > 0:
+        dc_field["options"] = dc_generator_opts
+    return dc_field
+
+
+def _to_data_type(data_type):
+    data_type_lower = data_type.lower() if data_type else ""
+    if data_type_lower in ["number", "numeric", "double"]:
+        return "double"
+    elif data_type_lower in ["decimal", "bigint"]:
+        return "decimal"
+    elif data_type_lower in ["int", "integer"]:
+        return "integer"
+    elif data_type_lower == "long":
+        return "long"
+    elif data_type_lower == "float":
+        return "float"
+    elif data_type_lower in ["string", "text", "varchar"]:
+        return "string"
+    elif data_type_lower == "boolean":
+        return "boolean"
+    elif data_type_lower in ["timestamp", "timestamp_tz", "timestamp_ntz"]:
+        return "timestamp"
+    elif data_type_lower == "date":
+        return "date"
+    elif data_type_lower == "array":
+        return "array"
+    elif data_type_lower in ["map", "object", "record", "struct"]:
+        return "struct"
+    elif data_type_lower == "bytes":
+        return "binary"
+    else:
+        return "string"
diff --git a/datacontract/export/dbml_converter.py b/datacontract/export/dbml_converter.py
deleted file mode 100644
index 5c13ea319..000000000
--- a/datacontract/export/dbml_converter.py
+++ /dev/null
@@ -1,148 +0,0 @@
-from datetime import datetime
-from importlib.metadata import version
-from typing import Tuple
-
-import pytz
-
-import datacontract.model.data_contract_specification as spec
-from datacontract.export.exporter import Exporter
-from datacontract.export.sql_type_converter import convert_to_sql_type
-from datacontract.model.exceptions import DataContractException
-
-
-class DbmlExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        found_server = data_contract.servers.get(server)
-        return to_dbml_diagram(data_contract, found_server)
-
-
-def to_dbml_diagram(contract: spec.DataContractSpecification, server: spec.Server) -> str:
-    result = ""
-    result += add_generated_info(contract, server) + "\n"
-    result += generate_project_info(contract) + "\n"
-
-    for model_name, model in contract.models.items():
-        table_description = generate_table(model_name, model, server)
-        result += f"\n{table_description}\n"
-
-    return result
-
-
-def add_generated_info(contract: spec.DataContractSpecification, server: spec.Server) -> str:
-    tz = pytz.timezone("UTC")
-    now = datetime.now(tz)
-    formatted_date = now.strftime("%b %d %Y")
-    datacontract_cli_version = get_version()
-    dialect = "Logical Datacontract" if server is None else server.type
-
-    generated_info = """
-Generated at {0} by datacontract-cli version {1}
-for datacontract {2} ({3}) version {4} 
-Using {5} Types for the field types
-    """.format(
-        formatted_date, datacontract_cli_version, contract.info.title, contract.id, contract.info.version, dialect
-    )
-
-    comment = """/*
-{0}
-*/
-    """.format(generated_info)
-    return comment
-
-
-def get_version() -> str:
-    try:
-        return version("datacontract_cli")
-    except Exception:
-        return ""
-
-
-def generate_project_info(contract: spec.DataContractSpecification) -> str:
-    return """Project "{0}" {{
-    Note: '''{1}'''
-}}\n
-    """.format(contract.info.title, contract.info.description)
-
-
-def generate_table(model_name: str, model: spec.Model, server: spec.Server) -> str:
-    result = """Table "{0}" {{ 
-Note: {1}
-    """.format(model_name, formatDescription(model.description))
-
-    references = []
-
-    for field_name, field in model.fields.items():
-        ref, field_string = generate_field(field_name, field, model_name, server)
-        if ref is not None:
-            references.append(ref)
-        result += "{0}\n".format(field_string)
-
-    result += "}\n"
-
-    # and if any: add the references
-    if len(references) > 0:
-        for ref in references:
-            result += "Ref: {0}\n".format(ref)
-
-        result += "\n"
-
-    return result
-
-
-def generate_field(field_name: str, field: spec.Field, model_name: str, server: spec.Server) -> Tuple[str, str]:
-    if field.primaryKey or field.primary:
-        if field.required is not None:
-            if not field.required:
-                raise DataContractException(
-                    type="lint",
-                    name="Primary key fields cannot have required == False.",
-                    result="error",
-                    reason="Primary key fields cannot have required == False.",
-                    engine="datacontract",
-                )
-        else:
-            field.required = True
-        if field.unique is not None:
-            if not field.unique:
-                raise DataContractException(
-                    type="lint",
-                    name="Primary key fields cannot have unique == False",
-                    result="error",
-                    reason="Primary key fields cannot have unique == False.",
-                    engine="datacontract",
-                )
-        else:
-            field.unique = True
-
-    field_attrs = []
-    if field.primaryKey or field.primary:
-        field_attrs.append("pk")
-
-    if field.unique:
-        field_attrs.append("unique")
-
-    if field.required:
-        field_attrs.append("not null")
-    else:
-        field_attrs.append("null")
-
-    if field.description:
-        field_attrs.append("""Note: {0}""".format(formatDescription(field.description)))
-
-    field_type = field.type if server is None else convert_to_sql_type(field, server.type)
-
-    field_str = '"{0}" "{1}" [{2}]'.format(field_name, field_type, ",".join(field_attrs))
-    ref_str = None
-    if (field.references) is not None:
-        if field.unique:
-            ref_str = "{0}.{1} - {2}".format(model_name, field_name, field.references)
-        else:
-            ref_str = "{0}.{1} > {2}".format(model_name, field_name, field.references)
-    return (ref_str, field_str)
-
-
-def formatDescription(input: str) -> str:
-    if "\n" in input or "\r" in input or '"' in input:
-        return "'''{0}'''".format(input)
-    else:
-        return '"{0}"'.format(input)
diff --git a/datacontract/export/dbml_exporter.py b/datacontract/export/dbml_exporter.py
new file mode 100644
index 000000000..26dfb112c
--- /dev/null
+++ b/datacontract/export/dbml_exporter.py
@@ -0,0 +1,173 @@
+from datetime import datetime
+from importlib.metadata import version
+from typing import Optional, Tuple
+
+import pytz
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty, Server
+
+from datacontract.export.exporter import Exporter
+from datacontract.export.sql_type_converter import convert_to_sql_type
+from datacontract.model.exceptions import DataContractException
+
+
+class DbmlExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        found_server = _get_server_by_name(data_contract, server) if server else None
+        return to_dbml_diagram(data_contract, found_server)
+
+
+def _get_server_by_name(data_contract: OpenDataContractStandard, name: str) -> Optional[Server]:
+    """Get a server by name."""
+    if data_contract.servers is None:
+        return None
+    return next((s for s in data_contract.servers if s.server == name), None)
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property."""
+    if prop.logicalType:
+        return prop.logicalType
+    if prop.physicalType:
+        return prop.physicalType
+    return None
+
+
+def _get_references(prop: SchemaProperty) -> Optional[str]:
+    """Get references from a property's relationships."""
+    if prop.relationships:
+        for rel in prop.relationships:
+            if hasattr(rel, 'to') and rel.to:
+                return rel.to
+    return None
+
+
+def to_dbml_diagram(contract: OpenDataContractStandard, server: Optional[Server]) -> str:
+    result = ""
+    result += add_generated_info(contract, server) + "\n"
+    result += generate_project_info(contract) + "\n"
+
+    if contract.schema_:
+        for schema_obj in contract.schema_:
+            table_description = generate_table(schema_obj.name, schema_obj, server)
+            result += f"\n{table_description}\n"
+
+    return result
+
+
+def add_generated_info(contract: OpenDataContractStandard, server: Optional[Server]) -> str:
+    tz = pytz.timezone("UTC")
+    now = datetime.now(tz)
+    formatted_date = now.strftime("%b %d %Y")
+    datacontract_cli_version = get_version()
+    dialect = "Logical Datacontract" if server is None else server.type
+
+    return """/*
+Generated at {0} by datacontract-cli version {1}
+for datacontract {2} ({3}) version {4}
+Using {5} Types for the field types
+*/""".format(
+        formatted_date, datacontract_cli_version, contract.name, contract.id, contract.version, dialect
+    )
+
+
+def get_version() -> str:
+    try:
+        return version("datacontract_cli")
+    except Exception:
+        return ""
+
+
+def generate_project_info(contract: OpenDataContractStandard) -> str:
+    description = ""
+    if contract.description:
+        if hasattr(contract.description, 'purpose') and contract.description.purpose:
+            description = contract.description.purpose
+        elif isinstance(contract.description, str):
+            description = contract.description
+    return """Project "{0}" {{
+    note: '''{1}'''
+}}""".format(contract.name or "", description)
+
+
+def generate_table(model_name: str, schema_obj: SchemaObject, server: Optional[Server]) -> str:
+    result = "Table {0} {{\n    note: {1}\n".format(model_name, formatDescription(schema_obj.description or ""))
+
+    references = []
+
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            ref, field_string = generate_field(prop.name, prop, model_name, server)
+            if ref is not None:
+                references.append(ref)
+            result += "{0}\n".format(field_string)
+
+    result += "}"
+
+    # and if any: add the references
+    if len(references) > 0:
+        result += "\n"
+        for ref in references:
+            result += "Ref: {0}\n".format(ref)
+
+    return result
+
+
+def generate_field(field_name: str, prop: SchemaProperty, model_name: str, server: Optional[Server]) -> Tuple[str, str]:
+    if prop.primaryKey:
+        if prop.required is not None:
+            if not prop.required:
+                raise DataContractException(
+                    type="lint",
+                    name="Primary key fields cannot have required == False.",
+                    result="error",
+                    reason="Primary key fields cannot have required == False.",
+                    engine="datacontract",
+                )
+        else:
+            prop.required = True
+        if prop.unique is not None:
+            if not prop.unique:
+                raise DataContractException(
+                    type="lint",
+                    name="Primary key fields cannot have unique == False",
+                    result="error",
+                    reason="Primary key fields cannot have unique == False.",
+                    engine="datacontract",
+                )
+        else:
+            prop.unique = True
+
+    field_attrs = []
+    if prop.primaryKey:
+        field_attrs.append("pk")
+
+    if prop.unique:
+        field_attrs.append("unique")
+
+    if prop.required:
+        field_attrs.append("not null")
+    else:
+        field_attrs.append("null")
+
+    if prop.description:
+        field_attrs.append("""note: {0}""".format(formatDescription(prop.description)))
+
+    prop_type = _get_type(prop)
+    field_type = prop_type if server is None else convert_to_sql_type(prop, server.type)
+
+    field_str = '    {0} {1} [{2}]'.format(field_name, field_type, ", ".join(field_attrs))
+    ref_str = None
+    references = _get_references(prop)
+    if references is not None:
+        if prop.unique:
+            ref_str = "{0}.{1} - {2}".format(model_name, field_name, references)
+        else:
+            ref_str = "{0}.{1} > {2}".format(model_name, field_name, references)
+    return (ref_str, field_str)
+
+
+def formatDescription(input: str) -> str:
+    if "\n" in input or "\r" in input or '"' in input:
+        return "'''{0}'''".format(input)
+    else:
+        return '"{0}"'.format(input)
diff --git a/datacontract/export/dbt_converter.py b/datacontract/export/dbt_converter.py
deleted file mode 100644
index 1bb6baf66..000000000
--- a/datacontract/export/dbt_converter.py
+++ /dev/null
@@ -1,304 +0,0 @@
-from typing import Dict, Optional
-
-import yaml
-
-from datacontract.export.exporter import Exporter, _check_models_for_export
-from datacontract.export.sql_type_converter import convert_to_sql_type
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
-
-
-class DbtExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        return to_dbt_models_yaml(data_contract, server)
-
-
-class DbtSourceExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        return to_dbt_sources_yaml(data_contract, server)
-
-
-class DbtStageExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        model_name, model_value = _check_models_for_export(data_contract, model, self.export_format)
-        return to_dbt_staging_sql(
-            data_contract,
-            model_name,
-            model_value,
-        )
-
-
-def to_dbt_models_yaml(data_contract_spec: DataContractSpecification, server: str = None) -> str:
-    dbt = {
-        "version": 2,
-        "models": [],
-    }
-
-    for model_key, model_value in data_contract_spec.models.items():
-        dbt_model = _to_dbt_model(model_key, model_value, data_contract_spec, adapter_type=server)
-        dbt["models"].append(dbt_model)
-    return yaml.safe_dump(dbt, indent=2, sort_keys=False, allow_unicode=True)
-
-
-def to_dbt_staging_sql(data_contract_spec: DataContractSpecification, model_name: str, model_value: Model) -> str:
-    id = data_contract_spec.id
-    columns = []
-    for field_name, field in model_value.fields.items():
-        # TODO escape SQL reserved key words, probably dependent on server type
-        columns.append(field_name)
-    return f"""
-    select
-        {", ".join(columns)}
-    from {{{{ source('{id}', '{model_name}') }}}}
-"""
-
-
-def to_dbt_sources_yaml(data_contract_spec: DataContractSpecification, server: str = None):
-    source = {"name": data_contract_spec.id}
-    dbt = {
-        "version": 2,
-        "sources": [source],
-    }
-    if data_contract_spec.info.owner is not None:
-        source["meta"] = {"owner": data_contract_spec.info.owner}
-    if data_contract_spec.info.description is not None:
-        source["description"] = data_contract_spec.info.description.strip().replace("\n", " ")
-    found_server = data_contract_spec.servers.get(server)
-    adapter_type = None
-    if found_server is not None:
-        adapter_type = found_server.type
-        if adapter_type == "bigquery":
-            source["database"] = found_server.project
-            source["schema"] = found_server.dataset
-        else:
-            source["database"] = found_server.database
-            source["schema"] = found_server.schema_
-
-    source["tables"] = []
-    for model_key, model_value in data_contract_spec.models.items():
-        dbt_model = _to_dbt_source_table(data_contract_spec, model_key, model_value, adapter_type)
-        source["tables"].append(dbt_model)
-    return yaml.dump(dbt, indent=2, sort_keys=False, allow_unicode=True)
-
-
-def _to_dbt_source_table(
-    data_contract_spec: DataContractSpecification, model_key, model_value: Model, adapter_type: Optional[str]
-) -> dict:
-    dbt_model = {
-        "name": model_key,
-    }
-
-    if model_value.description is not None:
-        dbt_model["description"] = model_value.description.strip().replace("\n", " ")
-    columns = _to_columns(data_contract_spec, model_value.fields, False, adapter_type)
-    if columns:
-        dbt_model["columns"] = columns
-    return dbt_model
-
-
-def _to_dbt_model(
-    model_key, model_value: Model, data_contract_spec: DataContractSpecification, adapter_type: Optional[str]
-) -> dict:
-    dbt_model = {
-        "name": model_key,
-    }
-    model_type = _to_dbt_model_type(model_value.type)
-
-    dbt_model["config"] = {"meta": {"data_contract": data_contract_spec.id}}
-
-    if model_type:
-        dbt_model["config"]["materialized"] = model_type
-
-    if data_contract_spec.info.owner is not None:
-        dbt_model["config"]["meta"]["owner"] = data_contract_spec.info.owner
-
-    if _supports_constraints(model_type):
-        dbt_model["config"]["contract"] = {"enforced": True}
-    if model_value.description is not None:
-        dbt_model["description"] = model_value.description.strip().replace("\n", " ")
-
-    # Handle model-level primaryKey (before columns for better YAML ordering)
-    primary_key_columns = []
-    if hasattr(model_value, "primaryKey") and model_value.primaryKey:
-        if isinstance(model_value.primaryKey, list) and len(model_value.primaryKey) > 1:
-            # Multiple columns: use dbt_utils.unique_combination_of_columns
-            dbt_model["data_tests"] = [
-                {"dbt_utils.unique_combination_of_columns": {"combination_of_columns": model_value.primaryKey}}
-            ]
-        elif isinstance(model_value.primaryKey, list) and len(model_value.primaryKey) == 1:
-            # Single column: handle at column level (pass to _to_columns)
-            primary_key_columns = model_value.primaryKey
-        elif isinstance(model_value.primaryKey, str):
-            # Single column as string: handle at column level
-            primary_key_columns = [model_value.primaryKey]
-
-    columns = _to_columns(
-        data_contract_spec, model_value.fields, _supports_constraints(model_type), adapter_type, primary_key_columns
-    )
-    if columns:
-        dbt_model["columns"] = columns
-
-    return dbt_model
-
-
-def _to_dbt_model_type(model_type):
-    # https://docs.getdbt.com/docs/build/materializations
-    # Allowed values: table, view, incremental, ephemeral, materialized view
-    # Custom values also possible
-    if model_type is None:
-        return None
-    if model_type.lower() == "table":
-        return "table"
-    if model_type.lower() == "view":
-        return "view"
-    return "table"
-
-
-def _supports_constraints(model_type):
-    return model_type == "table" or model_type == "incremental"
-
-
-def _to_columns(
-    data_contract_spec: DataContractSpecification,
-    fields: Dict[str, Field],
-    supports_constraints: bool,
-    adapter_type: Optional[str],
-    primary_key_columns: Optional[list] = None,
-) -> list:
-    columns = []
-    primary_key_columns = primary_key_columns or []
-    for field_name, field in fields.items():
-        is_primary_key = field_name in primary_key_columns
-        column = _to_column(data_contract_spec, field_name, field, supports_constraints, adapter_type, is_primary_key)
-        columns.append(column)
-    return columns
-
-
-def get_table_name_and_column_name(references: str) -> tuple[Optional[str], str]:
-    parts = references.split(".")
-    if len(parts) < 2:
-        return None, parts[0]
-    return parts[-2], parts[-1]
-
-
-def _to_column(
-    data_contract_spec: DataContractSpecification,
-    field_name: str,
-    field: Field,
-    supports_constraints: bool,
-    adapter_type: Optional[str],
-    is_primary_key: bool = False,
-) -> dict:
-    column = {"name": field_name}
-    adapter_type = adapter_type or "snowflake"
-    dbt_type = convert_to_sql_type(field, adapter_type)
-
-    column["data_tests"] = []
-    if dbt_type is not None:
-        column["data_type"] = dbt_type
-    else:
-        column["data_tests"].append(
-            {"dbt_expectations.dbt_expectations.expect_column_values_to_be_of_type": {"column_type": dbt_type}}
-        )
-    if field.description is not None:
-        column["description"] = field.description.strip().replace("\n", " ")
-    # Handle required/not_null constraint
-    if field.required or is_primary_key:
-        if supports_constraints:
-            column.setdefault("constraints", []).append({"type": "not_null"})
-        else:
-            column["data_tests"].append("not_null")
-
-    # Handle unique constraint
-    if field.unique or is_primary_key:
-        if supports_constraints:
-            column.setdefault("constraints", []).append({"type": "unique"})
-        else:
-            column["data_tests"].append("unique")
-    if field.enum is not None and len(field.enum) > 0:
-        column["data_tests"].append({"accepted_values": {"values": field.enum}})
-    if field.minLength is not None or field.maxLength is not None:
-        length_test = {}
-        if field.minLength is not None:
-            length_test["min_value"] = field.minLength
-        if field.maxLength is not None:
-            length_test["max_value"] = field.maxLength
-        column["data_tests"].append({"dbt_expectations.expect_column_value_lengths_to_be_between": length_test})
-    if field.pii is not None:
-        column.setdefault("meta", {})["pii"] = field.pii
-    if field.classification is not None:
-        column.setdefault("meta", {})["classification"] = field.classification
-    if field.tags is not None and len(field.tags) > 0:
-        column.setdefault("tags", []).extend(field.tags)
-    if field.pattern is not None:
-        # Beware, the data contract pattern is a regex, not a like pattern
-        column["data_tests"].append({"dbt_expectations.expect_column_values_to_match_regex": {"regex": field.pattern}})
-    if (
-        field.minimum is not None
-        or field.maximum is not None
-        and field.exclusiveMinimum is None
-        and field.exclusiveMaximum is None
-    ):
-        range_test = {}
-        if field.minimum is not None:
-            range_test["min_value"] = field.minimum
-        if field.maximum is not None:
-            range_test["max_value"] = field.maximum
-        column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test})
-    elif (
-        field.exclusiveMinimum is not None
-        or field.exclusiveMaximum is not None
-        and field.minimum is None
-        and field.maximum is None
-    ):
-        range_test = {}
-        if field.exclusiveMinimum is not None:
-            range_test["min_value"] = field.exclusiveMinimum
-        if field.exclusiveMaximum is not None:
-            range_test["max_value"] = field.exclusiveMaximum
-        range_test["strictly"] = True
-        column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test})
-    else:
-        if field.minimum is not None:
-            column["data_tests"].append(
-                {"dbt_expectations.expect_column_values_to_be_between": {"min_value": field.minimum}}
-            )
-        if field.maximum is not None:
-            column["data_tests"].append(
-                {"dbt_expectations.expect_column_values_to_be_between": {"max_value": field.maximum}}
-            )
-        if field.exclusiveMinimum is not None:
-            column["data_tests"].append(
-                {
-                    "dbt_expectations.expect_column_values_to_be_between": {
-                        "min_value": field.exclusiveMinimum,
-                        "strictly": True,
-                    }
-                }
-            )
-        if field.exclusiveMaximum is not None:
-            column["data_tests"].append(
-                {
-                    "dbt_expectations.expect_column_values_to_be_between": {
-                        "max_value": field.exclusiveMaximum,
-                        "strictly": True,
-                    }
-                }
-            )
-    if field.references is not None:
-        ref_source_name = data_contract_spec.id
-        table_name, column_name = get_table_name_and_column_name(field.references)
-        if table_name is not None and column_name is not None:
-            column["data_tests"].append(
-                {
-                    "relationships": {
-                        "to": f"""source("{ref_source_name}", "{table_name}")""",
-                        "field": f"{column_name}",
-                    }
-                }
-            )
-
-    if not column["data_tests"]:
-        column.pop("data_tests")
-
-    # TODO: all constraints
-    return column
diff --git a/datacontract/export/dbt_exporter.py b/datacontract/export/dbt_exporter.py
new file mode 100644
index 000000000..03293b0fc
--- /dev/null
+++ b/datacontract/export/dbt_exporter.py
@@ -0,0 +1,394 @@
+from typing import List, Optional, Union
+
+import yaml
+from open_data_contract_standard.model import Description, OpenDataContractStandard, SchemaObject, SchemaProperty
+
+from datacontract.export.exporter import Exporter, _check_schema_name_for_export
+from datacontract.export.sql_type_converter import convert_to_sql_type
+
+
+def _get_description_str(description: Union[str, Description, None]) -> Optional[str]:
+    """Extract description string from either a string or Description object."""
+    if description is None:
+        return None
+    if isinstance(description, str):
+        return description.strip().replace("\n", " ")
+    # Description object - use purpose field
+    if hasattr(description, "purpose") and description.purpose:
+        return description.purpose.strip().replace("\n", " ")
+    return None
+
+
+class DbtExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        return to_dbt_models_yaml(data_contract, server)
+
+
+class DbtSourceExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        return to_dbt_sources_yaml(data_contract, server)
+
+
+class DbtStageExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        model_name, model_value = _check_schema_name_for_export(data_contract, schema_name, self.export_format)
+        return to_dbt_staging_sql(
+            data_contract,
+            model_name,
+            model_value,
+        )
+
+
+def _get_custom_property_value(prop: SchemaProperty, key: str) -> Optional[str]:
+    """Get a custom property value."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_enum_values(prop: SchemaProperty):
+    """Get enum values from logicalTypeOptions, customProperties, or quality rules."""
+    import json
+    # First check logicalTypeOptions
+    enum_values = _get_logical_type_option(prop, "enum")
+    if enum_values:
+        return enum_values
+    # Then check customProperties
+    enum_str = _get_custom_property_value(prop, "enum")
+    if enum_str:
+        try:
+            if isinstance(enum_str, list):
+                return enum_str
+            return json.loads(enum_str)
+        except (json.JSONDecodeError, TypeError):
+            pass
+    # Finally check quality rules for invalidValues with validValues
+    if prop.quality:
+        for q in prop.quality:
+            if q.metric == "invalidValues" and q.arguments:
+                valid_values = q.arguments.get("validValues")
+                if valid_values:
+                    return valid_values
+    return None
+
+
+def _get_owner(data_contract: OpenDataContractStandard) -> Optional[str]:
+    """Get owner from team."""
+    if data_contract.team is None:
+        return None
+    return data_contract.team.name
+
+
+def _get_server_by_name(data_contract: OpenDataContractStandard, name: str):
+    """Get a server by name."""
+    if data_contract.servers is None:
+        return None
+    return next((s for s in data_contract.servers if s.server == name), None)
+
+
+def to_dbt_models_yaml(odcs: OpenDataContractStandard, server: str = None) -> str:
+    dbt = {
+        "version": 2,
+        "models": [],
+    }
+
+    if odcs.schema_:
+        for schema_obj in odcs.schema_:
+            dbt_model = _to_dbt_model(schema_obj.name, schema_obj, odcs, adapter_type=server)
+            dbt["models"].append(dbt_model)
+    return yaml.safe_dump(dbt, indent=2, sort_keys=False, allow_unicode=True)
+
+
+def to_dbt_staging_sql(odcs: OpenDataContractStandard, model_name: str, model_value: SchemaObject) -> str:
+    contract_id = odcs.id
+    columns = []
+    if model_value.properties:
+        for prop in model_value.properties:
+            # TODO escape SQL reserved key words, probably dependent on server type
+            columns.append(prop.name)
+    return f"""
+    select
+        {", ".join(columns)}
+    from {{{{ source('{contract_id}', '{model_name}') }}}}
+"""
+
+
+def to_dbt_sources_yaml(odcs: OpenDataContractStandard, server: str = None):
+    source = {"name": odcs.id}
+    dbt = {
+        "version": 2,
+        "sources": [source],
+    }
+    owner = _get_owner(odcs)
+    if owner is not None:
+        source["meta"] = {"owner": owner}
+    desc_str = _get_description_str(odcs.description)
+    if desc_str is not None:
+        source["description"] = desc_str
+
+    found_server = _get_server_by_name(odcs, server) if server else None
+    adapter_type = None
+    if found_server is not None:
+        adapter_type = found_server.type
+        if adapter_type == "bigquery":
+            source["database"] = found_server.project
+            source["schema"] = found_server.dataset
+        else:
+            source["database"] = found_server.database
+            source["schema"] = found_server.schema_
+
+    source["tables"] = []
+    if odcs.schema_:
+        for schema_obj in odcs.schema_:
+            dbt_model = _to_dbt_source_table(odcs, schema_obj.name, schema_obj, adapter_type)
+            source["tables"].append(dbt_model)
+    return yaml.dump(dbt, indent=2, sort_keys=False, allow_unicode=True)
+
+
+def _to_dbt_source_table(
+    odcs: OpenDataContractStandard, model_key: str, model_value: SchemaObject, adapter_type: Optional[str]
+) -> dict:
+    dbt_model = {
+        "name": model_key,
+    }
+
+    if model_value.description is not None:
+        dbt_model["description"] = model_value.description.strip().replace("\n", " ")
+    columns = _to_columns(odcs, model_value.properties or [], False, adapter_type)
+    if columns:
+        dbt_model["columns"] = columns
+    return dbt_model
+
+
+def _to_dbt_model(
+    schema_name: str, schema_object: SchemaObject, odcs: OpenDataContractStandard, adapter_type: Optional[str]
+) -> dict:
+    dbt_model = {
+        "name": schema_name,
+    }
+    model_type = _to_dbt_model_type(schema_object.physicalType)
+
+    dbt_model["config"] = {"meta": {"data_contract": odcs.id}}
+
+    if model_type:
+        dbt_model["config"]["materialized"] = model_type
+
+    owner = _get_owner(odcs)
+    if owner is not None:
+        dbt_model["config"]["meta"]["owner"] = owner
+
+    if _supports_constraints(model_type):
+        dbt_model["config"]["contract"] = {"enforced": True}
+    if schema_object.description is not None:
+        dbt_model["description"] = schema_object.description.strip().replace("\n", " ")
+
+    # Handle model-level primaryKey from properties
+    primary_key_columns = []
+    if schema_object.properties:
+        for prop in schema_object.properties:
+            if prop.primaryKey:
+                primary_key_columns.append(prop.name)
+
+    if len(primary_key_columns) > 1:
+        # Multiple columns: use dbt_utils.unique_combination_of_columns
+        dbt_model["data_tests"] = [
+            {"dbt_utils.unique_combination_of_columns": {"combination_of_columns": primary_key_columns}}
+        ]
+
+    columns = _to_columns(
+        odcs, schema_object.properties or [], _supports_constraints(model_type), adapter_type, primary_key_columns
+    )
+    if columns:
+        dbt_model["columns"] = columns
+
+    return dbt_model
+
+
+def _to_dbt_model_type(model_type: Optional[str]):
+    # https://docs.getdbt.com/docs/build/materializations
+    # Allowed values: table, view, incremental, ephemeral, materialized view
+    # Custom values also possible
+    if model_type is None:
+        return None
+    if model_type.lower() == "table":
+        return "table"
+    if model_type.lower() == "view":
+        return "view"
+    return "table"
+
+
+def _supports_constraints(model_type: Optional[str]) -> bool:
+    return model_type == "table" or model_type == "incremental"
+
+
+def _to_columns(
+    odcs: OpenDataContractStandard,
+    properties: List[SchemaProperty],
+    supports_constraints: bool,
+    adapter_type: Optional[str],
+    primary_key_columns: Optional[list] = None,
+) -> list:
+    columns = []
+    primary_key_columns = primary_key_columns or []
+    is_single_pk = len(primary_key_columns) == 1
+    for prop in properties:
+        is_primary_key = prop.name in primary_key_columns
+        # Only pass is_primary_key for unique constraint if it's a single-column PK
+        # Composite PKs use unique_combination_of_columns at model level instead
+        column = _to_column(odcs, prop, supports_constraints, adapter_type, is_primary_key, is_single_pk)
+        columns.append(column)
+    return columns
+
+
+def get_table_name_and_column_name(references: str) -> tuple:
+    parts = references.split(".")
+    if len(parts) < 2:
+        return None, parts[0]
+    return parts[-2], parts[-1]
+
+
+def _to_column(
+    data_contract: OpenDataContractStandard,
+    prop: SchemaProperty,
+    supports_constraints: bool,
+    adapter_type: Optional[str],
+    is_primary_key: bool = False,
+    is_single_pk: bool = False,
+) -> dict:
+    column = {"name": prop.name}
+    adapter_type = adapter_type or "snowflake"
+    dbt_type = convert_to_sql_type(prop, adapter_type)
+
+    column["data_tests"] = []
+    if dbt_type is not None:
+        column["data_type"] = dbt_type
+    else:
+        column["data_tests"].append(
+            {"dbt_expectations.dbt_expectations.expect_column_values_to_be_of_type": {"column_type": dbt_type}}
+        )
+    if prop.description is not None:
+        column["description"] = prop.description.strip().replace("\n", " ")
+
+    # Handle required/not_null constraint
+    if prop.required or is_primary_key:
+        if supports_constraints:
+            column.setdefault("constraints", []).append({"type": "not_null"})
+        else:
+            column["data_tests"].append("not_null")
+
+    # Handle unique constraint
+    # For composite primary keys, uniqueness is handled at model level via unique_combination_of_columns
+    # Only add unique constraint for single-column primary keys or explicit unique fields
+    if prop.unique or (is_primary_key and is_single_pk):
+        if supports_constraints:
+            column.setdefault("constraints", []).append({"type": "unique"})
+        else:
+            column["data_tests"].append("unique")
+
+    enum_values = _get_enum_values(prop)
+    if enum_values and len(enum_values) > 0:
+        column["data_tests"].append({"accepted_values": {"values": enum_values}})
+
+    min_length = _get_logical_type_option(prop, "minLength")
+    max_length = _get_logical_type_option(prop, "maxLength")
+    if min_length is not None or max_length is not None:
+        length_test = {}
+        if min_length is not None:
+            length_test["min_value"] = min_length
+        if max_length is not None:
+            length_test["max_value"] = max_length
+        column["data_tests"].append({"dbt_expectations.expect_column_value_lengths_to_be_between": length_test})
+
+    if prop.classification is not None:
+        column.setdefault("meta", {})["classification"] = prop.classification
+    if prop.tags is not None and len(prop.tags) > 0:
+        column.setdefault("tags", []).extend(prop.tags)
+
+    pattern = _get_logical_type_option(prop, "pattern")
+    if pattern is not None:
+        # Beware, the data contract pattern is a regex, not a like pattern
+        column["data_tests"].append({"dbt_expectations.expect_column_values_to_match_regex": {"regex": pattern}})
+
+    minimum = _get_logical_type_option(prop, "minimum")
+    maximum = _get_logical_type_option(prop, "maximum")
+    exclusive_minimum = _get_logical_type_option(prop, "exclusiveMinimum")
+    exclusive_maximum = _get_logical_type_option(prop, "exclusiveMaximum")
+
+    if (minimum is not None or maximum is not None) and exclusive_minimum is None and exclusive_maximum is None:
+        range_test = {}
+        if minimum is not None:
+            range_test["min_value"] = minimum
+        if maximum is not None:
+            range_test["max_value"] = maximum
+        column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test})
+    elif (exclusive_minimum is not None or exclusive_maximum is not None) and minimum is None and maximum is None:
+        range_test = {}
+        if exclusive_minimum is not None:
+            range_test["min_value"] = exclusive_minimum
+        if exclusive_maximum is not None:
+            range_test["max_value"] = exclusive_maximum
+        range_test["strictly"] = True
+        column["data_tests"].append({"dbt_expectations.expect_column_values_to_be_between": range_test})
+    else:
+        if minimum is not None:
+            column["data_tests"].append(
+                {"dbt_expectations.expect_column_values_to_be_between": {"min_value": minimum}}
+            )
+        if maximum is not None:
+            column["data_tests"].append(
+                {"dbt_expectations.expect_column_values_to_be_between": {"max_value": maximum}}
+            )
+        if exclusive_minimum is not None:
+            column["data_tests"].append(
+                {
+                    "dbt_expectations.expect_column_values_to_be_between": {
+                        "min_value": exclusive_minimum,
+                        "strictly": True,
+                    }
+                }
+            )
+        if exclusive_maximum is not None:
+            column["data_tests"].append(
+                {
+                    "dbt_expectations.expect_column_values_to_be_between": {
+                        "max_value": exclusive_maximum,
+                        "strictly": True,
+                    }
+                }
+            )
+
+    # Handle references from relationships
+    references = None
+    if prop.relationships:
+        for rel in prop.relationships:
+            if hasattr(rel, 'to') and rel.to:
+                references = rel.to
+                break
+    if references is not None:
+        ref_source_name = data_contract.id
+        table_name, column_name = get_table_name_and_column_name(references)
+        if table_name is not None and column_name is not None:
+            column["data_tests"].append(
+                {
+                    "relationships": {
+                        "to": f"""source("{ref_source_name}", "{table_name}")""",
+                        "field": f"{column_name}",
+                    }
+                }
+            )
+
+    if not column["data_tests"]:
+        column.pop("data_tests")
+
+    # TODO: all constraints
+    return column
diff --git a/datacontract/export/dcs_exporter.py b/datacontract/export/dcs_exporter.py
index 38c3c5a54..ce700d0f9 100644
--- a/datacontract/export/dcs_exporter.py
+++ b/datacontract/export/dcs_exporter.py
@@ -1,6 +1,294 @@
+"""DCS Exporter - Exports ODCS to Data Contract Specification format for backward compatibility."""
+
+from typing import Optional
+
+from datacontract_specification.model import (
+    Availability,
+    Contact,
+    DataContractSpecification,
+    Field,
+    Info,
+    Model,
+    Retention,
+    Terms,
+)
+from datacontract_specification.model import (
+    Server as DCSServer,
+)
+from open_data_contract_standard.model import (
+    OpenDataContractStandard,
+    SchemaObject,
+    SchemaProperty,
+)
+from open_data_contract_standard.model import (
+    Server as ODCSServer,
+)
+
 from datacontract.export.exporter import Exporter
 
 
 class DcsExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        return data_contract.to_yaml()
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        return to_dcs_yaml(data_contract)
+
+
+def to_dcs_yaml(data_contract: OpenDataContractStandard) -> str:
+    """Convert ODCS to DCS and return as YAML."""
+    dcs = to_dcs(data_contract)
+    return dcs.to_yaml()
+
+
+def to_dcs(data_contract: OpenDataContractStandard) -> DataContractSpecification:
+    """Convert an ODCS data contract to a DCS data contract."""
+    # Basic info
+    info = Info(
+        title=data_contract.name,
+        version=data_contract.version,
+        description=data_contract.description,
+        status=data_contract.status,
+    )
+
+    # Team/owner
+    if data_contract.team:
+        info.owner = data_contract.team.name
+
+    # Contact
+    if data_contract.support:
+        for support in data_contract.support:
+            if support.channel == "email" and support.url:
+                # Extract email from mailto:
+                email = support.url.replace("mailto:", "") if support.url.startswith("mailto:") else None
+                if email:
+                    info.contact = Contact(email=email)
+                    break
+            elif support.channel == "other" and support.url:
+                info.contact = Contact(url=support.url)
+
+    # Create DCS spec
+    dcs = DataContractSpecification(
+        id=data_contract.id,
+        info=info,
+    )
+
+    # Convert servers
+    if data_contract.servers:
+        dcs.servers = {}
+        for odcs_server in data_contract.servers:
+            dcs_server = _convert_server(odcs_server)
+            dcs.servers[odcs_server.server] = dcs_server
+
+    # Convert schema_ to models
+    if data_contract.schema_:
+        dcs.models = {}
+        for schema_obj in data_contract.schema_:
+            model = _convert_schema_to_model(schema_obj)
+            dcs.models[schema_obj.name] = model
+
+    # Convert description to terms
+    if data_contract.description:
+        terms = Terms()
+        # Check for structured description
+        if hasattr(data_contract, 'description') and data_contract.description:
+            if isinstance(data_contract.description, str):
+                terms.description = data_contract.description
+            elif hasattr(data_contract.description, 'purpose'):
+                terms.description = data_contract.description.purpose
+                terms.usage = getattr(data_contract.description, 'usage', None)
+                terms.limitations = getattr(data_contract.description, 'limitations', None)
+        dcs.terms = terms
+
+    # Convert SLA properties to service levels
+    if data_contract.slaProperties:
+        for sla in data_contract.slaProperties:
+            if sla.property == "generalAvailability":
+                if dcs.servicelevels is None:
+                    dcs.servicelevels = {}
+                dcs.servicelevels["availability"] = Availability(description=sla.value)
+            elif sla.property == "retention":
+                if dcs.servicelevels is None:
+                    dcs.servicelevels = {}
+                dcs.servicelevels["retention"] = Retention(period=sla.value)
+
+    return dcs
+
+
+def _convert_server(odcs_server: ODCSServer) -> DCSServer:
+    """Convert an ODCS server to a DCS server."""
+    dcs_server = DCSServer(type=odcs_server.type)
+
+    # Copy common attributes
+    if odcs_server.environment:
+        dcs_server.environment = odcs_server.environment
+    if odcs_server.account:
+        dcs_server.account = odcs_server.account
+    if odcs_server.database:
+        dcs_server.database = odcs_server.database
+    if odcs_server.schema_:
+        dcs_server.schema_ = odcs_server.schema_
+    if odcs_server.format:
+        dcs_server.format = odcs_server.format
+    if odcs_server.project:
+        dcs_server.project = odcs_server.project
+    if odcs_server.dataset:
+        dcs_server.dataset = odcs_server.dataset
+    if odcs_server.path:
+        dcs_server.path = odcs_server.path
+    if odcs_server.delimiter:
+        dcs_server.delimiter = odcs_server.delimiter
+    if odcs_server.endpointUrl:
+        dcs_server.endpointUrl = odcs_server.endpointUrl
+    if odcs_server.location:
+        dcs_server.location = odcs_server.location
+    if odcs_server.host:
+        dcs_server.host = odcs_server.host
+    if odcs_server.port:
+        dcs_server.port = odcs_server.port
+    if odcs_server.catalog:
+        dcs_server.catalog = odcs_server.catalog
+    if odcs_server.topic:
+        dcs_server.topic = odcs_server.topic
+    if odcs_server.http_path:
+        dcs_server.http_path = odcs_server.http_path
+    if odcs_server.driver:
+        dcs_server.driver = odcs_server.driver
+
+    return dcs_server
+
+
+def _convert_schema_to_model(schema_obj: SchemaObject) -> Model:
+    """Convert an ODCS SchemaObject to a DCS Model."""
+    model = Model(type=schema_obj.physicalType or "table")
+
+    if schema_obj.description:
+        model.description = schema_obj.description
+
+    # Convert properties to fields
+    if schema_obj.properties:
+        model.fields = {}
+        for prop in schema_obj.properties:
+            field = _convert_property_to_field(prop)
+            model.fields[prop.name] = field
+
+    return model
+
+
+def _convert_property_to_field(prop: SchemaProperty) -> Field:
+    """Convert an ODCS SchemaProperty to a DCS Field."""
+    # Convert logical type back to DCS type
+    dcs_type = _convert_logical_to_dcs_type(prop.logicalType, prop.physicalType)
+
+    field = Field(type=dcs_type)
+
+    if prop.description:
+        field.description = prop.description
+    if prop.required is not None:
+        field.required = prop.required
+    if prop.unique is not None:
+        field.unique = prop.unique
+    if prop.primaryKey:
+        field.primaryKey = prop.primaryKey
+    if prop.businessName:
+        field.title = prop.businessName
+    if prop.classification:
+        field.classification = prop.classification
+    if prop.tags:
+        field.tags = prop.tags
+
+    # Convert logical type options
+    if prop.logicalTypeOptions:
+        opts = prop.logicalTypeOptions
+        if "minLength" in opts:
+            field.minLength = opts["minLength"]
+        if "maxLength" in opts:
+            field.maxLength = opts["maxLength"]
+        if "pattern" in opts:
+            field.pattern = opts["pattern"]
+        if "minimum" in opts:
+            field.minimum = opts["minimum"]
+        if "maximum" in opts:
+            field.maximum = opts["maximum"]
+        if "exclusiveMinimum" in opts:
+            field.exclusiveMinimum = opts["exclusiveMinimum"]
+        if "exclusiveMaximum" in opts:
+            field.exclusiveMaximum = opts["exclusiveMaximum"]
+        if "enum" in opts:
+            field.enum = opts["enum"]
+        if "format" in opts:
+            field.format = opts["format"]
+
+    # Convert custom properties
+    if prop.customProperties:
+        field.config = {}
+        for cp in prop.customProperties:
+            if cp.property == "pii":
+                field.pii = cp.value
+            else:
+                field.config[cp.property] = cp.value
+
+    # Convert nested properties (for object types)
+    if prop.properties:
+        field.fields = {}
+        for nested_prop in prop.properties:
+            nested_field = _convert_property_to_field(nested_prop)
+            field.fields[nested_prop.name] = nested_field
+
+    # Convert items (for array types)
+    if prop.items:
+        field.items = _convert_property_to_field(prop.items)
+
+    return field
+
+
+def _convert_logical_to_dcs_type(logical_type: Optional[str], physical_type: Optional[str]) -> str:
+    """Convert ODCS logical type back to a DCS field type."""
+    if physical_type:
+        # Use physical type if available (more specific)
+        pt = physical_type.lower()
+        # Common physical types
+        if pt in ["varchar", "text", "char", "nvarchar"]:
+            return "string"
+        if pt in ["int", "integer", "int32"]:
+            return "integer"
+        if pt in ["bigint", "int64", "long"]:
+            return "long"
+        if pt in ["float", "real", "float32"]:
+            return "float"
+        if pt in ["double", "float64"]:
+            return "double"
+        if pt in ["decimal", "numeric"]:
+            return "decimal"
+        if pt in ["timestamp", "datetime", "timestamptz"]:
+            return "timestamp"
+        if pt in ["date"]:
+            return "date"
+        if pt in ["bool", "boolean"]:
+            return "boolean"
+        if pt in ["bytes", "binary", "bytea"]:
+            return "bytes"
+        if pt in ["array"]:
+            return "array"
+        if pt in ["object", "struct", "record", "map", "json", "jsonb"]:
+            return "object"
+        # Return the physical type as-is if no mapping found
+        return physical_type
+
+    if logical_type is None:
+        return "string"
+
+    lt = logical_type.lower()
+    if lt == "string":
+        return "string"
+    elif lt == "integer":
+        return "integer"
+    elif lt == "number":
+        return "decimal"
+    elif lt == "boolean":
+        return "boolean"
+    elif lt == "date":
+        return "timestamp"
+    elif lt == "array":
+        return "array"
+    elif lt == "object":
+        return "object"
+    else:
+        return logical_type
diff --git a/datacontract/export/dqx_converter.py b/datacontract/export/dqx_converter.py
deleted file mode 100644
index 7b3ab0f19..000000000
--- a/datacontract/export/dqx_converter.py
+++ /dev/null
@@ -1,126 +0,0 @@
-from typing import Any, Dict, List, Union
-
-import yaml
-
-from datacontract.export.exporter import Exporter, _check_models_for_export
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Quality
-
-
-class DqxKeys:
-    CHECK = "check"
-    ARGUMENTS = "arguments"
-    SPECIFICATION = "specification"
-    COL_NAME = "column"
-    COL_NAMES = "for_each_column"
-    COLUMNS = "columns"
-    FUNCTION = "function"
-
-
-class DqxExporter(Exporter):
-    """Exporter implementation for converting data contracts to DQX YAML file."""
-
-    def export(
-        self,
-        data_contract: DataContractSpecification,
-        model: Model,
-        server: str,
-        sql_server_type: str,
-        export_args: Dict[str, Any],
-    ) -> str:
-        """Exports a data contract to DQX format."""
-        model_name, model_value = _check_models_for_export(data_contract, model, self.export_format)
-        return to_dqx_yaml(model_value)
-
-
-def to_dqx_yaml(model_value: Model) -> str:
-    """
-    Converts the data contract's quality checks to DQX YAML format.
-
-    Args:
-        model_value (Model): The data contract to convert.
-
-    Returns:
-        str: YAML representation of the data contract's quality checks.
-    """
-    extracted_rules = extract_quality_rules(model_value)
-    return yaml.dump(extracted_rules, sort_keys=False, allow_unicode=True, default_flow_style=False)
-
-
-def process_quality_rule(rule: Quality, column_name: str) -> Dict[str, Any]:
-    """
-    Processes a single quality rule by injecting the column path into its arguments if absent.
-
-    Args:
-        rule (Quality): The quality rule to process.
-        column_name (str): The full path to the current column.
-
-    Returns:
-        dict: The processed quality rule specification.
-    """
-    rule_data = rule.model_extra
-    specification = rule_data[DqxKeys.SPECIFICATION]
-    check = specification[DqxKeys.CHECK]
-
-    if column_name:
-        arguments = check.setdefault(DqxKeys.ARGUMENTS, {})
-
-        if (
-            DqxKeys.COL_NAME not in arguments
-            and DqxKeys.COL_NAMES not in arguments
-            and DqxKeys.COLUMNS not in arguments
-        ):
-            if check[DqxKeys.FUNCTION] not in ("is_unique", "foreign_key"):
-                arguments[DqxKeys.COL_NAME] = column_name
-            else:
-                arguments[DqxKeys.COLUMNS] = [column_name]
-
-    return specification
-
-
-def extract_quality_rules(data: Union[Model, Field, Quality], column_path: str = "") -> List[Dict[str, Any]]:
-    """
-    Recursively extracts all quality rules from a data contract structure.
-
-    Args:
-        data (Union[Model, Field, Quality]): The data contract model, field, or quality rule.
-        column_path (str, optional): The current path in the schema hierarchy. Defaults to "".
-
-    Returns:
-        List[Dict[str, Any]]: A list of quality rule specifications.
-    """
-    quality_rules = []
-
-    if isinstance(data, Quality):
-        return [process_quality_rule(data, column_path)]
-
-    if isinstance(data, (Model, Field)):
-        for key, field in data.fields.items():
-            current_path = build_column_path(column_path, key)
-
-            if field.fields:
-                # Field is a struct-like object, recurse deeper
-                quality_rules.extend(extract_quality_rules(field, current_path))
-            else:
-                # Process quality rules at leaf fields
-                for rule in field.quality:
-                    quality_rules.append(process_quality_rule(rule, current_path))
-
-        # Process any quality rules attached directly to this level
-        for rule in data.quality:
-            quality_rules.append(process_quality_rule(rule, column_path))
-
-    return quality_rules
-
-
-def build_column_path(current_path: str, key: str) -> str:
-    """
-    Builds the full column path by concatenating parent path with current key.
-
-    Args:
-        current_path (str): The current path prefix.
-        key (str): The current field's key.
-
-    Returns:
-        str: The full path.
-    """
-    return f"{current_path}.{key}" if current_path else key
diff --git a/datacontract/export/dqx_exporter.py b/datacontract/export/dqx_exporter.py
new file mode 100644
index 000000000..7f24f607e
--- /dev/null
+++ b/datacontract/export/dqx_exporter.py
@@ -0,0 +1,163 @@
+from typing import Any, Dict, List, Union
+
+import yaml
+from open_data_contract_standard.model import DataQuality, OpenDataContractStandard, SchemaObject, SchemaProperty
+
+from datacontract.export.exporter import Exporter, _check_schema_name_for_export
+
+
+class DqxKeys:
+    CHECK = "check"
+    ARGUMENTS = "arguments"
+    COL_NAME = "column"
+    COL_NAMES = "for_each_column"
+    COLUMNS = "columns"
+    FUNCTION = "function"
+
+
+class DqxExporter(Exporter):
+    """Exporter implementation for converting data contracts to DQX YAML file."""
+
+    def export(
+        self,
+        data_contract: OpenDataContractStandard,
+        schema_name: str,
+        server: str,
+        sql_server_type: str,
+        export_args: Dict[str, Any],
+    ) -> str:
+        """Exports a data contract to DQX format."""
+        model_name, model_value = _check_schema_name_for_export(data_contract, schema_name, self.export_format)
+        return to_dqx_yaml(model_value)
+
+
+def to_dqx_yaml(model_value: SchemaObject) -> str:
+    """
+    Converts the data contract's quality checks to DQX YAML format.
+
+    Args:
+        model_value (SchemaObject): The schema object to convert.
+
+    Returns:
+        str: YAML representation of the data contract's quality checks.
+    """
+    extracted_rules = extract_quality_rules(model_value)
+    return yaml.dump(extracted_rules, sort_keys=False, allow_unicode=True, default_flow_style=False)
+
+
+def process_quality_rule(rule: DataQuality, column_name: str) -> Dict[str, Any]:
+    """
+    Processes a single quality rule by injecting the column path into its arguments if absent.
+
+    Args:
+        rule (DataQuality): The quality rule to process.
+        column_name (str): The full path to the current column.
+
+    Returns:
+        dict: The processed quality rule specification.
+    """
+    implementation = rule.implementation
+    check = implementation[DqxKeys.CHECK]
+
+    if column_name:
+        arguments = check.setdefault(DqxKeys.ARGUMENTS, {})
+
+        if (
+            DqxKeys.COL_NAME not in arguments
+            and DqxKeys.COL_NAMES not in arguments
+            and DqxKeys.COLUMNS not in arguments
+        ):
+            if check[DqxKeys.FUNCTION] not in ("is_unique", "foreign_key"):
+                arguments[DqxKeys.COL_NAME] = column_name
+            else:
+                arguments[DqxKeys.COLUMNS] = [column_name]
+
+    return implementation
+
+
+def extract_quality_rules(data: Union[SchemaObject, SchemaProperty, DataQuality], column_path: str = "") -> List[Dict[str, Any]]:
+    """
+    Recursively extracts all quality rules from a data contract structure.
+
+    Args:
+        data (Union[SchemaObject, SchemaProperty, DataQuality]): The schema object, property, or quality rule.
+        column_path (str, optional): The current path in the schema hierarchy. Defaults to "".
+
+    Returns:
+        List[Dict[str, Any]]: A list of quality rule specifications.
+    """
+    quality_rules = []
+
+    if isinstance(data, DataQuality):
+        return [process_quality_rule(data, column_path)]
+
+    if isinstance(data, SchemaObject):
+        # Process properties
+        if data.properties:
+            for prop in data.properties:
+                current_path = build_column_path(column_path, prop.name)
+
+                if prop.properties:
+                    # Property is a struct-like object, recurse deeper
+                    quality_rules.extend(extract_quality_rules_from_property(prop, current_path))
+                else:
+                    # Process quality rules at leaf properties
+                    if prop.quality:
+                        for rule in prop.quality:
+                            quality_rules.append(process_quality_rule(rule, current_path))
+
+        # Process any quality rules attached directly to the schema
+        if data.quality:
+            for rule in data.quality:
+                quality_rules.append(process_quality_rule(rule, column_path))
+
+    return quality_rules
+
+
+def extract_quality_rules_from_property(prop: SchemaProperty, column_path: str) -> List[Dict[str, Any]]:
+    """
+    Recursively extracts quality rules from a property and its nested properties.
+
+    Args:
+        prop (SchemaProperty): The property to process.
+        column_path (str): The current path in the schema hierarchy.
+
+    Returns:
+        List[Dict[str, Any]]: A list of quality rule specifications.
+    """
+    quality_rules = []
+
+    # Process nested properties
+    if prop.properties:
+        for nested_prop in prop.properties:
+            nested_path = build_column_path(column_path, nested_prop.name)
+
+            if nested_prop.properties:
+                # Recurse deeper
+                quality_rules.extend(extract_quality_rules_from_property(nested_prop, nested_path))
+            else:
+                # Process quality rules at leaf properties
+                if nested_prop.quality:
+                    for rule in nested_prop.quality:
+                        quality_rules.append(process_quality_rule(rule, nested_path))
+
+    # Process quality rules at this property level
+    if prop.quality:
+        for rule in prop.quality:
+            quality_rules.append(process_quality_rule(rule, column_path))
+
+    return quality_rules
+
+
+def build_column_path(current_path: str, key: str) -> str:
+    """
+    Builds the full column path by concatenating parent path with current key.
+
+    Args:
+        current_path (str): The current path prefix.
+        key (str): The current field's key.
+
+    Returns:
+        str: The full path.
+    """
+    return f"{current_path}.{key}" if current_path else key
diff --git a/datacontract/export/duckdb_type_converter.py b/datacontract/export/duckdb_type_converter.py
index 8f2c3a4bc..2f1e6c825 100644
--- a/datacontract/export/duckdb_type_converter.py
+++ b/datacontract/export/duckdb_type_converter.py
@@ -1,12 +1,21 @@
-from typing import Dict
+from typing import List, Optional
 
-from datacontract.model.data_contract_specification import Field
+from open_data_contract_standard.model import SchemaProperty
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property, checking both logical and physical type."""
+    if prop.logicalType:
+        return prop.logicalType
+    if prop.physicalType:
+        return prop.physicalType
+    return None
 
 
 # https://duckdb.org/docs/data/csv/overview.html
 # ['SQLNULL', 'BOOLEAN', 'BIGINT', 'DOUBLE', 'TIME', 'DATE', 'TIMESTAMP', 'VARCHAR']
-def convert_to_duckdb_csv_type(field) -> None | str:
-    datacontract_type = field.type
+def convert_to_duckdb_csv_type(prop: SchemaProperty) -> None | str:
+    datacontract_type = _get_type(prop)
     if datacontract_type is None:
         return "VARCHAR"
     if datacontract_type.lower() in ["string", "varchar", "text"]:
@@ -20,8 +29,7 @@ def convert_to_duckdb_csv_type(field) -> None | str:
     if datacontract_type.lower() in ["time"]:
         return "TIME"
     if datacontract_type.lower() in ["number", "decimal", "numeric"]:
-        # precision and scale not supported by data contract
-        return "VARCHAR"
+        return "DOUBLE"
     if datacontract_type.lower() in ["float", "double"]:
         return "DOUBLE"
     if datacontract_type.lower() in ["integer", "int", "long", "bigint"]:
@@ -41,20 +49,22 @@ def convert_to_duckdb_csv_type(field) -> None | str:
     return "VARCHAR"
 
 
-def convert_to_duckdb_json_type(field: Field) -> None | str:
-    datacontract_type = field.type
+def convert_to_duckdb_json_type(prop: SchemaProperty) -> None | str:
+    datacontract_type = _get_type(prop)
     if datacontract_type is None:
         return "VARCHAR"
     if datacontract_type.lower() in ["array"]:
-        return convert_to_duckdb_json_type(field.items) + "[]"  # type: ignore
+        if prop.items:
+            return convert_to_duckdb_json_type(prop.items) + "[]"  # type: ignore
+        return "VARCHAR[]"
     if datacontract_type.lower() in ["object", "record", "struct"]:
-        # If no fields are defined, treat as generic JSON
-        if field.fields is None or len(field.fields) == 0:
+        # If no properties are defined, treat as generic JSON
+        if prop.properties is None or len(prop.properties) == 0:
             return "JSON"
-        return convert_to_duckdb_object(field.fields)
-    return convert_to_duckdb_csv_type(field)
+        return convert_to_duckdb_object(prop.properties)
+    return convert_to_duckdb_csv_type(prop)
 
 
-def convert_to_duckdb_object(fields: Dict[str, Field]):
-    columns = [f'"{x[0]}" {convert_to_duckdb_json_type(x[1])}' for x in fields.items()]
+def convert_to_duckdb_object(properties: List[SchemaProperty]):
+    columns = [f'"{prop.name}" {convert_to_duckdb_json_type(prop)}' for prop in properties]
     return f"STRUCT({', '.join(columns)})"
diff --git a/datacontract/export/excel_exporter.py b/datacontract/export/excel_exporter.py
index 09aee16e6..abf4f3458 100644
--- a/datacontract/export/excel_exporter.py
+++ b/datacontract/export/excel_exporter.py
@@ -17,7 +17,6 @@
 from openpyxl.worksheet.worksheet import Worksheet
 
 from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification
 
 logger = logging.getLogger(__name__)
 
@@ -32,12 +31,12 @@ class ExcelExporter(Exporter):
     def __init__(self, export_format):
         super().__init__(export_format)
 
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> bytes:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> bytes:
         """
         Export data contract to Excel using the official ODCS template
 
         Args:
-            data_contract: DataContractSpecification or OpenDataContractStandard to export
+            data_contract: OpenDataContractStandard to export
             model: Model name (not used for Excel export)
             server: Server name (not used for Excel export)
             sql_server_type: SQL server type (not used for Excel export)
@@ -46,13 +45,8 @@ def export(self, data_contract, model, server, sql_server_type, export_args) ->
         Returns:
             Excel file as bytes
         """
-        # Convert to ODCS if needed
-        if isinstance(data_contract, DataContractSpecification):
-            # First convert DCS to ODCS format via YAML
-            yaml_content = data_contract.to_yaml()
-            odcs = OpenDataContractStandard.from_string(yaml_content)
-        else:
-            odcs = data_contract
+        # The data_contract is now always ODCS
+        odcs = data_contract
 
         # Get template from export_args if provided, otherwise use default
         template = export_args.get("template") if export_args else None
diff --git a/datacontract/export/exporter.py b/datacontract/export/exporter.py
index 7be6755b4..c87e6592f 100644
--- a/datacontract/export/exporter.py
+++ b/datacontract/export/exporter.py
@@ -2,10 +2,7 @@
 from abc import ABC, abstractmethod
 from enum import Enum
 
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Model,
-)
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject
 
 
 class Exporter(ABC):
@@ -13,7 +10,25 @@ def __init__(self, export_format) -> None:
         self.export_format = export_format
 
     @abstractmethod
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict | str:
+    def export(
+        self,
+        data_contract: OpenDataContractStandard,
+        schema_name: str,
+        server: str,
+        sql_server_type: str,
+        export_args: dict,
+    ) -> dict | str:
+        """Export a data contract to the target format.
+
+        Args:
+            data_contract: The ODCS data contract to export.
+            schema_name: The name of the schema to export, or 'all' for all schemas.
+            server: The server name to use for export.
+            sql_server_type: The SQL server type for dialect-specific exports.
+            export_args: Additional export arguments.
+
+        All exporters now accept OpenDataContractStandard (ODCS) format.
+        """
         pass
 
 
@@ -29,7 +44,6 @@ class ExportFormat(str, Enum):
     avro = "avro"
     protobuf = "protobuf"
     great_expectations = "great-expectations"
-    terraform = "terraform"
     avro_idl = "avro-idl"
     sql = "sql"
     sql_query = "sql-query"
@@ -53,39 +67,47 @@ def get_supported_formats(cls):
         return list(map(lambda c: c.value, cls))
 
 
-def _check_models_for_export(
-    data_contract: DataContractSpecification, model: str, export_format: str
-) -> typing.Tuple[str, Model]:
-    if data_contract.models is None:
-        raise RuntimeError(f"Export to {export_format} requires models in the data contract.")
+def _check_schema_name_for_export(
+    data_contract: OpenDataContractStandard, schema_name: str, export_format: str
+) -> typing.Tuple[str, SchemaObject]:
+    """Check and retrieve a schema from the data contract for export.
 
-    model_names = list(data_contract.models.keys())
+    In ODCS, schemas are stored in schema_ as a list of SchemaObject.
+    """
+    if data_contract.schema_ is None or len(data_contract.schema_) == 0:
+        raise RuntimeError(f"Export to {export_format} requires schema in the data contract.")
 
-    if model == "all":
-        if len(data_contract.models.items()) != 1:
+    schema_names = [schema.name for schema in data_contract.schema_]
+
+    if schema_name == "all":
+        if len(data_contract.schema_) != 1:
             raise RuntimeError(
-                f"Export to {export_format} is model specific. Specify the model via --model $MODEL_NAME. Available models: {model_names}"
+                f"Export to {export_format} requires a specific schema. Specify the schema via --schema-name. Available schemas: {schema_names}"
             )
 
-        model_name, model_value = next(iter(data_contract.models.items()))
+        schema_obj = data_contract.schema_[0]
+        return schema_obj.name, schema_obj
     else:
-        model_name = model
-        model_value = data_contract.models.get(model_name)
-        if model_value is None:
-            raise RuntimeError(f"Model {model_name} not found in the data contract. Available models: {model_names}")
+        schema_obj = next((s for s in data_contract.schema_ if s.name == schema_name), None)
+        if schema_obj is None:
+            raise RuntimeError(f"Schema '{schema_name}' not found in the data contract. Available schemas: {schema_names}")
 
-    return model_name, model_value
+        return schema_name, schema_obj
 
 
-def _determine_sql_server_type(data_contract: DataContractSpecification, sql_server_type: str, server: str = None):
+def _determine_sql_server_type(
+    data_contract: OpenDataContractStandard, sql_server_type: str, server: str = None
+) -> str:
+    """Determine the SQL server type from the data contract servers."""
     if sql_server_type == "auto":
         if data_contract.servers is None or len(data_contract.servers) == 0:
             raise RuntimeError("Export with server_type='auto' requires servers in the data contract.")
 
         if server is None:
-            server_types = set([server.type for server in data_contract.servers.values()])
+            server_types = set([s.type for s in data_contract.servers])
         else:
-            server_types = {data_contract.servers[server].type}
+            server_obj = next((s for s in data_contract.servers if s.server == server), None)
+            server_types = {server_obj.type} if server_obj else set()
 
         if "snowflake" in server_types:
             return "snowflake"
diff --git a/datacontract/export/exporter_factory.py b/datacontract/export/exporter_factory.py
index 483127916..76a8cf97f 100644
--- a/datacontract/export/exporter_factory.py
+++ b/datacontract/export/exporter_factory.py
@@ -49,43 +49,43 @@ def load_module_class(module_path, class_name):
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.avro,
-    module_path="datacontract.export.avro_converter",
+    module_path="datacontract.export.avro_exporter",
     class_name="AvroExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.avro_idl,
-    module_path="datacontract.export.avro_idl_converter",
+    module_path="datacontract.export.avro_idl_exporter",
     class_name="AvroIdlExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.bigquery,
-    module_path="datacontract.export.bigquery_converter",
+    module_path="datacontract.export.bigquery_exporter",
     class_name="BigQueryExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.data_caterer,
-    module_path="datacontract.export.data_caterer_converter",
+    module_path="datacontract.export.data_caterer_exporter",
     class_name="DataCatererExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.dbml,
-    module_path="datacontract.export.dbml_converter",
+    module_path="datacontract.export.dbml_exporter",
     class_name="DbmlExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.rdf,
-    module_path="datacontract.export.rdf_converter",
+    module_path="datacontract.export.rdf_exporter",
     class_name="RdfExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.dbt,
-    module_path="datacontract.export.dbt_converter",
+    module_path="datacontract.export.dbt_exporter",
     class_name="DbtExporter",
 )
 
@@ -97,19 +97,19 @@ def load_module_class(module_path, class_name):
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.dbt_sources,
-    module_path="datacontract.export.dbt_converter",
+    module_path="datacontract.export.dbt_exporter",
     class_name="DbtSourceExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.dbt_staging_sql,
-    module_path="datacontract.export.dbt_converter",
+    module_path="datacontract.export.dbt_exporter",
     class_name="DbtStageExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.jsonschema,
-    module_path="datacontract.export.jsonschema_converter",
+    module_path="datacontract.export.jsonschema_exporter",
     class_name="JsonSchemaExporter",
 )
 
@@ -121,13 +121,13 @@ def load_module_class(module_path, class_name):
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.go,
-    module_path="datacontract.export.go_converter",
+    module_path="datacontract.export.go_exporter",
     class_name="GoExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.great_expectations,
-    module_path="datacontract.export.great_expectations_converter",
+    module_path="datacontract.export.great_expectations_exporter",
     class_name="GreatExpectationsExporter",
 )
 
@@ -139,49 +139,43 @@ def load_module_class(module_path, class_name):
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.protobuf,
-    module_path="datacontract.export.protobuf_converter",
+    module_path="datacontract.export.protobuf_exporter",
     class_name="ProtoBufExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.pydantic_model,
-    module_path="datacontract.export.pydantic_converter",
+    module_path="datacontract.export.pydantic_exporter",
     class_name="PydanticExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.sodacl,
-    module_path="datacontract.export.sodacl_converter",
+    module_path="datacontract.export.sodacl_exporter",
     class_name="SodaExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.sql,
-    module_path="datacontract.export.sql_converter",
+    module_path="datacontract.export.sql_exporter",
     class_name="SqlExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.sql_query,
-    module_path="datacontract.export.sql_converter",
+    module_path="datacontract.export.sql_exporter",
     class_name="SqlQueryExporter",
 )
 
-exporter_factory.register_lazy_exporter(
-    name=ExportFormat.terraform,
-    module_path="datacontract.export.terraform_converter",
-    class_name="TerraformExporter",
-)
-
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.spark,
-    module_path="datacontract.export.spark_converter",
+    module_path="datacontract.export.spark_exporter",
     class_name="SparkExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.sqlalchemy,
-    module_path="datacontract.export.sqlalchemy_converter",
+    module_path="datacontract.export.sqlalchemy_exporter",
     class_name="SQLAlchemyExporter",
 )
 
@@ -193,22 +187,22 @@ def load_module_class(module_path, class_name):
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.markdown,
-    module_path="datacontract.export.markdown_converter",
+    module_path="datacontract.export.markdown_exporter",
     class_name="MarkdownExporter",
 )
 
 exporter_factory.register_lazy_exporter(
     name=ExportFormat.dqx,
-    module_path="datacontract.export.dqx_converter",
+    module_path="datacontract.export.dqx_exporter",
     class_name="DqxExporter",
 )
 
 exporter_factory.register_lazy_exporter(
-    name=ExportFormat.iceberg, module_path="datacontract.export.iceberg_converter", class_name="IcebergExporter"
+    name=ExportFormat.iceberg, module_path="datacontract.export.iceberg_exporter", class_name="IcebergExporter"
 )
 
 exporter_factory.register_lazy_exporter(
-    name=ExportFormat.custom, module_path="datacontract.export.custom_converter", class_name="CustomExporter"
+    name=ExportFormat.custom, module_path="datacontract.export.custom_exporter", class_name="CustomExporter"
 )
 
 exporter_factory.register_lazy_exporter(
diff --git a/datacontract/export/go_converter.py b/datacontract/export/go_converter.py
deleted file mode 100644
index 7572a70b6..000000000
--- a/datacontract/export/go_converter.py
+++ /dev/null
@@ -1,105 +0,0 @@
-import re
-from typing import List
-
-import datacontract.model.data_contract_specification as spec
-from datacontract.export.exporter import Exporter
-
-
-class GoExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        return to_go_types(data_contract)
-
-
-def to_go_types(contract: spec.DataContractSpecification) -> str:
-    result = "package main\n\n"
-
-    for key in contract.models.keys():
-        go_types = generate_go_type(contract.models[key], key)
-        for go_type in go_types:
-            # print(go_type + "\n\n")
-            result += f"\n{go_type}\n"
-
-    return result
-
-
-def python_type_to_go_type(py_type) -> str:
-    match py_type:
-        case "text":
-            return "string"
-        case "timestamp":
-            return "time.Time"
-        case "long":
-            return "int64"
-        case "int":
-            return "int"
-        case "float":
-            return "float64"
-        case "boolean":
-            return "bool"
-        case _:
-            return "interface{}"
-
-
-def to_camel_case(snake_str) -> str:
-    return "".join(word.capitalize() for word in re.split(r"_|(? str:
-    go_type = "interface{}"
-    if field_info.fields:
-        nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}")
-        nested_types[nested_type_name] = field_info.fields
-        go_type = nested_type_name
-
-    match field_info.type:
-        case "array":
-            if field_info.items:
-                item_type = get_subtype(field_info.items, nested_types, type_name, camel_case_name + "Item")
-                go_type = f"[]{item_type}"
-            else:
-                go_type = "[]interface{}"
-        case "record":
-            if field_info.fields:
-                nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}")
-                nested_types[nested_type_name] = field_info.fields
-                go_type = nested_type_name
-            else:
-                go_type = "interface{}"
-        case "object":
-            pass
-        case _:
-            go_type = field_info.type
-
-    return go_type
-
-
-def generate_go_type(model, model_name) -> List[str]:
-    go_types = []
-    type_name = to_camel_case(model_name)
-    lines = [f"type {type_name} struct {{"]
-
-    nested_types = {}
-
-    for field_name, field_info in model.fields.items():
-        go_type = python_type_to_go_type(field_info.type)
-        camel_case_name = to_camel_case(field_name)
-        json_tag = field_name if field_info.required else f"{field_name},omitempty"
-        avro_tag = field_name
-
-        if go_type == "interface{}":
-            go_type = get_subtype(field_info, nested_types, type_name, camel_case_name)
-
-        go_type = go_type if field_info.required else f"*{go_type}"
-
-        lines.append(
-            f'    {camel_case_name} {go_type} `json:"{json_tag}" avro:"{avro_tag}"`  // {field_info.description}'
-        )
-    lines.append("}")
-    go_types.append("\n".join(lines))
-
-    for nested_type_name, nested_fields in nested_types.items():
-        nested_model = spec.Model(fields=nested_fields)
-        nested_go_types = generate_go_type(nested_model, nested_type_name)
-        go_types.extend(nested_go_types)
-
-    return go_types
diff --git a/datacontract/export/go_exporter.py b/datacontract/export/go_exporter.py
new file mode 100644
index 000000000..4f3ad5ca1
--- /dev/null
+++ b/datacontract/export/go_exporter.py
@@ -0,0 +1,142 @@
+import re
+from typing import List, Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
+
+from datacontract.export.exporter import Exporter
+
+
+class GoExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        return to_go_types(data_contract)
+
+
+def to_go_types(contract: OpenDataContractStandard) -> str:
+    result = "package main\n\n"
+
+    if contract.schema_:
+        for schema_obj in contract.schema_:
+            go_types = generate_go_type(schema_obj, schema_obj.name)
+            for go_type in go_types:
+                result += f"\n{go_type}\n"
+
+    return result
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the logical type from a schema property."""
+    return prop.logicalType
+
+
+def python_type_to_go_type(prop_type: Optional[str], physical_type: Optional[str] = None) -> str:
+    """Convert ODCS type to Go type."""
+    # Check physical type first for more specific mappings
+    if physical_type:
+        pt = physical_type.lower()
+        if pt in ["text", "varchar", "char", "nvarchar"]:
+            return "string"
+        if pt in ["timestamp", "datetime", "timestamp_tz", "timestamp_ntz"]:
+            return "time.Time"
+        if pt in ["long", "bigint", "int64"]:
+            return "int64"
+        if pt in ["int", "integer", "int32"]:
+            return "int"
+        if pt in ["float", "real", "float32"]:
+            return "float32"
+        if pt in ["double", "float64"]:
+            return "float64"
+        if pt in ["bool", "boolean"]:
+            return "bool"
+
+    # Then check logical type
+    match prop_type:
+        case "string":
+            return "string"
+        case "date":
+            return "time.Time"
+        case "integer":
+            return "int64"
+        case "number":
+            return "float64"
+        case "boolean":
+            return "bool"
+        case _:
+            return "interface{}"
+
+
+def to_camel_case(snake_str) -> str:
+    return "".join(word.capitalize() for word in re.split(r"_|(? str:
+    go_type = "interface{}"
+    if prop.properties:
+        nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}")
+        nested_types[nested_type_name] = prop.properties
+        go_type = nested_type_name
+
+    prop_type = _get_type(prop)
+    physical_type = prop.physicalType
+
+    match prop_type:
+        case "array":
+            if prop.items:
+                item_type = get_subtype(prop.items, nested_types, type_name, camel_case_name + "Item")
+                go_type = f"[]{item_type}"
+            else:
+                go_type = "[]interface{}"
+        case "object":
+            if prop.properties:
+                nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}")
+                nested_types[nested_type_name] = prop.properties
+                go_type = nested_type_name
+            else:
+                go_type = "interface{}"
+        case _:
+            if physical_type and physical_type.lower() in ["record", "struct"]:
+                if prop.properties:
+                    nested_type_name = to_camel_case(f"{type_name}_{camel_case_name}")
+                    nested_types[nested_type_name] = prop.properties
+                    go_type = nested_type_name
+            elif prop_type:
+                go_type = python_type_to_go_type(prop_type, physical_type)
+
+    return go_type
+
+
+def generate_go_type(schema_obj: SchemaObject, model_name: str) -> List[str]:
+    go_types = []
+    type_name = to_camel_case(model_name)
+    lines = [f"type {type_name} struct {{"]
+
+    nested_types = {}
+
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            prop_type = _get_type(prop)
+            physical_type = prop.physicalType
+            go_type = python_type_to_go_type(prop_type, physical_type)
+            camel_case_name = to_camel_case(prop.name)
+            json_tag = prop.name if prop.required else f"{prop.name},omitempty"
+            avro_tag = prop.name
+
+            if go_type == "interface{}":
+                go_type = get_subtype(prop, nested_types, type_name, camel_case_name)
+
+            go_type = go_type if prop.required else f"*{go_type}"
+            description = prop.description or ""
+            comment = f"  // {description}" if description else ""
+
+            lines.append(f'    {camel_case_name} {go_type} `json:"{json_tag}" avro:"{avro_tag}"`{comment}')
+
+    lines.append("}")
+    go_types.append("\n".join(lines))
+
+    # Generate nested types
+    for nested_type_name, nested_properties in nested_types.items():
+        # Create a temporary SchemaObject for nested types
+        nested_schema = SchemaObject(name=nested_type_name, properties=nested_properties)
+        nested_go_types = generate_go_type(nested_schema, nested_type_name)
+        go_types.extend(nested_go_types)
+
+    return go_types
diff --git a/datacontract/export/great_expectations_converter.py b/datacontract/export/great_expectations_exporter.py
similarity index 60%
rename from datacontract/export/great_expectations_converter.py
rename to datacontract/export/great_expectations_exporter.py
index cc1e385bf..424fd7cfc 100644
--- a/datacontract/export/great_expectations_converter.py
+++ b/datacontract/export/great_expectations_exporter.py
@@ -6,19 +6,13 @@
 
 import json
 from enum import Enum
-from typing import Any, Dict, List
+from typing import Any, Dict, List, Optional
 
-import yaml
+from open_data_contract_standard.model import DataQuality, OpenDataContractStandard, SchemaProperty
 
 from datacontract.export.exporter import (
     Exporter,
-    _check_models_for_export,
-)
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    DeprecatedQuality,
-    Field,
-    Quality,
+    _check_schema_name_for_export,
 )
 
 
@@ -44,29 +38,57 @@ class GreatExpectationsExporter(Exporter):
 
     """
 
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> str:
         """Exports a data contract model to a Great Expectations suite.
 
         Args:
-            data_contract (DataContractSpecification): The data contract specification.
+            data_contract (OpenDataContractStandard): The data contract specification.
             model (str): The model name to export.
             server (str): The server information.
             sql_server_type (str): Type of SQL server (e.g., "snowflake").
             export_args (dict): Additional arguments for export, such as "suite_name" and "engine".
 
         Returns:
-            dict: A dictionary representation of the Great Expectations suite.
+            str: JSON string of the Great Expectations suite.
         """
         expectation_suite_name = export_args.get("suite_name")
         engine = export_args.get("engine")
-        model_name, model_value = _check_models_for_export(data_contract, model, self.export_format)
+        schema_name, _ = _check_schema_name_for_export(data_contract, schema_name, self.export_format)
         sql_server_type = "snowflake" if sql_server_type == "auto" else sql_server_type
-        return to_great_expectations(data_contract, model_name, expectation_suite_name, engine, sql_server_type)
+        return to_great_expectations(data_contract, schema_name, expectation_suite_name, engine, sql_server_type)
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property."""
+    if prop.physicalType:
+        return prop.physicalType
+    if prop.logicalType:
+        return prop.logicalType
+    return None
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_enum_from_custom_properties(prop: SchemaProperty) -> Optional[List[str]]:
+    """Get enum values from customProperties (used when importing from DCS)."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == "enum" and cp.value:
+            if isinstance(cp.value, list):
+                return cp.value
+            return json.loads(cp.value)
+    return None
 
 
 def to_great_expectations(
-    data_contract_spec: DataContractSpecification,
-    model_key: str,
+    odcs: OpenDataContractStandard,
+    schema_name: str,
     expectation_suite_name: str | None = None,
     engine: str | None = None,
     sql_server_type: str = "snowflake",
@@ -74,8 +96,8 @@ def to_great_expectations(
     """Converts a data contract model to a Great Expectations suite.
 
     Args:
-        data_contract_spec (DataContractSpecification): The data contract specification.
-        model_key (str): The model key.
+        odcs (OpenDataContractStandard): The data contract.
+        schema_name (str): The schema/model name to export.
         expectation_suite_name (str | None): Optional suite name for the expectations.
         engine (str | None): Optional engine type (e.g., "pandas", "spark").
         sql_server_type (str): The type of SQL server (default is "snowflake").
@@ -83,21 +105,24 @@ def to_great_expectations(
     Returns:
         str: JSON string of the Great Expectations suite.
     """
+    # Find the schema by name
+    schema = next((s for s in odcs.schema_ if s.name == schema_name), None)
+    if schema is None:
+        raise RuntimeError(f"Schema '{schema_name}' not found in data contract.")
+
     expectations = []
     if not expectation_suite_name:
-        expectation_suite_name = "{model_key}.{contract_version}".format(
-            model_key=model_key, contract_version=data_contract_spec.info.version
+        expectation_suite_name = "{schema_name}.{contract_version}".format(
+            schema_name=schema_name, contract_version=odcs.version
         )
-    model_value = data_contract_spec.models.get(model_key)
 
-    # Support for Deprecated Quality
-    quality_checks = get_deprecated_quality_checks(data_contract_spec.quality)
+    # Get quality checks from schema-level quality
+    if schema.quality:
+        expectations.extend(get_quality_checks(schema.quality))
 
-    expectations.extend(get_quality_checks(model_value.quality))
+    # Get expectations from model fields
+    expectations.extend(model_to_expectations(schema.properties or [], engine, sql_server_type))
 
-    expectations.extend(model_to_expectations(model_value.fields, engine, sql_server_type))
-
-    expectations.extend(checks_to_expectations(quality_checks, model_key))
     model_expectation_suite = to_suite(expectations, expectation_suite_name)
 
     return model_expectation_suite
@@ -123,11 +148,11 @@ def to_suite(expectations: List[Dict[str, Any]], expectation_suite_name: str) ->
     )
 
 
-def model_to_expectations(fields: Dict[str, Field], engine: str | None, sql_server_type: str) -> List[Dict[str, Any]]:
-    """Converts model fields to a list of expectations.
+def model_to_expectations(properties: List[SchemaProperty], engine: str | None, sql_server_type: str) -> List[Dict[str, Any]]:
+    """Converts model properties to a list of expectations.
 
     Args:
-        fields (Dict[str, Field]): Dictionary of model fields.
+        properties (List[SchemaProperty]): List of model properties.
         engine (str | None): Engine type (e.g., "pandas", "spark").
         sql_server_type (str): SQL server type.
 
@@ -135,16 +160,17 @@ def model_to_expectations(fields: Dict[str, Field], engine: str | None, sql_serv
         List[Dict[str, Any]]: List of expectations.
     """
     expectations = []
-    add_column_order_exp(fields, expectations)
-    for field_name, field in fields.items():
-        add_field_expectations(field_name, field, expectations, engine, sql_server_type)
-        expectations.extend(get_quality_checks(field.quality, field_name))
+    add_column_order_exp(properties, expectations)
+    for prop in properties:
+        add_field_expectations(prop.name, prop, expectations, engine, sql_server_type)
+        if prop.quality:
+            expectations.extend(get_quality_checks(prop.quality, prop.name))
     return expectations
 
 
 def add_field_expectations(
-    field_name,
-    field: Field,
+    field_name: str,
+    prop: SchemaProperty,
     expectations: List[Dict[str, Any]],
     engine: str | None,
     sql_server_type: str,
@@ -153,7 +179,7 @@ def add_field_expectations(
 
     Args:
         field_name (str): The name of the field.
-        field (Field): The field object.
+        prop (SchemaProperty): The property object.
         expectations (List[Dict[str, Any]]): The expectations list to update.
         engine (str | None): Engine type (e.g., "pandas", "spark").
         sql_server_type (str): SQL server type.
@@ -161,45 +187,55 @@ def add_field_expectations(
     Returns:
         List[Dict[str, Any]]: Updated list of expectations.
     """
-    if field.type is not None:
+    prop_type = _get_type(prop)
+    if prop_type is not None:
         if engine == GreatExpectationsEngine.spark.value:
-            from datacontract.export.spark_converter import to_spark_data_type
+            from datacontract.export.spark_exporter import to_spark_data_type
 
-            field_type = to_spark_data_type(field).__class__.__name__
+            field_type = to_spark_data_type(prop).__class__.__name__
         elif engine == GreatExpectationsEngine.pandas.value:
             from datacontract.export.pandas_type_converter import convert_to_pandas_type
 
-            field_type = convert_to_pandas_type(field)
+            field_type = convert_to_pandas_type(prop)
         elif engine == GreatExpectationsEngine.sql.value:
             from datacontract.export.sql_type_converter import convert_to_sql_type
 
-            field_type = convert_to_sql_type(field, sql_server_type)
+            field_type = convert_to_sql_type(prop, sql_server_type)
         else:
-            field_type = field.type
+            field_type = prop_type
         expectations.append(to_column_types_exp(field_name, field_type))
-    if field.unique:
+    if prop.unique:
         expectations.append(to_column_unique_exp(field_name))
-    if field.maxLength is not None or field.minLength is not None:
-        expectations.append(to_column_length_exp(field_name, field.minLength, field.maxLength))
-    if field.minimum is not None or field.maximum is not None:
-        expectations.append(to_column_min_max_exp(field_name, field.minimum, field.maximum))
-    if field.enum is not None and len(field.enum) != 0:
-        expectations.append(to_column_enum_exp(field_name, field.enum))
+
+    min_length = _get_logical_type_option(prop, "minLength")
+    max_length = _get_logical_type_option(prop, "maxLength")
+    if min_length is not None or max_length is not None:
+        expectations.append(to_column_length_exp(field_name, min_length, max_length))
+
+    minimum = _get_logical_type_option(prop, "minimum")
+    maximum = _get_logical_type_option(prop, "maximum")
+    if minimum is not None or maximum is not None:
+        expectations.append(to_column_min_max_exp(field_name, minimum, maximum))
+
+    enum_values = _get_logical_type_option(prop, "enum") or _get_enum_from_custom_properties(prop)
+    if enum_values is not None and len(enum_values) != 0:
+        expectations.append(to_column_enum_exp(field_name, enum_values))
 
     return expectations
 
 
-def add_column_order_exp(fields: Dict[str, Field], expectations: List[Dict[str, Any]]):
+def add_column_order_exp(properties: List[SchemaProperty], expectations: List[Dict[str, Any]]):
     """Adds expectation for column ordering.
 
     Args:
-        fields (Dict[str, Field]): Dictionary of fields.
+        properties (List[SchemaProperty]): List of properties.
         expectations (List[Dict[str, Any]]): The expectations list to update.
     """
+    column_names = [prop.name for prop in properties]
     expectations.append(
         {
             "type": "expect_table_columns_to_match_ordered_list",
-            "kwargs": {"column_list": list(fields.keys())},
+            "kwargs": {"column_list": column_names},
             "meta": {},
         }
     )
@@ -295,67 +331,21 @@ def to_column_enum_exp(field_name, enum_list: List[str]) -> Dict[str, Any]:
     }
 
 
-def get_deprecated_quality_checks(quality: DeprecatedQuality) -> Dict[str, Any]:
+def get_quality_checks(qualities: List[DataQuality], field_name: str | None = None) -> List[Dict[str, Any]]:
     """Retrieves quality checks defined in a data contract.
 
     Args:
-        quality (Quality): Quality object from the data contract.
-
-    Returns:
-        Dict[str, Any]: Dictionary of quality checks.
-    """
-    if quality is None:
-        return {}
-    if quality.type is None:
-        return {}
-    if quality.type.lower() != "great-expectations":
-        return {}
-    if isinstance(quality.specification, str):
-        quality_specification = yaml.safe_load(quality.specification)
-    else:
-        quality_specification = quality.specification
-    return quality_specification
-
-
-def get_quality_checks(qualities: List[Quality], field_name: str | None = None) -> List[Dict[str, Any]]:
-    """Retrieves quality checks defined in a data contract.
-
-    Args:
-        qualities (List[Quality]): List of quality object from the model specification.
+        qualities (List[DataQuality]): List of quality object from the model specification.
         field_name (str | None): field name if the quality list is attached to a specific field
 
     Returns:
-        Dict[str, Any]: Dictionary of quality checks.
+        List[Dict[str, Any]]: List of quality check specifications.
     """
     quality_specification = []
     for quality in qualities:
-        if quality is not None and quality.engine is not None and quality.engine.lower() == "great-expectations":
+        if quality is not None and quality.engine is not None and quality.engine.lower() in ("great-expectations", "greatexpectations"):
             ge_expectation = quality.implementation
-            if field_name is not None:
+            if field_name is not None and isinstance(ge_expectation, dict):
                 ge_expectation["column"] = field_name
             quality_specification.append(ge_expectation)
     return quality_specification
-
-
-def checks_to_expectations(quality_checks: Dict[str, Any], model_key: str) -> List[Dict[str, Any]]:
-    """Converts quality checks to a list of expectations.
-
-    Args:
-        quality_checks (Dict[str, Any]): Dictionary of quality checks by model.
-        model_key (str): The model key.
-
-    Returns:
-        List[Dict[str, Any]]: List of expectations for the model.
-    """
-    if quality_checks is None or model_key not in quality_checks:
-        return []
-
-    model_quality_checks = quality_checks[model_key]
-
-    if model_quality_checks is None:
-        return []
-
-    if isinstance(model_quality_checks, str):
-        expectation_list = json.loads(model_quality_checks)
-        return expectation_list
-    return []
diff --git a/datacontract/export/html_exporter.py b/datacontract/export/html_exporter.py
index 53b26b28d..2533c501c 100644
--- a/datacontract/export/html_exporter.py
+++ b/datacontract/export/html_exporter.py
@@ -4,21 +4,19 @@
 
 import jinja_partials
 import pytz
-import yaml
 from jinja2 import Environment, PackageLoader, select_autoescape
 from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.export.exporter import Exporter
 from datacontract.export.mermaid_exporter import to_mermaid
-from datacontract.model.data_contract_specification import DataContractSpecification
 
 
 class HtmlExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
         return to_html(data_contract)
 
 
-def to_html(data_contract_spec: DataContractSpecification | OpenDataContractStandard) -> str:
+def to_html(data_contract: OpenDataContractStandard) -> str:
     # Load templates from templates folder
     package_loader = PackageLoader("datacontract", "templates")
     env = Environment(
@@ -31,37 +29,21 @@ def to_html(data_contract_spec: DataContractSpecification | OpenDataContractStan
     # Set up for partials
     jinja_partials.register_environment(env)
 
-    # Load the required template
-    # needs to be included in /MANIFEST.in
-    template_file = "datacontract.html"
-    if isinstance(data_contract_spec, OpenDataContractStandard):
-        template_file = "datacontract_odcs.html"
-
+    # Load the ODCS template
+    template_file = "datacontract_odcs.html"
     template = env.get_template(template_file)
 
     style_content, _, _ = package_loader.get_source(env, "style/output.css")
 
-    quality_specification = None
-    if isinstance(data_contract_spec, DataContractSpecification):
-        if data_contract_spec.quality is not None and isinstance(data_contract_spec.quality.specification, str):
-            quality_specification = data_contract_spec.quality.specification
-        elif data_contract_spec.quality is not None and isinstance(data_contract_spec.quality.specification, object):
-            if data_contract_spec.quality.type == "great-expectations":
-                quality_specification = yaml.dump(
-                    data_contract_spec.quality.specification, sort_keys=False, default_style="|"
-                )
-            else:
-                quality_specification = yaml.dump(data_contract_spec.quality.specification, sort_keys=False)
-
-    datacontract_yaml = data_contract_spec.to_yaml()
+    datacontract_yaml = data_contract.to_yaml()
 
     # Get the mermaid diagram
-    mermaid_diagram = to_mermaid(data_contract_spec)
+    mermaid_diagram = to_mermaid(data_contract)
 
     # Render the template with necessary data
     html_string = template.render(
-        datacontract=data_contract_spec,
-        quality_specification=quality_specification,
+        datacontract=data_contract,
+        quality_specification=None,  # ODCS doesn't have the deprecated quality.specification
         style=style_content,
         datacontract_yaml=datacontract_yaml,
         formatted_date=_formatted_date(),
diff --git a/datacontract/export/iceberg_converter.py b/datacontract/export/iceberg_converter.py
deleted file mode 100644
index a343ec807..000000000
--- a/datacontract/export/iceberg_converter.py
+++ /dev/null
@@ -1,188 +0,0 @@
-from pyiceberg import types
-from pyiceberg.schema import Schema, assign_fresh_schema_ids
-
-from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Field,
-    Model,
-)
-
-
-class IcebergExporter(Exporter):
-    """
-    Exporter class for exporting data contracts to Iceberg schemas.
-    """
-
-    def export(
-        self,
-        data_contract: DataContractSpecification,
-        model,
-        server,
-        sql_server_type,
-        export_args,
-    ):
-        """
-        Export the given data contract model to an Iceberg schema.
-
-        Args:
-            data_contract (DataContractSpecification): The data contract specification.
-            model: The model to export, currently just supports one model.
-            server: Not used in this implementation.
-            sql_server_type: Not used in this implementation.
-            export_args: Additional arguments for export.
-
-        Returns:
-            str: A string representation of the Iceberg json schema.
-        """
-
-        return to_iceberg(data_contract, model)
-
-
-def to_iceberg(contract: DataContractSpecification, model: str) -> str:
-    """
-    Converts a DataContractSpecification into an Iceberg json schema string. JSON string follows https://iceberg.apache.org/spec/#appendix-c-json-serialization.
-
-    Args:
-        contract (DataContractSpecification): The data contract specification containing models.
-        model: The model to export, currently just supports one model.
-
-    Returns:
-        str: A string representation of the Iceberg json schema.
-    """
-    if model is None or model == "all":
-        if len(contract.models.items()) != 1:
-            # Iceberg doesn't have a way to combine multiple models into a single schema, an alternative would be to export json lines
-            raise Exception(f"Can only output one model at a time, found {len(contract.models.items())} models")
-        for model_name, model in contract.models.items():
-            schema = to_iceberg_schema(model)
-    else:
-        if model not in contract.models:
-            raise Exception(f"model {model} not found in contract")
-        schema = to_iceberg_schema(contract.models[model])
-
-    return schema.model_dump_json()
-
-
-def to_iceberg_schema(model: Model) -> types.StructType:
-    """
-    Convert a model to a Iceberg schema.
-
-    Args:
-        model (Model): The model to convert.
-
-    Returns:
-        types.StructType: The corresponding Iceberg schema.
-    """
-    iceberg_fields = []
-    primary_keys = []
-    for field_name, spec_field in model.fields.items():
-        iceberg_field = make_field(field_name, spec_field)
-        iceberg_fields.append(iceberg_field)
-
-        if spec_field.primaryKey:
-            primary_keys.append(iceberg_field.name)
-
-    schema = Schema(*iceberg_fields)
-
-    # apply non-0 field IDs so we can set the identifier fields for the schema
-    schema = assign_fresh_schema_ids(schema)
-    for field in schema.fields:
-        if field.name in primary_keys:
-            schema.identifier_field_ids.append(field.field_id)
-
-    return schema
-
-
-def make_field(field_name, field):
-    field_type = get_field_type(field)
-
-    # Note: might want to re-populate field_id from config['icebergFieldId'] if it exists, however, it gets
-    # complicated since field_ids impact the list and map element_ids, and the importer is not keeping track of those.
-    # Even if IDs are re-constituted, it seems like the SDK code would still reset them before any operation against a catalog,
-    # so it's likely not worth it.
-
-    # Note 2: field_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values.
-    # also, the Iceberg sdk catalog code will re-set the fieldIDs prior to executing any table operations on the schema
-    # ref: https://github.com/apache/iceberg-python/pull/1072
-    return types.NestedField(field_id=0, name=field_name, field_type=field_type, required=field.required is True)
-
-
-def make_list(item):
-    field_type = get_field_type(item)
-
-    # element_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field)
-    return types.ListType(element_id=0, element_type=field_type, element_required=item.required is True)
-
-
-def make_map(field):
-    key_type = get_field_type(field.keys)
-    value_type = get_field_type(field.values)
-
-    # key_id and value_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field)
-    return types.MapType(
-        key_id=0, key_type=key_type, value_id=0, value_type=value_type, value_required=field.values.required is True
-    )
-
-
-def to_struct_type(fields: dict[str, Field]) -> types.StructType:
-    """
-    Convert a dictionary of fields to a Iceberg StructType.
-
-    Args:
-        fields (dict[str, Field]): The fields to convert.
-
-    Returns:
-        types.StructType: The corresponding Iceberg StructType.
-    """
-    struct_fields = []
-    for field_name, field in fields.items():
-        struct_field = make_field(field_name, field)
-        struct_fields.append(struct_field)
-    return types.StructType(*struct_fields)
-
-
-def get_field_type(field: Field) -> types.IcebergType:
-    """
-    Convert a field to a Iceberg IcebergType.
-
-    Args:
-        field (Field): The field to convert.
-
-    Returns:
-        types.IcebergType: The corresponding Iceberg IcebergType.
-    """
-    field_type = field.type
-    if field_type is None or field_type in ["null"]:
-        return types.NullType()
-    if field_type == "array":
-        return make_list(field.items)
-    if field_type == "map":
-        return make_map(field)
-    if field_type in ["object", "record", "struct"]:
-        return to_struct_type(field.fields)
-    if field_type in ["string", "varchar", "text"]:
-        return types.StringType()
-    if field_type in ["number", "decimal", "numeric"]:
-        precision = field.precision if field.precision is not None else 38
-        scale = field.scale if field.scale is not None else 0
-        return types.DecimalType(precision=precision, scale=scale)
-    if field_type in ["integer", "int"]:
-        return types.IntegerType()
-    if field_type in ["bigint", "long"]:
-        return types.LongType()
-    if field_type == "float":
-        return types.FloatType()
-    if field_type == "double":
-        return types.DoubleType()
-    if field_type == "boolean":
-        return types.BooleanType()
-    if field_type in ["timestamp", "timestamp_tz"]:
-        return types.TimestamptzType()
-    if field_type == "timestamp_ntz":
-        return types.TimestampType()
-    if field_type == "date":
-        return types.DateType()
-    if field_type == "bytes":
-        return types.BinaryType()
-    return types.BinaryType()
diff --git a/datacontract/export/iceberg_exporter.py b/datacontract/export/iceberg_exporter.py
new file mode 100644
index 000000000..863c3cb65
--- /dev/null
+++ b/datacontract/export/iceberg_exporter.py
@@ -0,0 +1,315 @@
+from typing import List, Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
+from pyiceberg import types
+from pyiceberg.schema import Schema, assign_fresh_schema_ids
+
+from datacontract.export.exporter import Exporter
+
+
+class IcebergExporter(Exporter):
+    """
+    Exporter class for exporting data contracts to Iceberg schemas.
+    """
+
+    def export(
+        self,
+        data_contract: OpenDataContractStandard,
+        schema_name,
+        server,
+        sql_server_type,
+        export_args,
+    ):
+        """
+        Export the given data contract to an Iceberg schema.
+
+        Args:
+            data_contract (OpenDataContractStandard): The data contract specification.
+            schema_name: The name of the schema to export, or 'all' for all schemas.
+            server: Not used in this implementation.
+            sql_server_type: Not used in this implementation.
+            export_args: Additional arguments for export.
+
+        Returns:
+            str: A string representation of the Iceberg json schema.
+        """
+
+        return to_iceberg(data_contract, schema_name)
+
+
+def to_iceberg(contract: OpenDataContractStandard, model: str) -> str:
+    """
+    Converts an OpenDataContractStandard into an Iceberg json schema string. JSON string follows https://iceberg.apache.org/spec/#appendix-c-json-serialization.
+
+    Args:
+        contract (OpenDataContractStandard): The data contract specification containing models.
+        model: The model to export, currently just supports one model.
+
+    Returns:
+        str: A string representation of the Iceberg json schema.
+    """
+    if not contract.schema_:
+        raise Exception("No schema found in contract")
+
+    if model is None or model == "all":
+        if len(contract.schema_) != 1:
+            # Iceberg doesn't have a way to combine multiple models into a single schema, an alternative would be to export json lines
+            raise Exception(f"Can only output one model at a time, found {len(contract.schema_)} models")
+        schema_obj = contract.schema_[0]
+        schema = to_iceberg_schema(schema_obj)
+    else:
+        # Find the specific schema by name
+        schema_obj = next((s for s in contract.schema_ if s.name == model), None)
+        if schema_obj is None:
+            raise Exception(f"model {model} not found in contract")
+        schema = to_iceberg_schema(schema_obj)
+
+    return schema.model_dump_json()
+
+
+def to_iceberg_schema(schema_obj: SchemaObject) -> types.StructType:
+    """
+    Convert a schema object to an Iceberg schema.
+
+    Args:
+        schema_obj (SchemaObject): The schema object to convert.
+
+    Returns:
+        types.StructType: The corresponding Iceberg schema.
+    """
+    iceberg_fields = []
+    primary_keys = []
+
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            iceberg_field = make_field(prop.name, prop)
+            iceberg_fields.append(iceberg_field)
+
+            if prop.primaryKey:
+                primary_keys.append(iceberg_field.name)
+
+    schema = Schema(*iceberg_fields)
+
+    # apply non-0 field IDs so we can set the identifier fields for the schema
+    schema = assign_fresh_schema_ids(schema)
+    for field in schema.fields:
+        if field.name in primary_keys:
+            schema.identifier_field_ids.append(field.field_id)
+
+    return schema
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the logical type from a schema property."""
+    return prop.logicalType
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_custom_property_value(prop: SchemaProperty, key: str):
+    """Get a custom property value."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key and cp.value is not None:
+            return cp.value
+    return None
+
+
+def make_field(field_name: str, prop: SchemaProperty) -> types.NestedField:
+    field_type = get_field_type(prop)
+
+    # Note: might want to re-populate field_id from config['icebergFieldId'] if it exists, however, it gets
+    # complicated since field_ids impact the list and map element_ids, and the importer is not keeping track of those.
+    # Even if IDs are re-constituted, it seems like the SDK code would still reset them before any operation against a catalog,
+    # so it's likely not worth it.
+
+    # Note 2: field_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values.
+    # also, the Iceberg sdk catalog code will re-set the fieldIDs prior to executing any table operations on the schema
+    # ref: https://github.com/apache/iceberg-python/pull/1072
+    return types.NestedField(field_id=0, name=field_name, field_type=field_type, required=prop.required is True)
+
+
+def make_list(item: SchemaProperty) -> types.ListType:
+    field_type = get_field_type(item)
+
+    # element_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field)
+    return types.ListType(element_id=0, element_type=field_type, element_required=item.required is True)
+
+
+def _type_str_to_iceberg_type(type_str: str) -> types.IcebergType:
+    """Convert a type string to an Iceberg type."""
+    if not type_str:
+        return types.StringType()
+    t = type_str.lower()
+    if t == "string":
+        return types.StringType()
+    elif t in ["integer", "int"]:
+        return types.IntegerType()
+    elif t in ["long", "bigint"]:
+        return types.LongType()
+    elif t == "number":
+        return types.DecimalType(precision=38, scale=0)
+    elif t in ["float"]:
+        return types.FloatType()
+    elif t in ["double"]:
+        return types.DoubleType()
+    elif t == "boolean":
+        return types.BooleanType()
+    elif t == "date":
+        return types.DateType()
+    elif t == "timestamp":
+        return types.TimestamptzType()
+    elif t in ["bytes", "binary"]:
+        return types.BinaryType()
+    else:
+        return types.StringType()
+
+
+def _get_custom_prop(prop: SchemaProperty, key: str) -> Optional[str]:
+    """Get a custom property value from a SchemaProperty."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def make_map(prop: SchemaProperty) -> types.MapType:
+    # For ODCS, read key/value types from customProperties
+    # Default to string -> string if not specified
+    key_type = types.StringType()
+    value_type = types.StringType()
+
+    key_type_str = _get_custom_prop(prop, "mapKeyType")
+    value_type_str = _get_custom_prop(prop, "mapValueType")
+    value_physical_type = _get_custom_prop(prop, "mapValuePhysicalType")
+    value_required_str = _get_custom_prop(prop, "mapValueRequired")
+    value_required = value_required_str == "true" if value_required_str else False
+
+    if key_type_str:
+        key_type = _type_str_to_iceberg_type(key_type_str)
+
+    # Handle nested map in value type
+    if value_physical_type == "map":
+        nested_key_type = _get_custom_prop(prop, "mapNestedKeyType") or "string"
+        nested_value_type = _get_custom_prop(prop, "mapNestedValueType") or "string"
+        nested_value_required_str = _get_custom_prop(prop, "mapNestedValueRequired")
+        nested_value_required = nested_value_required_str == "true" if nested_value_required_str else True
+        value_type = types.MapType(
+            key_id=0,
+            key_type=_type_str_to_iceberg_type(nested_key_type),
+            value_id=0,
+            value_type=_type_str_to_iceberg_type(nested_value_type),
+            value_required=nested_value_required
+        )
+    elif value_type_str:
+        value_type = _type_str_to_iceberg_type(value_type_str)
+
+    # key_id and value_id defaults to 0 to signify that the exporter is not attempting to populate meaningful values (see #make_field)
+    return types.MapType(key_id=0, key_type=key_type, value_id=0, value_type=value_type, value_required=value_required)
+
+
+def to_struct_type(properties: List[SchemaProperty]) -> types.StructType:
+    """
+    Convert a list of properties to an Iceberg StructType.
+
+    Args:
+        properties (List[SchemaProperty]): The properties to convert.
+
+    Returns:
+        types.StructType: The corresponding Iceberg StructType.
+    """
+    struct_fields = []
+    for prop in properties:
+        struct_field = make_field(prop.name, prop)
+        struct_fields.append(struct_field)
+    return types.StructType(*struct_fields)
+
+
+def get_field_type(prop: SchemaProperty) -> types.IcebergType:
+    """
+    Convert a property to an Iceberg IcebergType.
+
+    Args:
+        prop (SchemaProperty): The property to convert.
+
+    Returns:
+        types.IcebergType: The corresponding Iceberg IcebergType.
+    """
+    logical_type = _get_type(prop)
+    physical_type = prop.physicalType.lower() if prop.physicalType else None
+
+    # Handle null type
+    if logical_type is None and physical_type is None:
+        return types.NullType()
+    if physical_type == "null":
+        return types.NullType()
+
+    # Handle array type
+    if logical_type == "array":
+        if prop.items:
+            return make_list(prop.items)
+        return types.ListType(element_id=0, element_type=types.StringType(), element_required=False)
+
+    # Handle map type
+    if physical_type == "map":
+        return make_map(prop)
+
+    # Handle object/struct type
+    if logical_type == "object" or physical_type in ["object", "record", "struct"]:
+        if prop.properties:
+            return to_struct_type(prop.properties)
+        return types.StructType()
+
+    # Check physical type first for specific SQL types
+    if physical_type:
+        if physical_type in ["string", "varchar", "text", "char", "nvarchar"]:
+            return types.StringType()
+        if physical_type in ["decimal", "numeric"]:
+            precision = _get_custom_property_value(prop, "precision") or 38
+            scale = _get_custom_property_value(prop, "scale") or 0
+            return types.DecimalType(precision=precision, scale=scale)
+        if physical_type in ["integer", "int", "int32"]:
+            return types.IntegerType()
+        if physical_type in ["bigint", "long", "int64"]:
+            return types.LongType()
+        if physical_type in ["float", "real", "float32"]:
+            return types.FloatType()
+        if physical_type in ["double", "float64"]:
+            return types.DoubleType()
+        if physical_type in ["boolean", "bool"]:
+            return types.BooleanType()
+        if physical_type in ["timestamp", "timestamp_tz"]:
+            return types.TimestamptzType()
+        if physical_type == "timestamp_ntz":
+            return types.TimestampType()
+        if physical_type == "date":
+            return types.DateType()
+        if physical_type in ["bytes", "binary", "bytea"]:
+            return types.BinaryType()
+
+    # Fall back to logical type
+    match logical_type:
+        case "string":
+            return types.StringType()
+        case "number":
+            precision = _get_custom_property_value(prop, "precision") or 38
+            scale = _get_custom_property_value(prop, "scale") or 0
+            return types.DecimalType(precision=precision, scale=scale)
+        case "integer":
+            return types.LongType()
+        case "boolean":
+            return types.BooleanType()
+        case "timestamp":
+            return types.TimestamptzType()
+        case "date":
+            return types.DateType()
+        case _:
+            return types.BinaryType()
diff --git a/datacontract/export/jsonschema_converter.py b/datacontract/export/jsonschema_converter.py
deleted file mode 100644
index 80d9c08e2..000000000
--- a/datacontract/export/jsonschema_converter.py
+++ /dev/null
@@ -1,157 +0,0 @@
-import json
-from typing import Dict
-
-from datacontract.export.exporter import Exporter, _check_models_for_export
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
-
-
-class JsonSchemaExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        model_name, model_value = _check_models_for_export(data_contract, model, self.export_format)
-        return to_jsonschema_json(model_name, model_value)
-
-
-def to_jsonschemas(data_contract_spec: DataContractSpecification):
-    jsonschmemas = {}
-    for model_key, model_value in data_contract_spec.models.items():
-        jsonschema = to_jsonschema(model_key, model_value)
-        jsonschmemas[model_key] = jsonschema
-    return jsonschmemas
-
-
-def to_jsonschema_json(model_key, model_value: Model) -> str:
-    jsonschema = to_jsonschema(model_key, model_value)
-    return json.dumps(jsonschema, indent=2)
-
-
-def to_properties(fields: Dict[str, Field]) -> dict:
-    properties = {}
-    for field_name, field in fields.items():
-        properties[field_name] = to_property(field)
-    return properties
-
-
-def to_property(field: Field) -> dict:
-    property = {}
-    json_type, json_format = convert_type_format(field.type, field.format)
-    if json_type is not None:
-        if not field.required:
-            """
-            From: https://json-schema.org/understanding-json-schema/reference/type
-            The type keyword may either be a string or an array:
-
-            If it's a string, it is the name of one of the basic types above.
-            If it is an array, it must be an array of strings, where each string 
-            is the name of one of the basic types, and each element is unique.
-            In this case, the JSON snippet is valid if it matches any of the given types.
-            """
-            property["type"] = [json_type, "null"]
-        else:
-            property["type"] = json_type
-    if json_format is not None:
-        property["format"] = json_format
-    if field.primaryKey:
-        property["primaryKey"] = field.primaryKey
-    if field.unique:
-        property["unique"] = True
-    if json_type == "object":
-        # TODO: any better idea to distinguish between properties and patternProperties?
-        if field.fields.keys() and next(iter(field.fields.keys())).startswith("^"):
-            property["patternProperties"] = to_properties(field.fields)
-        else:
-            property["properties"] = to_properties(field.fields)
-        property["required"] = to_required(field.fields)
-    if json_type == "array":
-        property["items"] = to_property(field.items)
-    if field.pattern:
-        property["pattern"] = field.pattern
-    if field.enum:
-        property["enum"] = field.enum
-    if field.minLength is not None:
-        property["minLength"] = field.minLength
-    if field.maxLength is not None:
-        property["maxLength"] = field.maxLength
-    if field.title:
-        property["title"] = field.title
-    if field.description:
-        property["description"] = field.description
-    if field.exclusiveMinimum is not None:
-        property["exclusiveMinimum"] = field.exclusiveMinimum
-    if field.exclusiveMaximum is not None:
-        property["exclusiveMaximum"] = field.exclusiveMaximum
-    if field.minimum is not None:
-        property["minimum"] = field.minimum
-    if field.maximum is not None:
-        property["maximum"] = field.maximum
-    if field.tags:
-        property["tags"] = field.tags
-    if field.pii:
-        property["pii"] = field.pii
-    if field.classification is not None:
-        property["classification"] = field.classification
-
-    # TODO: all constraints
-    return property
-
-
-def to_required(fields: Dict[str, Field]):
-    required = []
-    for field_name, field in fields.items():
-        if field.required is True:
-            required.append(field_name)
-    return required
-
-
-def convert_type_format(type, format) -> (str, str):
-    if type is None:
-        return None, None
-    if type.lower() in ["string", "varchar", "text"]:
-        return "string", format
-    if type.lower() in ["timestamp", "timestamp_tz", "date-time", "datetime"]:
-        return "string", "date-time"
-    if type.lower() in ["timestamp_ntz"]:
-        return "string", None
-    if type.lower() in ["date"]:
-        return "string", "date"
-    if type.lower() in ["time"]:
-        return "string", "time"
-    if type.lower() in ["number", "decimal", "numeric", "float", "double"]:
-        return "number", None
-    if type.lower() in ["integer", "int", "long", "bigint"]:
-        return "integer", None
-    if type.lower() in ["boolean"]:
-        return "boolean", None
-    if type.lower() in ["object", "record", "struct"]:
-        return "object", None
-    if type.lower() in ["array"]:
-        return "array", None
-    return None, None
-
-
-def convert_format(self, format):
-    if format is None:
-        return None
-    if format.lower() in ["uri"]:
-        return "uri"
-    if format.lower() in ["email"]:
-        return "email"
-    if format.lower() in ["uuid"]:
-        return "uuid"
-    if format.lower() in ["boolean"]:
-        return "boolean"
-    return None
-
-
-def to_jsonschema(model_key, model_value: Model) -> dict:
-    model = {
-        "$schema": "http://json-schema.org/draft-07/schema#",
-        "type": "object",
-        "properties": to_properties(model_value.fields),
-        "required": to_required(model_value.fields),
-    }
-    if model_value.title:
-        model["title"] = model_value.title
-    if model_value.description:
-        model["description"] = model_value.description
-
-    return model
diff --git a/datacontract/export/jsonschema_exporter.py b/datacontract/export/jsonschema_exporter.py
new file mode 100644
index 000000000..7746c4a5a
--- /dev/null
+++ b/datacontract/export/jsonschema_exporter.py
@@ -0,0 +1,231 @@
+import json
+from typing import List, Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
+
+from datacontract.export.exporter import Exporter, _check_schema_name_for_export
+
+
+class JsonSchemaExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        model_name, model_value = _check_schema_name_for_export(data_contract, schema_name, self.export_format)
+        return to_jsonschema_json(model_name, model_value)
+
+
+def to_jsonschemas(data_contract: OpenDataContractStandard) -> dict:
+    jsonschemas = {}
+    if data_contract.schema_:
+        for schema_obj in data_contract.schema_:
+            jsonschema = to_jsonschema(schema_obj.name, schema_obj)
+            jsonschemas[schema_obj.name] = jsonschema
+    return jsonschemas
+
+
+def to_jsonschema_json(model_key: str, model_value: SchemaObject) -> str:
+    jsonschema = to_jsonschema(model_key, model_value)
+    return json.dumps(jsonschema, indent=2)
+
+
+def to_properties(properties: List[SchemaProperty]) -> dict:
+    result = {}
+    for prop in properties:
+        result[prop.name] = to_property(prop)
+    return result
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_config_value(prop: SchemaProperty, key: str):
+    """Get a custom property value."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def _get_enum_from_quality(prop: SchemaProperty):
+    """Get enum values from quality rules (invalidValues metric with validValues)."""
+    if prop.quality is None:
+        return None
+    for q in prop.quality:
+        if q.metric == "invalidValues" and q.arguments:
+            valid_values = q.arguments.get("validValues")
+            if valid_values:
+                return valid_values
+    return None
+
+
+def to_property(prop: SchemaProperty) -> dict:
+    property_dict = {}
+    field_type = prop.logicalType
+    json_type, json_format = convert_type_format(field_type, _get_logical_type_option(prop, "format"))
+
+    if json_type is not None:
+        if not prop.required:
+            """
+            From: https://json-schema.org/understanding-json-schema/reference/type
+            The type keyword may either be a string or an array:
+
+            If it's a string, it is the name of one of the basic types above.
+            If it is an array, it must be an array of strings, where each string
+            is the name of one of the basic types, and each element is unique.
+            In this case, the JSON snippet is valid if it matches any of the given types.
+            """
+            property_dict["type"] = [json_type, "null"]
+        else:
+            property_dict["type"] = json_type
+
+    if json_format is not None:
+        property_dict["format"] = json_format
+
+    if prop.primaryKey:
+        property_dict["primaryKey"] = prop.primaryKey
+
+    if prop.unique:
+        property_dict["unique"] = True
+
+    if json_type == "object":
+        nested_props = prop.properties or []
+        # TODO: any better idea to distinguish between properties and patternProperties?
+        if nested_props and nested_props[0].name.startswith("^"):
+            property_dict["patternProperties"] = to_properties(nested_props)
+        else:
+            property_dict["properties"] = to_properties(nested_props)
+        property_dict["required"] = to_required(nested_props)
+
+    if json_type == "array" and prop.items:
+        property_dict["items"] = to_property(prop.items)
+
+    pattern = _get_logical_type_option(prop, "pattern")
+    if pattern:
+        property_dict["pattern"] = pattern
+
+    # Check logicalTypeOptions, customProperties, or quality rules for enum
+    enum_values = _get_logical_type_option(prop, "enum")
+    if not enum_values:
+        enum_from_custom = _get_config_value(prop, "enum")
+        if enum_from_custom:
+            # Parse JSON string from customProperties
+            try:
+                enum_values = json.loads(enum_from_custom)
+            except (json.JSONDecodeError, TypeError):
+                enum_values = None
+    if not enum_values:
+        # Check quality rules for invalidValues metric with validValues
+        enum_values = _get_enum_from_quality(prop)
+    if enum_values:
+        property_dict["enum"] = enum_values
+
+    min_length = _get_logical_type_option(prop, "minLength")
+    if min_length is not None:
+        property_dict["minLength"] = min_length
+
+    max_length = _get_logical_type_option(prop, "maxLength")
+    if max_length is not None:
+        property_dict["maxLength"] = max_length
+
+    if prop.businessName:
+        property_dict["title"] = prop.businessName
+
+    if prop.description:
+        property_dict["description"] = prop.description
+
+    exclusive_minimum = _get_logical_type_option(prop, "exclusiveMinimum")
+    if exclusive_minimum is not None:
+        property_dict["exclusiveMinimum"] = exclusive_minimum
+
+    exclusive_maximum = _get_logical_type_option(prop, "exclusiveMaximum")
+    if exclusive_maximum is not None:
+        property_dict["exclusiveMaximum"] = exclusive_maximum
+
+    minimum = _get_logical_type_option(prop, "minimum")
+    if minimum is not None:
+        property_dict["minimum"] = minimum
+
+    maximum = _get_logical_type_option(prop, "maximum")
+    if maximum is not None:
+        property_dict["maximum"] = maximum
+
+    if prop.tags:
+        property_dict["tags"] = prop.tags
+
+    pii = _get_config_value(prop, "pii")
+    if pii:
+        property_dict["pii"] = pii
+
+    if prop.classification is not None:
+        property_dict["classification"] = prop.classification
+
+    # TODO: all constraints
+    return property_dict
+
+
+def to_required(properties: List[SchemaProperty]) -> list:
+    required = []
+    for prop in properties:
+        if prop.required is True:
+            required.append(prop.name)
+    return required
+
+
+def convert_type_format(type_str: Optional[str], format_str: Optional[str]) -> tuple:
+    if type_str is None:
+        return None, None
+    if type_str.lower() in ["string", "varchar", "text"]:
+        return "string", format_str
+    if type_str.lower() in ["timestamp", "timestamp_tz", "date-time", "datetime"]:
+        return "string", "date-time"
+    if type_str.lower() in ["timestamp_ntz"]:
+        return "string", None
+    if type_str.lower() in ["date"]:
+        return "string", "date"
+    if type_str.lower() in ["time"]:
+        return "string", "time"
+    if type_str.lower() in ["number", "decimal", "numeric", "float", "double"]:
+        return "number", None
+    if type_str.lower() in ["integer", "int", "long", "bigint"]:
+        return "integer", None
+    if type_str.lower() in ["boolean"]:
+        return "boolean", None
+    if type_str.lower() in ["object", "record", "struct"]:
+        return "object", None
+    if type_str.lower() in ["array"]:
+        return "array", None
+    return None, None
+
+
+def convert_format(format_str: Optional[str]) -> Optional[str]:
+    if format_str is None:
+        return None
+    if format_str.lower() in ["uri"]:
+        return "uri"
+    if format_str.lower() in ["email"]:
+        return "email"
+    if format_str.lower() in ["uuid"]:
+        return "uuid"
+    if format_str.lower() in ["boolean"]:
+        return "boolean"
+    return None
+
+
+def to_jsonschema(model_key: str, model_value: SchemaObject) -> dict:
+    properties = model_value.properties or []
+    model = {
+        "$schema": "http://json-schema.org/draft-07/schema#",
+        "type": "object",
+        "properties": to_properties(properties),
+        "required": to_required(properties),
+    }
+    if model_value.businessName:
+        model["title"] = model_value.businessName
+    if model_value.description:
+        model["description"] = model_value.description
+
+    return model
diff --git a/datacontract/export/markdown_converter.py b/datacontract/export/markdown_exporter.py
similarity index 56%
rename from datacontract/export/markdown_converter.py
rename to datacontract/export/markdown_exporter.py
index 9ddebfd9c..7d29aaf7a 100644
--- a/datacontract/export/markdown_converter.py
+++ b/datacontract/export/markdown_exporter.py
@@ -1,16 +1,16 @@
-from typing import Dict, List
+from typing import Dict, List, Optional
 
+from open_data_contract_standard.model import (
+    Description,
+    OpenDataContractStandard,
+    SchemaObject,
+    SchemaProperty,
+    Server,
+    ServiceLevelAgreementProperty,
+)
 from pydantic import BaseModel
 
 from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Definition,
-    Field,
-    Model,
-    Server,
-    ServiceLevel,
-)
 
 TAB = " "
 ARROW = "↳"
@@ -21,8 +21,8 @@ class MarkdownExporter(Exporter):
 
     def export(
         self,
-        data_contract: DataContractSpecification,
-        model: Model,
+        data_contract: OpenDataContractStandard,
+        schema_name: str,
         server: str,
         sql_server_type: str,
         export_args: dict,
@@ -31,12 +31,12 @@ def export(
         return to_markdown(data_contract)
 
 
-def to_markdown(data_contract: DataContractSpecification) -> str:
+def to_markdown(data_contract: OpenDataContractStandard) -> str:
     """
     Convert a data contract to its Markdown representation.
 
     Args:
-        data_contract (DataContractSpecification): The data contract to convert.
+        data_contract (OpenDataContractStandard): The data contract to convert.
 
     Returns:
         str: The Markdown representation of the data contract.
@@ -44,26 +44,62 @@ def to_markdown(data_contract: DataContractSpecification) -> str:
     markdown_parts = [
         f"# {data_contract.id}",
         "## Info",
-        obj_attributes_to_markdown(data_contract.info),
+        info_to_markdown(data_contract),
+        "",
+        "## Terms of Use",
+        terms_of_use_to_markdown(data_contract.description),
         "",
         "## Servers",
         servers_to_markdown(data_contract.servers),
         "",
-        "## Terms",
-        obj_attributes_to_markdown(data_contract.terms),
-        "",
-        "## Models",
-        models_to_markdown(data_contract.models),
+        "## Schema",
+        schema_to_markdown(data_contract.schema_),
         "",
-        "## Definitions",
-        definitions_to_markdown(data_contract.definitions),
-        "",
-        "## Service levels",
-        service_level_to_markdown(data_contract.servicelevels),
+        "## SLA Properties",
+        sla_properties_to_markdown(data_contract.slaProperties),
     ]
     return "\n".join(markdown_parts)
 
 
+def info_to_markdown(data_contract: OpenDataContractStandard) -> str:
+    """Convert basic info to markdown."""
+    parts = []
+    if data_contract.description:
+        parts.append(f"*{description_to_markdown(data_contract.description)}*")
+    if data_contract.name:
+        parts.append(f"- **name:** {data_contract.name}")
+    if data_contract.version:
+        parts.append(f"- **version:** {data_contract.version}")
+    if data_contract.status:
+        parts.append(f"- **status:** {data_contract.status}")
+    if data_contract.team:
+        parts.append(f"- **team:** {data_contract.team.name}")
+    return "\n".join(parts)
+
+
+def terms_of_use_to_markdown(description: Optional[Description]) -> str:
+    """Convert Description object's terms of use fields to markdown."""
+    if not description:
+        return "*No terms of use defined.*"
+
+    # Handle case where description is a string (legacy)
+    if isinstance(description, str):
+        return "*No terms of use defined.*"
+
+    parts = []
+    if description.usage:
+        parts.append(f"### Usage\n{description.usage}")
+    if description.purpose:
+        parts.append(f"### Purpose\n{description.purpose}")
+    if description.limitations:
+        parts.append(f"### Limitations\n{description.limitations}")
+
+    if not parts:
+        return "*No terms of use defined.*"
+
+    return "\n\n".join(parts)
+
+
 def obj_attributes_to_markdown(obj: BaseModel, excluded_fields: set = set(), is_in_table_cell: bool = False) -> str:
     if not obj:
         return ""
@@ -86,131 +122,138 @@ def obj_attributes_to_markdown(obj: BaseModel, excluded_fields: set = set(), is_
     return newline_char.join([description] + attributes + extra)
 
 
-def servers_to_markdown(servers: Dict[str, Server]) -> str:
+def servers_to_markdown(servers: Optional[List[Server]]) -> str:
     if not servers:
         return ""
     markdown_parts = [
         "| Name | Type | Attributes |",
         "| ---- | ---- | ---------- |",
     ]
-    for server_name, server in servers.items():
+    for server in servers:
+        server_name = server.server or ""
         markdown_parts.append(
-            f"| {server_name} | {server.type or ''} | {obj_attributes_to_markdown(server, {'type'}, True)} |"
+            f"| {server_name} | {server.type or ''} | {obj_attributes_to_markdown(server, {'type', 'server'}, True)} |"
         )
     return "\n".join(markdown_parts)
 
 
-def models_to_markdown(models: Dict[str, Model]) -> str:
-    return "\n".join(model_to_markdown(model_name, model) for model_name, model in models.items())
+def schema_to_markdown(schema: Optional[List[SchemaObject]]) -> str:
+    if not schema:
+        return ""
+    return "\n".join(schema_obj_to_markdown(schema_obj.name, schema_obj) for schema_obj in schema)
 
 
-def model_to_markdown(model_name: str, model: Model) -> str:
+def schema_obj_to_markdown(model_name: str, schema_obj: SchemaObject) -> str:
     """
-    Generate Markdown representation for a specific model.
+    Generate Markdown representation for a specific schema object.
 
     Args:
         model_name (str): The name of the model.
-        model (Model): The model object.
+        schema_obj (SchemaObject): The schema object.
 
     Returns:
-        str: The Markdown representation of the model.
+        str: The Markdown representation of the schema object.
     """
     parts = [
         f"### {model_name}",
-        f"*{description_to_markdown(model.description)}*",
+        f"*{description_to_markdown(schema_obj.description)}*",
         "",
         "| Field | Type | Attributes |",
         "| ----- | ---- | ---------- |",
     ]
 
     # Append generated field rows
-    parts.append(fields_to_markdown(model.fields))
+    parts.append(properties_to_markdown(schema_obj.properties))
     return "\n".join(parts)
 
 
-def fields_to_markdown(
-    fields: Dict[str, Field],
+def properties_to_markdown(
+    properties: Optional[List[SchemaProperty]],
     level: int = 0,
 ) -> str:
     """
-    Generate Markdown table rows for all fields in a model.
+    Generate Markdown table rows for all properties in a schema.
 
     Args:
-        fields (Dict[str, Field]): The fields to process.
+        properties (List[SchemaProperty]): The properties to process.
         level (int): The level of nesting for indentation.
 
     Returns:
-        str: A Markdown table rows for the fields.
+        str: A Markdown table rows for the properties.
     """
+    if not properties:
+        return ""
+    return "\n".join(property_to_markdown(prop.name, prop, level) for prop in properties)
 
-    return "\n".join(field_to_markdown(field_name, field, level) for field_name, field in fields.items())
 
+def _get_type(prop: SchemaProperty) -> str:
+    """Get the display type for a property."""
+    if prop.logicalType:
+        return prop.logicalType
+    if prop.physicalType:
+        return prop.physicalType
+    return ""
 
-def field_to_markdown(field_name: str, field: Field, level: int = 0) -> str:
+
+def property_to_markdown(field_name: str, prop: SchemaProperty, level: int = 0) -> str:
     """
-    Generate Markdown table rows for a single field, including nested structures.
+    Generate Markdown table rows for a single property, including nested structures.
 
     Args:
         field_name (str): The name of the field.
-        field (Field): The field object.
+        prop (SchemaProperty): The property object.
         level (int): The level of nesting for indentation.
 
     Returns:
-        str: A Markdown table rows for the field.
+        str: A Markdown table rows for the property.
     """
     tabs = TAB * level
     arrow = ARROW if level > 0 else ""
     column_name = f"{tabs}{arrow} {field_name}"
 
-    attributes = obj_attributes_to_markdown(field, {"type", "fields", "items", "keys", "values"}, True)
+    prop_type = _get_type(prop)
+    attributes = obj_attributes_to_markdown(prop, {"name", "logicalType", "physicalType", "properties", "items"}, True)
 
-    rows = [f"| {column_name} | {field.type} | {attributes} |"]
+    rows = [f"| {column_name} | {prop_type} | {attributes} |"]
 
-    # Recursively handle nested fields, array, map
-    if field.fields:
-        rows.append(fields_to_markdown(field.fields, level + 1))
-    if field.items:
-        rows.append(field_to_markdown("items", field.items, level + 1))
-    if field.keys:
-        rows.append(field_to_markdown("keys", field.keys, level + 1))
-    if field.values:
-        rows.append(field_to_markdown("values", field.values, level + 1))
+    # Recursively handle nested properties, array
+    if prop.properties:
+        rows.append(properties_to_markdown(prop.properties, level + 1))
+    if prop.items:
+        rows.append(property_to_markdown("items", prop.items, level + 1))
 
     return "\n".join(rows)
 
 
-def definitions_to_markdown(definitions: Dict[str, Definition]) -> str:
-    if not definitions:
+def sla_properties_to_markdown(sla_properties: Optional[List[ServiceLevelAgreementProperty]]) -> str:
+    """Convert SLA properties to markdown."""
+    if not sla_properties:
         return ""
+
     markdown_parts = [
-        "| Name | Type | Domain | Attributes |",
-        "| ---- | ---- | ------ | ---------- |",
+        "| Property | Value | Unit |",
+        "| -------- | ----- | ---- |",
     ]
-    for definition_name, definition in definitions.items():
-        markdown_parts.append(
-            f"| {definition_name} | {definition.type or ''} | {definition.domain or ''} | {obj_attributes_to_markdown(definition, {'name', 'type', 'domain'}, True)} |",
-        )
+    for sla in sla_properties:
+        prop_name = sla.property or ""
+        value = sla.value or ""
+        unit = sla.unit or ""
+        markdown_parts.append(f"| {prop_name} | {value} | {unit} |")
     return "\n".join(markdown_parts)
 
 
-def service_level_to_markdown(service_level: ServiceLevel | None) -> str:
-    if not service_level:
-        return ""
-    sections = {
-        "Availability": service_level.availability,
-        "Retention": service_level.retention,
-        "Latency": service_level.latency,
-        "Freshness": service_level.freshness,
-        "Frequency": service_level.frequency,
-        "Support": service_level.support,
-        "Backup": service_level.backup,
-    }
-    result = [f"### {name}\n{obj_attributes_to_markdown(attr)}\n" for name, attr in sections.items() if attr]
-    return "\n".join(result)
-
-
-def description_to_markdown(description: str | None) -> str:
-    return (description or "No description.").replace("\n", "
")
+def description_to_markdown(description) -> str:
+    """Convert a description (string or Description object) to markdown text."""
+    if description is None:
+        return "No description."
+    if isinstance(description, str):
+        return description.replace("\n", "
")
+    # Handle Description object - use purpose as the primary description
+    if hasattr(description, "purpose") and description.purpose:
+        return description.purpose.replace("\n", "
")
+    if hasattr(description, "usage") and description.usage:
+        return description.usage.replace("\n", "
")
+    return "No description."
 
 
 def array_of_dict_to_markdown(array: List[Dict[str, str]]) -> str:
diff --git a/datacontract/export/mermaid_exporter.py b/datacontract/export/mermaid_exporter.py
index 2cd91afd9..0eefc6680 100644
--- a/datacontract/export/mermaid_exporter.py
+++ b/datacontract/export/mermaid_exporter.py
@@ -1,94 +1,57 @@
 from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification
 
 
 class MermaidExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
         return to_mermaid(data_contract)
 
 
-def to_mermaid(data_contract_spec: DataContractSpecification | OpenDataContractStandard) -> str | None:
-    if isinstance(data_contract_spec, DataContractSpecification):
-        return dcs_to_mermaid(data_contract_spec)
-    elif isinstance(data_contract_spec, OpenDataContractStandard):
-        return odcs_to_mermaid(data_contract_spec)
-    else:
-        return None
-
-
-def dcs_to_mermaid(data_contract_spec: DataContractSpecification) -> str | None:
+def to_mermaid(data_contract: OpenDataContractStandard) -> str | None:
+    """Convert ODCS data contract to Mermaid ER diagram."""
     try:
-        if not data_contract_spec.models:
+        if not data_contract.schema_:
             return None
 
         mmd_entity = "erDiagram\n"
         mmd_references = []
 
-        for model_name, model in data_contract_spec.models.items():
-            clean_model = _sanitize_name(model_name)
-            entity_block = ""
-
-            for field_name, field in model.fields.items():
-                clean_name = _sanitize_name(field_name)
-                field_type = field.type or "unknown"
-
-                is_pk = bool(field.primaryKey or (field.unique and field.required))
-                is_fk = bool(field.references)
-
-                entity_block += _field_line(clean_name, field_type, pk=is_pk, uk=bool(field.unique), fk=is_fk)
-
-                if field.references:
-                    references = field.references.replace(".", "·")
-                    parts = references.split("·")
-                    referenced_model = _sanitize_name(parts[0]) if len(parts) > 0 else ""
-                    referenced_field = _sanitize_name(parts[1]) if len(parts) > 1 else ""
-                    if referenced_model:
-                        label = referenced_field or clean_name
-                        mmd_references.append(f'"**{referenced_model}**" ||--o{{ "**{clean_model}**" : {label}')
-
-            mmd_entity += f'\t"**{clean_model}**" {{\n{entity_block}}}\n'
-
-        if mmd_references:
-            mmd_entity += "\n" + "\n".join(mmd_references)
-
-        return mmd_entity + "\n"
-
-    except Exception as e:
-        print(f"Error generating DCS mermaid diagram: {e}")
-        return None
-
-
-def odcs_to_mermaid(data_contract_spec: OpenDataContractStandard) -> str | None:
-    try:
-        if not data_contract_spec.schema_:
-            return None
-
-        mmd_entity = "erDiagram\n"
-
-        for schema in data_contract_spec.schema_:
+        for schema in data_contract.schema_:
             schema_name = schema.name or schema.physicalName
+            clean_model = _sanitize_name(schema_name)
             entity_block = ""
 
             if schema.properties:
                 for prop in schema.properties:
                     clean_name = _sanitize_name(prop.name)
-                    indicators = ""
+                    prop_type = prop.logicalType or prop.physicalType or "unknown"
 
-                    if prop.primaryKey:
-                        indicators += "🔑"
-                    if getattr(prop, "partitioned", False):
-                        indicators += "🔀"
-                    if getattr(prop, "criticalDataElement", False):
-                        indicators += "⚠️"
+                    is_pk = bool(prop.primaryKey)
+                    is_uk = bool(prop.unique)
+                    is_fk = bool(prop.relationships)
+
+                    entity_block += _field_line(clean_name, prop_type, pk=is_pk, uk=is_uk, fk=is_fk)
+
+                    # Handle references from relationships
+                    if prop.relationships:
+                        for rel in prop.relationships:
+                            ref_target = getattr(rel, 'to', None) or getattr(rel, 'ref', None)
+                            if ref_target:
+                                references = ref_target.replace(".", "·")
+                                parts = references.split("·")
+                                referenced_model = _sanitize_name(parts[0]) if len(parts) > 0 else ""
+                                referenced_field = _sanitize_name(parts[1]) if len(parts) > 1 else ""
+                                if referenced_model:
+                                    label = referenced_field or clean_name
+                                    mmd_references.append(f'"**{referenced_model}**" ||--o{{ "**{clean_model}**" : {label}')
 
-                    prop_type = prop.logicalType or prop.physicalType or "unknown"
-                    entity_block += f"\t{clean_name}{indicators} {prop_type}\n"
+            mmd_entity += f'\t"**{clean_model}**" {{\n{entity_block}}}\n'
 
-            mmd_entity += f'\t"**{schema_name}**"' + "{\n" + entity_block + "}\n"
+        if mmd_references:
+            mmd_entity += "\n" + "\n".join(mmd_references)
 
-        return f"{mmd_entity}\n"
+        return mmd_entity + "\n"
 
     except Exception as e:
         print(f"Error generating ODCS mermaid diagram: {e}")
diff --git a/datacontract/export/odcs_export_helper.py b/datacontract/export/odcs_export_helper.py
new file mode 100644
index 000000000..4ffd6dbb7
--- /dev/null
+++ b/datacontract/export/odcs_export_helper.py
@@ -0,0 +1,319 @@
+"""Helper functions for ODCS export operations."""
+
+from typing import Any, Dict, List, Optional, Tuple
+
+from open_data_contract_standard.model import (
+    OpenDataContractStandard,
+    SchemaObject,
+    SchemaProperty,
+    Server,
+)
+
+
+def get_schema_by_name(
+    data_contract: OpenDataContractStandard, name: str
+) -> Optional[SchemaObject]:
+    """Get a schema object by name from the data contract."""
+    if data_contract.schema_ is None:
+        return None
+    return next((s for s in data_contract.schema_ if s.name == name), None)
+
+
+def get_all_schema_names(data_contract: OpenDataContractStandard) -> List[str]:
+    """Get all schema names from the data contract."""
+    if data_contract.schema_ is None:
+        return []
+    return [s.name for s in data_contract.schema_]
+
+
+def get_server_by_name(
+    data_contract: OpenDataContractStandard, name: str
+) -> Optional[Server]:
+    """Get a server by name from the data contract."""
+    if data_contract.servers is None:
+        return None
+    return next((s for s in data_contract.servers if s.server == name), None)
+
+
+def get_first_server(data_contract: OpenDataContractStandard) -> Optional[Server]:
+    """Get the first server from the data contract."""
+    if data_contract.servers is None or len(data_contract.servers) == 0:
+        return None
+    return data_contract.servers[0]
+
+
+def get_owner(data_contract: OpenDataContractStandard) -> Optional[str]:
+    """Get the owner from the data contract (team name)."""
+    if data_contract.team is None:
+        return None
+    return data_contract.team.name
+
+
+def get_description(data_contract: OpenDataContractStandard) -> Optional[str]:
+    """Get the description from the data contract."""
+    return data_contract.description
+
+
+def property_to_dict(properties: List[SchemaProperty]) -> Dict[str, SchemaProperty]:
+    """Convert a list of properties to a dict keyed by property name."""
+    if properties is None:
+        return {}
+    return {p.name: p for p in properties}
+
+
+def get_property_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type of a property (logicalType or physicalType)."""
+    return prop.logicalType or prop.physicalType
+
+
+def get_property_config(prop: SchemaProperty, key: str) -> Optional[Any]:
+    """Get a custom property value from a SchemaProperty."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def get_logical_type_option(prop: SchemaProperty, key: str) -> Optional[Any]:
+    """Get a logical type option from a SchemaProperty."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def iter_properties(schema: SchemaObject) -> List[Tuple[str, SchemaProperty]]:
+    """Iterate over properties in a schema object, yielding (name, property) tuples."""
+    if schema.properties is None:
+        return []
+    return [(p.name, p) for p in schema.properties]
+
+
+def iter_schemas(data_contract: OpenDataContractStandard) -> List[Tuple[str, SchemaObject]]:
+    """Iterate over schemas in a data contract, yielding (name, schema) tuples."""
+    if data_contract.schema_ is None:
+        return []
+    return [(s.name, s) for s in data_contract.schema_]
+
+
+class PropertyAdapter:
+    """Adapter to make SchemaProperty compatible with DCS Field interface.
+
+    This adapter provides a Field-like interface for SchemaProperty to maintain
+    backward compatibility with existing type converters.
+    """
+
+    def __init__(self, prop: SchemaProperty):
+        self._prop = prop
+
+    @property
+    def name(self) -> Optional[str]:
+        return self._prop.name
+
+    @property
+    def type(self) -> Optional[str]:
+        """Return the logical type (equivalent to DCS field.type)."""
+        return self._prop.logicalType
+
+    @property
+    def required(self) -> Optional[bool]:
+        return self._prop.required
+
+    @property
+    def description(self) -> Optional[str]:
+        return self._prop.description
+
+    @property
+    def primaryKey(self) -> Optional[bool]:
+        return self._prop.primaryKey
+
+    @property
+    def primary(self) -> Optional[bool]:
+        # Alias for primaryKey
+        return self._prop.primaryKey
+
+    @property
+    def unique(self) -> Optional[bool]:
+        return self._prop.unique
+
+    @property
+    def format(self) -> Optional[str]:
+        # Check for format in logicalTypeOptions
+        return get_logical_type_option(self._prop, "format")
+
+    @property
+    def precision(self) -> Optional[int]:
+        return get_logical_type_option(self._prop, "precision")
+
+    @property
+    def scale(self) -> Optional[int]:
+        return get_logical_type_option(self._prop, "scale")
+
+    @property
+    def minLength(self) -> Optional[int]:
+        return get_logical_type_option(self._prop, "minLength")
+
+    @property
+    def maxLength(self) -> Optional[int]:
+        return get_logical_type_option(self._prop, "maxLength")
+
+    @property
+    def minimum(self) -> Optional[float]:
+        return get_logical_type_option(self._prop, "minimum")
+
+    @property
+    def maximum(self) -> Optional[float]:
+        return get_logical_type_option(self._prop, "maximum")
+
+    @property
+    def exclusiveMinimum(self) -> Optional[float]:
+        return get_logical_type_option(self._prop, "exclusiveMinimum")
+
+    @property
+    def exclusiveMaximum(self) -> Optional[float]:
+        return get_logical_type_option(self._prop, "exclusiveMaximum")
+
+    @property
+    def pattern(self) -> Optional[str]:
+        return get_logical_type_option(self._prop, "pattern")
+
+    @property
+    def enum(self) -> Optional[List[str]]:
+        return get_logical_type_option(self._prop, "enum")
+
+    @property
+    def title(self) -> Optional[str]:
+        return self._prop.businessName
+
+    @property
+    def tags(self) -> Optional[List[str]]:
+        return self._prop.tags
+
+    @property
+    def pii(self) -> Optional[bool]:
+        return get_property_config(self._prop, "pii")
+
+    @property
+    def classification(self) -> Optional[str]:
+        return self._prop.classification
+
+    @property
+    def references(self) -> Optional[str]:
+        # Check relationships for foreign key references
+        if self._prop.relationships is None:
+            return None
+        for rel in self._prop.relationships:
+            if hasattr(rel, 'ref'):
+                return rel.ref
+        return None
+
+    @property
+    def config(self) -> Optional[Dict[str, Any]]:
+        """Convert customProperties to config dict."""
+        if self._prop.customProperties is None:
+            return None
+        return {cp.property: cp.value for cp in self._prop.customProperties}
+
+    @property
+    def items(self) -> Optional["PropertyAdapter"]:
+        """Return items property for array types."""
+        if self._prop.items is None:
+            return None
+        return PropertyAdapter(self._prop.items)
+
+    @property
+    def fields(self) -> Dict[str, "PropertyAdapter"]:
+        """Return nested fields as a dict of PropertyAdapters."""
+        if self._prop.properties is None:
+            return {}
+        return {p.name: PropertyAdapter(p) for p in self._prop.properties}
+
+    @property
+    def keys(self) -> Optional["PropertyAdapter"]:
+        """Return keys property for map types (from customProperties)."""
+        keys_prop = get_property_config(self._prop, "mapKeys")
+        if keys_prop is None:
+            return None
+        # Create a minimal property for the key type
+        from open_data_contract_standard.model import SchemaProperty
+        key_prop = SchemaProperty(name="key")
+        key_prop.logicalType = keys_prop if isinstance(keys_prop, str) else "string"
+        return PropertyAdapter(key_prop)
+
+    @property
+    def values(self) -> Optional["PropertyAdapter"]:
+        """Return values property for map types (from customProperties)."""
+        values_prop = get_property_config(self._prop, "mapValues")
+        if values_prop is None:
+            return None
+        from open_data_contract_standard.model import SchemaProperty
+        val_prop = SchemaProperty(name="value")
+        val_prop.logicalType = values_prop if isinstance(values_prop, str) else "string"
+        return PropertyAdapter(val_prop)
+
+    @property
+    def namespace(self) -> Optional[str]:
+        """Get namespace from customProperties."""
+        return get_property_config(self._prop, "namespace")
+
+
+class SchemaAdapter:
+    """Adapter to make SchemaObject compatible with DCS Model interface."""
+
+    def __init__(self, schema: SchemaObject):
+        self._schema = schema
+
+    @property
+    def name(self) -> Optional[str]:
+        return self._schema.name
+
+    @property
+    def type(self) -> Optional[str]:
+        return self._schema.physicalType
+
+    @property
+    def description(self) -> Optional[str]:
+        return self._schema.description
+
+    @property
+    def title(self) -> Optional[str]:
+        return self._schema.businessName
+
+    @property
+    def namespace(self) -> Optional[str]:
+        # Check customProperties for namespace
+        if self._schema.customProperties is None:
+            return None
+        for cp in self._schema.customProperties:
+            if cp.property == "namespace":
+                return cp.value
+        return None
+
+    @property
+    def primaryKey(self) -> Optional[List[str]]:
+        """Get primary key columns."""
+        if self._schema.properties is None:
+            return None
+        pk_cols = [
+            p.name for p in self._schema.properties
+            if p.primaryKey
+        ]
+        return pk_cols if pk_cols else None
+
+    @property
+    def fields(self) -> Dict[str, PropertyAdapter]:
+        """Return fields as a dict of PropertyAdapters."""
+        if self._schema.properties is None:
+            return {}
+        return {p.name: PropertyAdapter(p) for p in self._schema.properties}
+
+
+def adapt_property(prop: SchemaProperty) -> PropertyAdapter:
+    """Create a PropertyAdapter from a SchemaProperty."""
+    return PropertyAdapter(prop)
+
+
+def adapt_schema(schema: SchemaObject) -> SchemaAdapter:
+    """Create a SchemaAdapter from a SchemaObject."""
+    return SchemaAdapter(schema)
diff --git a/datacontract/export/odcs_v3_exporter.py b/datacontract/export/odcs_v3_exporter.py
index f026f1771..a1e0e463f 100644
--- a/datacontract/export/odcs_v3_exporter.py
+++ b/datacontract/export/odcs_v3_exporter.py
@@ -1,377 +1,26 @@
-from typing import Any, Dict
+"""ODCS V3 Exporter - Exports the internal ODCS model to YAML format."""
 
-from open_data_contract_standard.model import (
-    CustomProperty,
-    DataQuality,
-    Description,
-    OpenDataContractStandard,
-    Role,
-    SchemaObject,
-    SchemaProperty,
-    Server,
-    ServiceLevelAgreementProperty,
-    Support,
-    Team,
-)
+from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
 
 
 class OdcsV3Exporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
         return to_odcs_v3_yaml(data_contract)
 
 
-def to_odcs_v3_yaml(data_contract_spec: DataContractSpecification) -> str:
-    result = to_odcs_v3(data_contract_spec)
+def to_odcs_v3_yaml(data_contract: OpenDataContractStandard) -> str:
+    """Export the internal ODCS model to YAML format.
 
-    return result.to_yaml()
+    Since the internal model is now ODCS, this is a simple serialization.
+    """
+    return data_contract.to_yaml()
 
 
-def to_odcs_v3(data_contract_spec: DataContractSpecification) -> OpenDataContractStandard:
-    result = OpenDataContractStandard(
-        apiVersion="v3.1.0",
-        kind="DataContract",
-        id=data_contract_spec.id,
-        name=data_contract_spec.info.title,
-        version=data_contract_spec.info.version,
-        status=to_status(data_contract_spec.info.status),
-    )
-    if data_contract_spec.terms is not None:
-        result.description = Description(
-            purpose=data_contract_spec.terms.description.strip()
-            if data_contract_spec.terms.description is not None
-            else None,
-            usage=data_contract_spec.terms.usage.strip() if data_contract_spec.terms.usage is not None else None,
-            limitations=data_contract_spec.terms.limitations.strip()
-            if data_contract_spec.terms.limitations is not None
-            else None,
-        )
-    result.schema_ = []
-    for model_key, model_value in data_contract_spec.models.items():
-        odcs_schema = to_odcs_schema(model_key, model_value)
-        result.schema_.append(odcs_schema)
-    if data_contract_spec.servicelevels is not None:
-        slas = []
-        if data_contract_spec.servicelevels.availability is not None:
-            slas.append(
-                ServiceLevelAgreementProperty(
-                    property="generalAvailability", value=data_contract_spec.servicelevels.availability.description
-                )
-            )
-        if data_contract_spec.servicelevels.retention is not None:
-            slas.append(
-                ServiceLevelAgreementProperty(
-                    property="retention", value=data_contract_spec.servicelevels.retention.period
-                )
-            )
+def to_odcs_v3(data_contract: OpenDataContractStandard) -> OpenDataContractStandard:
+    """Return the internal ODCS model.
 
-        if len(slas) > 0:
-            result.slaProperties = slas
-    if data_contract_spec.info.contact is not None:
-        support = []
-        if data_contract_spec.info.contact.email is not None:
-            support.append(Support(channel="email", url="mailto:" + data_contract_spec.info.contact.email))
-        if data_contract_spec.info.contact.url is not None:
-            support.append(Support(channel="other", url=data_contract_spec.info.contact.url))
-        if len(support) > 0:
-            result.support = support
-    if data_contract_spec.servers is not None and len(data_contract_spec.servers) > 0:
-        servers = []
-
-        for server_key, server_value in data_contract_spec.servers.items():
-            server = Server(server=server_key, type=server_value.type or "")
-
-            # Set all the attributes that are not None
-            if server_value.environment is not None:
-                server.environment = server_value.environment
-            if server_value.account is not None:
-                server.account = server_value.account
-            if server_value.database is not None:
-                if server.type == "oracle":
-                    server.serviceName = server_value.database
-                else:
-                    server.database = server_value.database
-            if server_value.schema_ is not None:
-                server.schema_ = server_value.schema_
-            if server_value.format is not None:
-                server.format = server_value.format
-            if server_value.project is not None:
-                server.project = server_value.project
-            if server_value.dataset is not None:
-                server.dataset = server_value.dataset
-            if server_value.path is not None:
-                server.path = server_value.path
-            if server_value.delimiter is not None:
-                server.delimiter = server_value.delimiter
-            if server_value.endpointUrl is not None:
-                server.endpointUrl = server_value.endpointUrl
-            if server_value.location is not None:
-                server.location = server_value.location
-            if server_value.host is not None:
-                server.host = server_value.host
-            if server_value.port is not None:
-                server.port = server_value.port
-            if server_value.catalog is not None:
-                server.catalog = server_value.catalog
-            if server_value.topic is not None:
-                server.topic = server_value.topic
-            if server_value.http_path is not None:
-                server.http_path = server_value.http_path
-            if server_value.token is not None:
-                server.token = server_value.token
-            if server_value.driver is not None:
-                server.driver = server_value.driver
-
-            if server_value.roles is not None:
-                server.roles = [Role(role=role.name, description=role.description) for role in server_value.roles]
-
-            servers.append(server)
-
-        if len(servers) > 0:
-            result.servers = servers
-    if (data_contract_spec.info.owner is not None) and (data_contract_spec.info.owner != ""):
-        result.team = Team(name=data_contract_spec.info.owner)
-    custom_properties = []
-    if data_contract_spec.info.model_extra is not None:
-        for key, value in data_contract_spec.info.model_extra.items():
-            custom_properties.append(CustomProperty(property=key, value=value))
-    if len(custom_properties) > 0:
-        result.customProperties = custom_properties
-    return result
-
-
-def to_odcs_schema(model_key, model_value: Model) -> SchemaObject:
-    schema_obj = SchemaObject(
-        name=model_key, physicalName=model_key, logicalType="object", physicalType=model_value.type
-    )
-
-    if model_value.description is not None:
-        schema_obj.description = model_value.description
-
-    properties = to_properties(model_value.fields)
-    if properties:
-        schema_obj.properties = properties
-
-    model_quality = to_odcs_quality_list(model_value.quality)
-    if len(model_quality) > 0:
-        schema_obj.quality = model_quality
-
-    custom_properties = []
-    if model_value.model_extra is not None:
-        for key, value in model_value.model_extra.items():
-            custom_properties.append(CustomProperty(property=key, value=value))
-
-    if len(custom_properties) > 0:
-        schema_obj.customProperties = custom_properties
-
-    return schema_obj
-
-
-def to_properties(fields: Dict[str, Field]) -> list:
-    properties = []
-    for field_name, field in fields.items():
-        property = to_property(field_name, field)
-        properties.append(property)
-    return properties
-
-
-def to_logical_type(type: str) -> str | None:
-    if type is None:
-        return None
-    if type.lower() in ["string", "varchar", "text"]:
-        return "string"
-    if type.lower() in ["timestamp", "timestamp_tz"]:
-        return "date"
-    if type.lower() in ["timestamp_ntz"]:
-        return "date"
-    if type.lower() in ["date"]:
-        return "date"
-    if type.lower() in ["time"]:
-        return "string"
-    if type.lower() in ["number", "decimal", "numeric"]:
-        return "number"
-    if type.lower() in ["float", "double"]:
-        return "number"
-    if type.lower() in ["integer", "int", "long", "bigint"]:
-        return "integer"
-    if type.lower() in ["boolean"]:
-        return "boolean"
-    if type.lower() in ["object", "record", "struct", "map", "variant"]:
-        return "object"
-    if type.lower() in ["bytes", "array"]:
-        return "array"
-    if type.lower() in ["null"]:
-        return None
-    return None
-
-
-def to_physical_type(config: Dict[str, Any]) -> str | None:
-    if config is None:
-        return None
-    if "postgresType" in config:
-        return config["postgresType"]
-    elif "bigqueryType" in config:
-        return config["bigqueryType"]
-    elif "snowflakeType" in config:
-        return config["snowflakeType"]
-    elif "redshiftType" in config:
-        return config["redshiftType"]
-    elif "sqlserverType" in config:
-        return config["sqlserverType"]
-    elif "databricksType" in config:
-        return config["databricksType"]
-    elif "physicalType" in config:
-        return config["physicalType"]
-    elif "oracleType" in config:
-        return config["oracleType"]
-    return None
-
-
-def to_property(field_name: str, field: Field) -> SchemaProperty:
-    property = SchemaProperty(name=field_name)
-
-    if field.fields:
-        properties = []
-        for field_name_, field_ in field.fields.items():
-            property_ = to_property(field_name_, field_)
-            properties.append(property_)
-        property.properties = properties
-
-    if field.items:
-        items = to_property(field_name, field.items)
-        items.name = None  # Clear the name for items
-        property.items = items
-
-    if field.title is not None:
-        property.businessName = field.title
-
-    if field.type is not None:
-        property.logicalType = to_logical_type(field.type)
-        property.physicalType = to_physical_type(field.config) or field.type
-
-    if field.description is not None:
-        property.description = field.description
-
-    if field.required is not None:
-        property.required = field.required
-
-    if field.unique is not None:
-        property.unique = field.unique
-
-    if field.classification is not None:
-        property.classification = field.classification
-
-    if field.examples is not None:
-        property.examples = field.examples.copy()
-
-    if field.example is not None:
-        property.examples = [field.example]
-
-    if field.primaryKey is not None and field.primaryKey:
-        property.primaryKey = field.primaryKey
-        property.primaryKeyPosition = 1
-
-    if field.primary is not None and field.primary:
-        property.primaryKey = field.primary
-        property.primaryKeyPosition = 1
-
-    custom_properties = []
-    if field.model_extra is not None:
-        for key, value in field.model_extra.items():
-            custom_properties.append(CustomProperty(property=key, value=value))
-
-    if field.pii is not None:
-        custom_properties.append(CustomProperty(property="pii", value=field.pii))
-
-    if len(custom_properties) > 0:
-        property.customProperties = custom_properties
-
-    if field.tags is not None and len(field.tags) > 0:
-        property.tags = field.tags
-
-    logical_type_options = {}
-    if field.minLength is not None:
-        logical_type_options["minLength"] = field.minLength
-    if field.maxLength is not None:
-        logical_type_options["maxLength"] = field.maxLength
-    if field.pattern is not None:
-        logical_type_options["pattern"] = field.pattern
-    if field.minimum is not None:
-        logical_type_options["minimum"] = field.minimum
-    if field.maximum is not None:
-        logical_type_options["maximum"] = field.maximum
-    if field.exclusiveMinimum is not None:
-        logical_type_options["exclusiveMinimum"] = field.exclusiveMinimum
-    if field.exclusiveMaximum is not None:
-        logical_type_options["exclusiveMaximum"] = field.exclusiveMaximum
-
-    if logical_type_options:
-        property.logicalTypeOptions = logical_type_options
-
-    if field.quality is not None:
-        quality_list = field.quality
-        quality_property = to_odcs_quality_list(quality_list)
-        if len(quality_property) > 0:
-            property.quality = quality_property
-
-    return property
-
-
-def to_odcs_quality_list(quality_list):
-    quality_property = []
-    for quality in quality_list:
-        quality_property.append(to_odcs_quality(quality))
-    return quality_property
-
-
-def to_odcs_quality(quality):
-    quality_obj = DataQuality(type=quality.type)
-
-    if quality.description is not None:
-        quality_obj.description = quality.description
-    if quality.query is not None:
-        quality_obj.query = quality.query
-    # dialect is not supported in v3.0.0
-    if quality.mustBe is not None:
-        quality_obj.mustBe = quality.mustBe
-    if quality.mustNotBe is not None:
-        quality_obj.mustNotBe = quality.mustNotBe
-    if quality.mustBeGreaterThan is not None:
-        quality_obj.mustBeGreaterThan = quality.mustBeGreaterThan
-    if quality.mustBeGreaterThanOrEqualTo is not None:
-        quality_obj.mustBeGreaterOrEqualTo = quality.mustBeGreaterThanOrEqualTo
-    if quality.mustBeLessThan is not None:
-        quality_obj.mustBeLessThan = quality.mustBeLessThan
-    if quality.mustBeLessThanOrEqualTo is not None:
-        quality_obj.mustBeLessOrEqualTo = quality.mustBeLessThanOrEqualTo
-    if quality.mustBeBetween is not None:
-        quality_obj.mustBeBetween = quality.mustBeBetween
-    if quality.mustNotBeBetween is not None:
-        quality_obj.mustNotBeBetween = quality.mustNotBeBetween
-    if quality.engine is not None:
-        quality_obj.engine = quality.engine
-    if quality.implementation is not None:
-        quality_obj.implementation = quality.implementation
-
-    return quality_obj
-
-
-def to_status(status):
-    """Convert the data contract status to ODCS v3 format."""
-    if status is None:
-        return "draft"  # Default to draft if no status is provided
-
-    # Valid status values according to ODCS v3.0.1 spec
-    valid_statuses = ["proposed", "draft", "active", "deprecated", "retired"]
-
-    # Convert to lowercase for comparison
-    status_lower = status.lower()
-
-    # If status is already valid, return it as is
-    if status_lower in valid_statuses:
-        return status_lower
-
-    # Default to "draft" for any non-standard status
-    return "draft"
+    Since the internal model is now ODCS, this is an identity function.
+    """
+    return data_contract
diff --git a/datacontract/export/pandas_type_converter.py b/datacontract/export/pandas_type_converter.py
index 3ab84b68f..21ea272fe 100644
--- a/datacontract/export/pandas_type_converter.py
+++ b/datacontract/export/pandas_type_converter.py
@@ -2,39 +2,55 @@
 Module for converting data contract field types to corresponding pandas data types.
 """
 
-from datacontract.model.data_contract_specification import Field
+from typing import Optional
 
+from open_data_contract_standard.model import SchemaProperty
 
-def convert_to_pandas_type(field: Field) -> str:
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property."""
+    if prop.logicalType:
+        return prop.logicalType
+    if prop.physicalType:
+        return prop.physicalType
+    return None
+
+
+def convert_to_pandas_type(prop: SchemaProperty) -> str:
     """
     Convert a data contract field type to the equivalent pandas data type.
 
     Parameters:
     ----------
-    field : Field
-        A Field object containing metadata about the data type of the field.
+    prop : SchemaProperty
+        A SchemaProperty object containing metadata about the data type of the field.
 
     Returns:
     -------
     str
         The corresponding pandas data type as a string.
     """
-    field_type = field.type
+    field_type = _get_type(prop)
+
+    if field_type is None:
+        return "object"
+
+    field_type_lower = field_type.lower()
 
-    if field_type in ["string", "varchar", "text"]:
+    if field_type_lower in ["string", "varchar", "text"]:
         return "str"
-    if field_type in ["integer", "int"]:
+    if field_type_lower in ["integer", "int"]:
         return "int32"
-    if field_type == "long":
+    if field_type_lower == "long":
         return "int64"
-    if field_type == "float":
+    if field_type_lower == "float":
         return "float32"
-    if field_type in ["number", "decimal", "numeric", "double"]:
+    if field_type_lower in ["number", "decimal", "numeric", "double"]:
         return "float64"
-    if field_type == "boolean":
+    if field_type_lower == "boolean":
         return "bool"
-    if field_type in ["timestamp", "timestamp_tz", "timestamp_ntz", "date"]:
+    if field_type_lower in ["timestamp", "timestamp_tz", "timestamp_ntz", "date"]:
         return "datetime64[ns]"
-    if field_type == "bytes":
+    if field_type_lower == "bytes":
         return "object"
     return "object"
diff --git a/datacontract/export/protobuf_converter.py b/datacontract/export/protobuf_exporter.py
similarity index 50%
rename from datacontract/export/protobuf_converter.py
rename to datacontract/export/protobuf_exporter.py
index 683db3d3f..86dedf905 100644
--- a/datacontract/export/protobuf_converter.py
+++ b/datacontract/export/protobuf_exporter.py
@@ -1,17 +1,36 @@
 import sys
+from typing import List, Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 
 from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification
 
 
 class ProtoBufExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
         # Returns a dict containing the protobuf representation.
         proto = to_protobuf(data_contract)
         return proto
 
 
-def to_protobuf(data_contract_spec: DataContractSpecification) -> str:
+def _get_config_value(prop: SchemaProperty, key: str) -> Optional[str]:
+    """Get a custom property value."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def to_protobuf(data_contract: OpenDataContractStandard) -> str:
     """
     Generates a Protobuf file from the data contract specification.
     Scans all models for enum fields (even if the type is "string") by checking for a "values" property.
@@ -19,22 +38,26 @@ def to_protobuf(data_contract_spec: DataContractSpecification) -> str:
     messages = ""
     enum_definitions = {}
 
+    if data_contract.schema_ is None:
+        return ""
+
     # Iterate over all models to generate messages and collect enum definitions.
-    for model_name, model in data_contract_spec.models.items():
-        for field_name, field in model.fields.items():
+    for schema_obj in data_contract.schema_:
+        properties = schema_obj.properties or []
+        for prop in properties:
             # If the field has enum values, collect them.
-            if _is_enum_field(field):
-                enum_name = _get_enum_name(field, field_name)
-                enum_values = _get_enum_values(field)
+            if _is_enum_field(prop):
+                enum_name = _get_enum_name(prop)
+                enum_values = _get_enum_values(prop)
                 if enum_values and enum_name not in enum_definitions:
                     enum_definitions[enum_name] = enum_values
 
-        messages += to_protobuf_message(model_name, model.fields, getattr(model, "description", ""), 0)
+        messages += to_protobuf_message(schema_obj.name, properties, schema_obj.description or "", 0)
         messages += "\n"
 
     # Build header with syntax and package declarations.
     header = 'syntax = "proto3";\n\n'
-    package = getattr(data_contract_spec, "package", "example")
+    package = "example"  # Default package
     header += f"package {package};\n\n"
 
     # Append enum definitions.
@@ -52,47 +75,32 @@ def to_protobuf(data_contract_spec: DataContractSpecification) -> str:
     return header + messages
 
 
-def _is_enum_field(field) -> bool:
+def _is_enum_field(prop: SchemaProperty) -> bool:
     """
-    Returns True if the field (dict or object) has a non-empty "values" property.
+    Returns True if the field has a non-empty "enumValues" property (via customProperties).
     """
-    if isinstance(field, dict):
-        return bool(field.get("values"))
-    return bool(getattr(field, "values", None))
+    values = _get_config_value(prop, "enumValues")
+    return bool(values)
 
 
-def _get_enum_name(field, field_name: str) -> str:
+def _get_enum_name(prop: SchemaProperty) -> str:
     """
     Returns the enum name either from the field's "enum_name" or derived from the field name.
     """
-    if isinstance(field, dict):
-        return field.get("enum_name", _to_protobuf_message_name(field_name))
-    return getattr(field, "enum_name", None) or _to_protobuf_message_name(field_name)
+    enum_name = _get_config_value(prop, "enum_name")
+    if enum_name:
+        return enum_name
+    return _to_protobuf_message_name(prop.name)
 
 
-def _get_enum_values(field) -> dict:
+def _get_enum_values(prop: SchemaProperty) -> dict:
     """
     Returns the enum values from the field.
-    If the values are not a dictionary, attempts to extract enum attributes.
-    """
-    if isinstance(field, dict):
-        values = field.get("values", {})
-    else:
-        values = getattr(field, "values", {})
-
-    if not isinstance(values, dict):
-        # If values is a BaseModel (or similar) with a .dict() method, use it.
-        if hasattr(values, "dict") and callable(values.dict):
-            values_dict = values.dict()
-            return {k: v for k, v in values_dict.items() if k.isupper() and isinstance(v, int)}
-        else:
-            # Otherwise, iterate over attributes that look like enums.
-            return {
-                key: getattr(values, key)
-                for key in dir(values)
-                if key.isupper() and isinstance(getattr(values, key), int)
-            }
-    return values
+    """
+    values = _get_config_value(prop, "enumValues")
+    if values and isinstance(values, dict):
+        return values
+    return {}
 
 
 def _to_protobuf_message_name(name: str) -> str:
@@ -102,7 +110,7 @@ def _to_protobuf_message_name(name: str) -> str:
     return name[0].upper() + name[1:] if name else name
 
 
-def to_protobuf_message(model_name: str, fields: dict, description: str, indent_level: int = 0) -> str:
+def to_protobuf_message(model_name: str, properties: List[SchemaProperty], description: str, indent_level: int = 0) -> str:
     """
     Generates a Protobuf message definition from the model's fields.
     Handles nested messages for complex types.
@@ -113,31 +121,31 @@ def to_protobuf_message(model_name: str, fields: dict, description: str, indent_
 
     result += f"message {_to_protobuf_message_name(model_name)} {{\n"
     number = 1
-    for field_name, field in fields.items():
+    for prop in properties:
         # For nested objects, generate a nested message.
-        field_type = _get_field_type(field)
-        if field_type in ["object", "record", "struct"]:
-            nested_desc = field.get("description", "") if isinstance(field, dict) else getattr(field, "description", "")
-            nested_fields = field.get("fields", {}) if isinstance(field, dict) else field.fields
-            nested_message = to_protobuf_message(field_name, nested_fields, nested_desc, indent_level + 1)
+        field_type = prop.logicalType or ""
+        if field_type.lower() in ["object", "record", "struct"]:
+            nested_desc = prop.description or ""
+            nested_props = prop.properties or []
+            nested_message = to_protobuf_message(prop.name, nested_props, nested_desc, indent_level + 1)
             result += nested_message + "\n"
 
-        field_desc = field.get("description", "") if isinstance(field, dict) else getattr(field, "description", "")
-        result += to_protobuf_field(field_name, field, field_desc, number, indent_level + 1) + "\n"
+        field_desc = prop.description or ""
+        result += to_protobuf_field(prop, field_desc, number, indent_level + 1) + "\n"
         number += 1
 
     result += f"{indent(indent_level)}}}\n"
     return result
 
 
-def to_protobuf_field(field_name: str, field, description: str, number: int, indent_level: int = 0) -> str:
+def to_protobuf_field(prop: SchemaProperty, description: str, number: int, indent_level: int = 0) -> str:
     """
     Generates a field definition within a Protobuf message.
     """
     result = ""
     if description:
         result += f"{indent(indent_level)}// {description}\n"
-    result += f"{indent(indent_level)}{_convert_type(field_name, field)} {field_name} = {number};"
+    result += f"{indent(indent_level)}{_convert_type(prop)} {prop.name} = {number};"
     return result
 
 
@@ -145,27 +153,20 @@ def indent(indent_level: int) -> str:
     return "  " * indent_level
 
 
-def _get_field_type(field) -> str:
-    """
-    Retrieves the field type from the field definition.
-    """
-    if isinstance(field, dict):
-        return field.get("type", "").lower()
-    return getattr(field, "type", "").lower()
-
-
-def _convert_type(field_name: str, field) -> str:
+def _convert_type(prop: SchemaProperty) -> str:
     """
     Converts a field's type (from the data contract) to a Protobuf type.
     Prioritizes enum conversion if a non-empty "values" property exists.
     """
     # For debugging purposes
-    print("Converting field:", field_name, file=sys.stderr)
+    print("Converting field:", prop.name, file=sys.stderr)
     # If the field should be treated as an enum, return its enum name.
-    if _is_enum_field(field):
-        return _get_enum_name(field, field_name)
+    if _is_enum_field(prop):
+        return _get_enum_name(prop)
+
+    field_type = prop.logicalType or ""
+    lower_type = field_type.lower()
 
-    lower_type = _get_field_type(field)
     if lower_type in ["string", "varchar", "text"]:
         return "string"
     if lower_type in ["timestamp", "timestamp_tz", "timestamp_ntz", "date", "time"]:
@@ -183,18 +184,17 @@ def _convert_type(field_name: str, field) -> str:
     if lower_type in ["bytes"]:
         return "bytes"
     if lower_type in ["object", "record", "struct"]:
-        return _to_protobuf_message_name(field_name)
+        return _to_protobuf_message_name(prop.name)
     if lower_type == "array":
         # Handle array types. Check for an "items" property.
-        items = field.get("items") if isinstance(field, dict) else getattr(field, "items", None)
-        if items and isinstance(items, dict) and items.get("type"):
-            item_type = items.get("type", "").lower()
-            if item_type in ["object", "record", "struct"]:
+        if prop.items:
+            items_type = prop.items.logicalType or ""
+            if items_type.lower() in ["object", "record", "struct"]:
                 # Singularize the field name (a simple approach).
-                singular = field_name[:-1] if field_name.endswith("s") else field_name
+                singular = prop.name[:-1] if prop.name.endswith("s") else prop.name
                 return "repeated " + _to_protobuf_message_name(singular)
             else:
-                return "repeated " + _convert_type(field_name, items)
+                return "repeated " + _convert_type(prop.items)
         else:
             return "repeated string"
     # Fallback for unrecognized types.
diff --git a/datacontract/export/pydantic_converter.py b/datacontract/export/pydantic_converter.py
deleted file mode 100644
index bc2a62507..000000000
--- a/datacontract/export/pydantic_converter.py
+++ /dev/null
@@ -1,137 +0,0 @@
-import ast
-import typing
-
-import datacontract.model.data_contract_specification as spec
-from datacontract.export.exporter import Exporter
-
-
-class PydanticExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        return to_pydantic_model_str(data_contract)
-
-
-def to_pydantic_model_str(contract: spec.DataContractSpecification) -> str:
-    classdefs = [generate_model_class(model_name, model) for (model_name, model) in contract.models.items()]
-    documentation = (
-        [ast.Expr(ast.Constant(contract.info.description))] if (contract.info and contract.info.description) else []
-    )
-    result = ast.Module(
-        body=[
-            ast.Import(
-                names=[
-                    ast.Name("datetime", ctx=ast.Load()),
-                    ast.Name("typing", ctx=ast.Load()),
-                    ast.Name("pydantic", ctx=ast.Load()),
-                ]
-            ),
-            *documentation,
-            *classdefs,
-        ],
-        type_ignores=[],
-    )
-    return ast.unparse(result)
-
-
-def optional_of(node) -> ast.Subscript:
-    return ast.Subscript(
-        value=ast.Attribute(ast.Name(id="typing", ctx=ast.Load()), attr="Optional", ctx=ast.Load()), slice=node
-    )
-
-
-def list_of(node) -> ast.Subscript:
-    return ast.Subscript(value=ast.Name(id="list", ctx=ast.Load()), slice=node)
-
-
-def product_of(nodes: list[typing.Any]) -> ast.Subscript:
-    return ast.Subscript(
-        value=ast.Attribute(value=ast.Name(id="typing", ctx=ast.Load()), attr="Product", ctx=ast.Load()),
-        slice=ast.Tuple(nodes, ctx=ast.Load()),
-    )
-
-
-type_annotation_type = typing.Union[ast.Name, ast.Attribute, ast.Constant, ast.Subscript]
-
-
-def constant_field_annotation(
-    field_name: str, field: spec.Field
-) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]:
-    match field.type:
-        case "string" | "text" | "varchar":
-            return (ast.Name("str", ctx=ast.Load()), None)
-        case "number" | "decimal" | "numeric":
-            # Either integer or float in specification,
-            # so we use float.
-            return (ast.Name("float", ctx=ast.Load()), None)
-        case "int" | "integer" | "long" | "bigint":
-            return (ast.Name("int", ctx=ast.Load()), None)
-        case "float" | "double":
-            return (ast.Name("float", ctx=ast.Load()), None)
-        case "boolean":
-            return (ast.Name("bool", ctx=ast.Load()), None)
-        case "timestamp" | "timestamp_tz" | "timestamp_ntz":
-            return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="datetime"), None)
-        case "date":
-            return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="date"), None)
-        case "bytes":
-            return (ast.Name("bytes", ctx=ast.Load()), None)
-        case "null":
-            return (ast.Constant("None"), None)
-        case "array":
-            (annotated_type, new_class) = type_annotation(field_name, field.items)
-            return (list_of(annotated_type), new_class)
-        case "object" | "record" | "struct":
-            classdef = generate_field_class(field_name.capitalize(), field)
-            return (ast.Name(field_name.capitalize(), ctx=ast.Load()), classdef)
-        case _:
-            raise RuntimeError(f"Unsupported field type {field.type}.")
-
-
-def type_annotation(field_name: str, field: spec.Field) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]:
-    if field.required:
-        return constant_field_annotation(field_name, field)
-    else:
-        (annotated_type, new_classes) = constant_field_annotation(field_name, field)
-        return (optional_of(annotated_type), new_classes)
-
-
-def is_simple_field(field: spec.Field) -> bool:
-    return field.type not in set(["object", "record", "struct"])
-
-
-def field_definitions(fields: dict[str, spec.Field]) -> tuple[list[ast.Expr], list[ast.ClassDef]]:
-    annotations = []
-    classes = []
-    for field_name, field in fields.items():
-        (ann, new_class) = type_annotation(field_name, field)
-        annotations.append(ast.AnnAssign(target=ast.Name(id=field_name, ctx=ast.Store()), annotation=ann, simple=1))
-        if field.description and is_simple_field(field):
-            annotations.append(ast.Expr(ast.Constant(field.description)))
-        if new_class:
-            classes.append(new_class)
-    return (annotations, classes)
-
-
-def generate_field_class(field_name: str, field: spec.Field) -> ast.ClassDef:
-    assert field.type in set(["object", "record", "struct"])
-    (annotated_type, new_classes) = field_definitions(field.fields)
-    documentation = [ast.Expr(ast.Constant(field.description))] if field.description else []
-    return ast.ClassDef(
-        name=field_name,
-        bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())],
-        body=[*documentation, *new_classes, *annotated_type],
-        keywords=[],
-        decorator_list=[],
-    )
-
-
-def generate_model_class(name: str, model_definition: spec.Model) -> ast.ClassDef:
-    (field_assignments, nested_classes) = field_definitions(model_definition.fields)
-    documentation = [ast.Expr(ast.Constant(model_definition.description))] if model_definition.description else []
-    result = ast.ClassDef(
-        name=name.capitalize(),
-        bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())],
-        body=[*documentation, *nested_classes, *field_assignments],
-        keywords=[],
-        decorator_list=[],
-    )
-    return result
diff --git a/datacontract/export/pydantic_exporter.py b/datacontract/export/pydantic_exporter.py
new file mode 100644
index 000000000..6b2d7157b
--- /dev/null
+++ b/datacontract/export/pydantic_exporter.py
@@ -0,0 +1,189 @@
+import ast
+import typing
+from typing import Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
+
+from datacontract.export.exporter import Exporter
+
+
+class PydanticExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        return to_pydantic_model_str(data_contract)
+
+
+def _get_description_str(description) -> str | None:
+    """Extract a string from a description, handling both string and Description object."""
+    if description is None:
+        return None
+    if isinstance(description, str):
+        return description
+    # It's a Description object - get purpose or other meaningful field
+    if hasattr(description, 'purpose') and description.purpose:
+        return description.purpose
+    if hasattr(description, 'usage') and description.usage:
+        return description.usage
+    return None
+
+
+def to_pydantic_model_str(contract: OpenDataContractStandard) -> str:
+    classdefs = []
+    if contract.schema_:
+        for schema_obj in contract.schema_:
+            classdefs.append(generate_model_class(schema_obj.name, schema_obj))
+
+    desc_str = _get_description_str(contract.description)
+    documentation = [ast.Expr(ast.Constant(desc_str))] if desc_str else []
+    result = ast.Module(
+        body=[
+            ast.Import(
+                names=[
+                    ast.Name("datetime", ctx=ast.Load()),
+                    ast.Name("typing", ctx=ast.Load()),
+                    ast.Name("pydantic", ctx=ast.Load()),
+                ]
+            ),
+            *documentation,
+            *classdefs,
+        ],
+        type_ignores=[],
+    )
+    return ast.unparse(result)
+
+
+def optional_of(node) -> ast.Subscript:
+    return ast.Subscript(
+        value=ast.Attribute(ast.Name(id="typing", ctx=ast.Load()), attr="Optional", ctx=ast.Load()), slice=node
+    )
+
+
+def list_of(node) -> ast.Subscript:
+    return ast.Subscript(value=ast.Name(id="list", ctx=ast.Load()), slice=node)
+
+
+def product_of(nodes: list[typing.Any]) -> ast.Subscript:
+    return ast.Subscript(
+        value=ast.Attribute(value=ast.Name(id="typing", ctx=ast.Load()), attr="Product", ctx=ast.Load()),
+        slice=ast.Tuple(nodes, ctx=ast.Load()),
+    )
+
+
+type_annotation_type = typing.Union[ast.Name, ast.Attribute, ast.Constant, ast.Subscript]
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the logical type from a schema property."""
+    return prop.logicalType
+
+
+def constant_field_annotation(
+    field_name: str, prop: SchemaProperty
+) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]:
+    prop_type = _get_type(prop)
+    match prop_type:
+        case "string":
+            return (ast.Name("str", ctx=ast.Load()), None)
+        case "number":
+            # Either integer or float in specification,
+            # so we use float.
+            return (ast.Name("float", ctx=ast.Load()), None)
+        case "integer":
+            return (ast.Name("int", ctx=ast.Load()), None)
+        case "boolean":
+            return (ast.Name("bool", ctx=ast.Load()), None)
+        case "date":
+            return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="datetime"), None)
+        case "array":
+            if prop.items:
+                (annotated_type, new_class) = type_annotation(field_name, prop.items)
+                return (list_of(annotated_type), new_class)
+            return (list_of(ast.Name("typing.Any", ctx=ast.Load())), None)
+        case "object":
+            classdef = generate_field_class(field_name.capitalize(), prop)
+            return (ast.Name(field_name.capitalize(), ctx=ast.Load()), classdef)
+        case _:
+            # Check physical type for more specific mappings
+            physical_type = prop.physicalType.lower() if prop.physicalType else None
+            if physical_type:
+                if physical_type in ["text", "varchar", "char", "nvarchar"]:
+                    return (ast.Name("str", ctx=ast.Load()), None)
+                elif physical_type in ["int", "integer", "int32"]:
+                    return (ast.Name("int", ctx=ast.Load()), None)
+                elif physical_type in ["long", "bigint", "int64"]:
+                    return (ast.Name("int", ctx=ast.Load()), None)
+                elif physical_type in ["float", "real", "float32"]:
+                    return (ast.Name("float", ctx=ast.Load()), None)
+                elif physical_type in ["double", "float64"]:
+                    return (ast.Name("float", ctx=ast.Load()), None)
+                elif physical_type in ["decimal", "numeric", "number"]:
+                    return (ast.Name("float", ctx=ast.Load()), None)
+                elif physical_type in ["timestamp", "datetime", "timestamp_tz", "timestamp_ntz"]:
+                    return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="datetime"), None)
+                elif physical_type == "date":
+                    return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="date"), None)
+                elif physical_type in ["bytes", "binary", "bytea"]:
+                    return (ast.Name("bytes", ctx=ast.Load()), None)
+                elif physical_type == "null":
+                    return (ast.Constant("None"), None)
+                elif physical_type in ["record", "struct"]:
+                    classdef = generate_field_class(field_name.capitalize(), prop)
+                    return (ast.Name(field_name.capitalize(), ctx=ast.Load()), classdef)
+            # Default to string
+            return (ast.Name("str", ctx=ast.Load()), None)
+
+
+def type_annotation(
+    field_name: str, prop: SchemaProperty
+) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]:
+    if prop.required:
+        return constant_field_annotation(field_name, prop)
+    else:
+        (annotated_type, new_classes) = constant_field_annotation(field_name, prop)
+        return (optional_of(annotated_type), new_classes)
+
+
+def is_simple_field(prop: SchemaProperty) -> bool:
+    prop_type = _get_type(prop) or ""
+    physical_type = (prop.physicalType or "").lower()
+    return prop_type not in {"object"} and physical_type not in {"record", "struct"}
+
+
+def field_definitions(properties: list[SchemaProperty]) -> tuple[list[ast.Expr], list[ast.ClassDef]]:
+    annotations = []
+    classes = []
+    for prop in properties:
+        (ann, new_class) = type_annotation(prop.name, prop)
+        annotations.append(ast.AnnAssign(target=ast.Name(id=prop.name, ctx=ast.Store()), annotation=ann, simple=1))
+        if prop.description and is_simple_field(prop):
+            annotations.append(ast.Expr(ast.Constant(prop.description)))
+        if new_class:
+            classes.append(new_class)
+    return (annotations, classes)
+
+
+def generate_field_class(field_name: str, prop: SchemaProperty) -> ast.ClassDef:
+    prop_type = _get_type(prop) or ""
+    physical_type = (prop.physicalType or "").lower()
+    assert prop_type == "object" or physical_type in {"record", "struct"}
+    (annotated_type, new_classes) = field_definitions(prop.properties or [])
+    documentation = [ast.Expr(ast.Constant(prop.description))] if prop.description else []
+    return ast.ClassDef(
+        name=field_name,
+        bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())],
+        body=[*documentation, *new_classes, *annotated_type],
+        keywords=[],
+        decorator_list=[],
+    )
+
+
+def generate_model_class(name: str, schema_obj: SchemaObject) -> ast.ClassDef:
+    (field_assignments, nested_classes) = field_definitions(schema_obj.properties or [])
+    documentation = [ast.Expr(ast.Constant(schema_obj.description))] if schema_obj.description else []
+    result = ast.ClassDef(
+        name=name.capitalize(),
+        bases=[ast.Attribute(value=ast.Name(id="pydantic", ctx=ast.Load()), attr="BaseModel", ctx=ast.Load())],
+        body=[*documentation, *nested_classes, *field_assignments],
+        keywords=[],
+        decorator_list=[],
+    )
+    return result
diff --git a/datacontract/export/rdf_converter.py b/datacontract/export/rdf_converter.py
deleted file mode 100644
index 944faf194..000000000
--- a/datacontract/export/rdf_converter.py
+++ /dev/null
@@ -1,180 +0,0 @@
-from pydantic import BaseModel
-from rdflib import RDF, BNode, Graph, Literal, Namespace, URIRef
-
-from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification
-
-
-class RdfExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        self.dict_args = export_args
-        rdf_base = self.dict_args.get("rdf_base")
-        return to_rdf_n3(data_contract_spec=data_contract, base=rdf_base)
-
-
-def is_literal(property_name):
-    return property_name in [
-        "dataContractSpecification",
-        "title",
-        "version",
-        "description",
-        "name",
-        "url",
-        "type",
-        "location",
-        "format",
-        "delimiter",
-        "usage",
-        "limitations",
-        "billing",
-        "noticePeriod",
-        "required",
-        "unique",
-        "minLength",
-        "maxLength",
-        "example",
-        "pii",
-        "classification",
-        "data",
-        "enum",
-        "minimum",
-        "maximum",
-        "patterns",
-    ]
-
-
-def is_uriref(property_name):
-    return property_name in ["model", "domain", "owner"]
-
-
-def to_rdf_n3(data_contract_spec: DataContractSpecification, base) -> str:
-    return to_rdf(data_contract_spec, base).serialize(format="n3")
-
-
-def to_rdf(data_contract_spec: DataContractSpecification, base) -> Graph:
-    if base is not None:
-        g = Graph(base=base)
-    else:
-        g = Graph(base=Namespace(""))
-
-    dc = Namespace("https://datacontract.com/DataContractSpecification/1.2.1/")
-    dcx = Namespace("https://datacontract.com/DataContractSpecification/1.2.1/Extension/")
-
-    g.bind("dc", dc)
-    g.bind("dcx", dcx)
-
-    this_contract = URIRef(data_contract_spec.id)
-
-    g.add((this_contract, dc.dataContractSpecification, Literal(data_contract_spec.dataContractSpecification)))
-    g.add((this_contract, dc.id, Literal(data_contract_spec.id)))
-    g.add((this_contract, RDF.type, URIRef(dc + "DataContract")))
-
-    add_info(contract=this_contract, info=data_contract_spec.info, graph=g, dc=dc, dcx=dcx)
-
-    if data_contract_spec.terms is not None:
-        add_terms(contract=this_contract, terms=data_contract_spec.terms, graph=g, dc=dc, dcx=dcx)
-
-    for server_name, server in data_contract_spec.servers.items():
-        add_server(contract=this_contract, server=server, server_name=server_name, graph=g, dc=dc, dcx=dcx)
-
-    for model_name, model in data_contract_spec.models.items():
-        add_model(contract=this_contract, model=model, model_name=model_name, graph=g, dc=dc, dcx=dcx)
-
-    for example in data_contract_spec.examples:
-        add_example(contract=this_contract, example=example, graph=g, dc=dc, dcx=dcx)
-
-    g.commit()
-    g.close()
-
-    return g
-
-
-def add_example(contract, example, graph, dc, dcx):
-    an_example = BNode()
-    graph.add((contract, dc["example"], an_example))
-    graph.add((an_example, RDF.type, URIRef(dc + "Example")))
-    for example_property in example.model_fields:
-        add_triple(sub=an_example, pred=example_property, obj=example, graph=graph, dc=dc, dcx=dcx)
-
-
-def add_triple(sub, pred, obj, graph, dc, dcx):
-    if pred == "ref":
-        pass
-    elif isinstance(getattr(obj, pred), list):
-        for item in getattr(obj, pred):
-            add_predicate(sub=sub, pred=pred, obj=item, graph=graph, dc=dc, dcx=dcx)
-    elif isinstance(getattr(obj, pred), dict):
-        pass
-    else:
-        add_predicate(sub=sub, pred=pred, obj=obj, graph=graph, dc=dc, dcx=dcx)
-
-
-def add_model(contract, model, model_name, graph, dc, dcx):
-    a_model = URIRef(model_name)
-    graph.add((contract, dc["model"], a_model))
-    graph.add((a_model, dc.description, Literal(model.description)))
-    graph.add((a_model, RDF.type, URIRef(dc + "Model")))
-    for field_name, field in model.fields.items():
-        a_field = BNode()
-        graph.add((a_model, dc["field"], a_field))
-        graph.add((a_field, RDF.type, URIRef(dc + "Field")))
-        graph.add((a_field, dc["name"], Literal(field_name)))
-        for field_property in field.model_fields:
-            add_triple(sub=a_field, pred=field_property, obj=field, graph=graph, dc=dc, dcx=dcx)
-
-
-def add_server(contract, server, server_name, graph, dc, dcx):
-    a_server = URIRef(server_name)
-    graph.add((contract, dc.server, a_server))
-    graph.add((a_server, RDF.type, URIRef(dc + "Server")))
-    for server_property_name in server.model_fields:
-        add_triple(sub=a_server, pred=server_property_name, obj=server, graph=graph, dc=dc, dcx=dcx)
-
-
-def add_terms(contract, terms, graph, dc, dcx):
-    bnode_terms = BNode()
-    graph.add((contract, dc.terms, bnode_terms))
-    graph.add((bnode_terms, RDF.type, URIRef(dc + "Terms")))
-    for term_name in terms.model_fields:
-        add_triple(sub=bnode_terms, pred=term_name, obj=terms, graph=graph, dc=dc, dcx=dcx)
-
-
-def add_info(contract, info, graph, dc, dcx):
-    bnode_info = BNode()
-    graph.add((contract, dc.info, bnode_info))
-    graph.add((bnode_info, RDF.type, URIRef(dc + "Info")))
-    graph.add((bnode_info, dc.title, Literal(info.title)))
-    graph.add((bnode_info, dc.description, Literal(info.description)))
-    graph.add((bnode_info, dc.version, Literal(info.version)))
-
-    # add owner
-    owner = Literal(info.owner)
-    graph.add((bnode_info, dc.owner, owner))
-
-    # add contact
-    contact = BNode()
-    graph.add((bnode_info, dc.contact, contact))
-    graph.add((contact, RDF.type, URIRef(dc + "Contact")))
-    for contact_property in info.contact.model_fields:
-        add_triple(sub=contact, pred=contact_property, obj=info.contact, graph=graph, dc=dc, dcx=dcx)
-
-
-def add_predicate(sub, pred, obj, graph, dc, dcx):
-    if isinstance(obj, BaseModel):
-        if getattr(obj, pred) is not None:
-            if is_literal(pred):
-                graph.add((sub, dc[pred], Literal(getattr(obj, pred))))
-            elif is_uriref(pred):
-                graph.add((sub, dc[pred], URIRef(getattr(obj, pred))))
-            else:
-                # treat it as an extension
-                graph.add((sub, dcx[pred], Literal(getattr(obj, pred))))
-    else:
-        # assume primitive
-        if is_literal(pred):
-            graph.add((sub, dc[pred], Literal(obj)))
-        elif is_uriref(pred):
-            graph.add((sub, dc[pred], URIRef(obj)))
-        else:
-            # treat it as an extension
-            graph.add((sub, dcx[pred], Literal(obj)))
diff --git a/datacontract/export/rdf_exporter.py b/datacontract/export/rdf_exporter.py
new file mode 100644
index 000000000..5db446ccb
--- /dev/null
+++ b/datacontract/export/rdf_exporter.py
@@ -0,0 +1,169 @@
+from open_data_contract_standard.model import OpenDataContractStandard
+from pydantic import BaseModel
+from rdflib import RDF, BNode, Graph, Literal, Namespace, URIRef
+
+from datacontract.export.exporter import Exporter
+
+
+class RdfExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> dict:
+        self.dict_args = export_args
+        rdf_base = self.dict_args.get("rdf_base")
+        return to_rdf_n3(data_contract=data_contract, base=rdf_base)
+
+
+def is_literal(property_name):
+    return property_name in [
+        "apiVersion",
+        "kind",
+        "id",
+        "name",
+        "version",
+        "description",
+        "status",
+        "domain",
+        "dataProduct",
+        "tenant",
+        "type",
+        "location",
+        "format",
+        "delimiter",
+        "required",
+        "unique",
+        "minLength",
+        "maxLength",
+        "example",
+        "pii",
+        "classification",
+        "data",
+        "enum",
+        "minimum",
+        "maximum",
+        "patterns",
+        "logicalType",
+        "physicalType",
+    ]
+
+
+def is_uriref(property_name):
+    return property_name in ["model", "domain", "owner", "team"]
+
+
+def to_rdf_n3(data_contract: OpenDataContractStandard, base) -> str:
+    return to_rdf(data_contract, base).serialize(format="n3")
+
+
+def to_rdf(data_contract: OpenDataContractStandard, base) -> Graph:
+    if base is not None:
+        g = Graph(base=base)
+    else:
+        g = Graph(base=Namespace(""))
+
+    # Use ODCS namespace
+    odcs = Namespace("https://github.com/bitol-io/open-data-contract-standard/")
+    odcsx = Namespace("https://github.com/bitol-io/open-data-contract-standard/extension/")
+
+    g.bind("odcs", odcs)
+    g.bind("odcsx", odcsx)
+
+    this_contract = URIRef(data_contract.id)
+
+    g.add((this_contract, odcs.apiVersion, Literal(data_contract.apiVersion)))
+    g.add((this_contract, odcs.kind, Literal(data_contract.kind)))
+    g.add((this_contract, odcs.id, Literal(data_contract.id)))
+    g.add((this_contract, RDF.type, URIRef(odcs + "DataContract")))
+
+    add_basic_info(contract=this_contract, data_contract=data_contract, graph=g, odcs=odcs, odcsx=odcsx)
+
+    # Add servers
+    if data_contract.servers:
+        for server in data_contract.servers:
+            add_server(contract=this_contract, server=server, graph=g, odcs=odcs, odcsx=odcsx)
+
+    # Add schema
+    if data_contract.schema_:
+        for schema_obj in data_contract.schema_:
+            add_schema(contract=this_contract, schema_obj=schema_obj, graph=g, odcs=odcs, odcsx=odcsx)
+
+    g.commit()
+    g.close()
+
+    return g
+
+
+def add_basic_info(contract, data_contract: OpenDataContractStandard, graph, odcs, odcsx):
+    bnode_info = BNode()
+    graph.add((contract, odcs.info, bnode_info))
+    graph.add((bnode_info, RDF.type, URIRef(odcs + "Info")))
+
+    if data_contract.name:
+        graph.add((bnode_info, odcs.name, Literal(data_contract.name)))
+    if data_contract.description:
+        desc = data_contract.description
+        if hasattr(desc, 'purpose') and desc.purpose:
+            graph.add((bnode_info, odcs.description, Literal(desc.purpose)))
+        elif isinstance(desc, str):
+            graph.add((bnode_info, odcs.description, Literal(desc)))
+    if data_contract.version:
+        graph.add((bnode_info, odcs.version, Literal(data_contract.version)))
+
+    # Add team/owner
+    if data_contract.team:
+        graph.add((bnode_info, odcs.team, Literal(data_contract.team.name)))
+
+
+def add_server(contract, server, graph, odcs, odcsx):
+    a_server = URIRef(server.server or "default")
+    graph.add((contract, odcs.server, a_server))
+    graph.add((a_server, RDF.type, URIRef(odcs + "Server")))
+    for server_property_name in server.model_fields:
+        add_triple(sub=a_server, pred=server_property_name, obj=server, graph=graph, dc=odcs, dcx=odcsx)
+
+
+def add_schema(contract, schema_obj, graph, odcs, odcsx):
+    a_model = URIRef(schema_obj.name)
+    graph.add((contract, odcs.schema_, a_model))
+    graph.add((a_model, odcs.description, Literal(schema_obj.description or "")))
+    graph.add((a_model, RDF.type, URIRef(odcs + "Schema")))
+
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            a_property = BNode()
+            graph.add((a_model, odcs["property"], a_property))
+            graph.add((a_property, RDF.type, URIRef(odcs + "Property")))
+            graph.add((a_property, odcs["name"], Literal(prop.name)))
+            for field_property in prop.model_fields:
+                add_triple(sub=a_property, pred=field_property, obj=prop, graph=graph, dc=odcs, dcx=odcsx)
+
+
+def add_triple(sub, pred, obj, graph, dc, dcx):
+    if pred == "ref":
+        pass
+    elif isinstance(getattr(obj, pred, None), list):
+        for item in getattr(obj, pred):
+            add_predicate(sub=sub, pred=pred, obj=item, graph=graph, dc=dc, dcx=dcx)
+    elif isinstance(getattr(obj, pred, None), dict):
+        pass
+    else:
+        add_predicate(sub=sub, pred=pred, obj=obj, graph=graph, dc=dc, dcx=dcx)
+
+
+def add_predicate(sub, pred, obj, graph, dc, dcx):
+    if isinstance(obj, BaseModel):
+        if getattr(obj, pred, None) is not None:
+            if is_literal(pred):
+                graph.add((sub, dc[pred], Literal(getattr(obj, pred))))
+            elif is_uriref(pred):
+                graph.add((sub, dc[pred], URIRef(getattr(obj, pred))))
+            else:
+                # treat it as an extension
+                graph.add((sub, dcx[pred], Literal(getattr(obj, pred))))
+    else:
+        # assume primitive
+        if is_literal(pred):
+            graph.add((sub, dc[pred], Literal(obj)))
+        elif is_uriref(pred):
+            graph.add((sub, dc[pred], URIRef(obj)))
+        else:
+            # treat it as an extension
+            graph.add((sub, dcx[pred], Literal(obj)))
diff --git a/datacontract/export/sodacl_converter.py b/datacontract/export/sodacl_exporter.py
similarity index 63%
rename from datacontract/export/sodacl_converter.py
rename to datacontract/export/sodacl_exporter.py
index 5e1fa9a03..61d72f5ca 100644
--- a/datacontract/export/sodacl_converter.py
+++ b/datacontract/export/sodacl_exporter.py
@@ -1,16 +1,16 @@
 import yaml
+from open_data_contract_standard.model import OpenDataContractStandard, Server
 
 from datacontract.engines.data_contract_checks import create_checks
 from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification, Server
 from datacontract.model.run import Run
 
 
 class SodaExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> str:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> str:
         run = Run.create_run()
-        server = get_server(data_contract, server)
-        run.checks.extend(create_checks(data_contract, server))
+        found_server = get_server(data_contract, server)
+        run.checks.extend(create_checks(data_contract, found_server))
         return to_sodacl_yaml(run)
 
 
@@ -32,7 +32,7 @@ def to_sodacl_yaml(run: Run) -> str:
     return yaml.dump(sodacl_dict)
 
 
-def get_server(data_contract_specification: DataContractSpecification, server_name: str = None) -> Server | None:
-    if server_name is None:
+def get_server(data_contract: OpenDataContractStandard, server_name: str = None) -> Server | None:
+    if server_name is None or data_contract.servers is None:
         return None
-    return data_contract_specification.servers.get(server_name)
+    return next((s for s in data_contract.servers if s.server == server_name), None)
diff --git a/datacontract/export/spark_converter.py b/datacontract/export/spark_converter.py
deleted file mode 100644
index 6a55d2686..000000000
--- a/datacontract/export/spark_converter.py
+++ /dev/null
@@ -1,245 +0,0 @@
-import json
-
-from pyspark.sql import types
-
-from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Field,
-    Model,
-)
-
-
-class SparkExporter(Exporter):
-    """
-    Exporter class for exporting data contracts to Spark schemas.
-    """
-
-    def export(
-        self,
-        data_contract: DataContractSpecification,
-        model,
-        server,
-        sql_server_type,
-        export_args,
-    ) -> dict[str, types.StructType]:
-        """
-        Export the given data contract to Spark schemas.
-
-        Args:
-            data_contract (DataContractSpecification): The data contract specification.
-            model: Not used in this implementation.
-            server: Not used in this implementation.
-            sql_server_type: Not used in this implementation.
-            export_args: Additional arguments for export.
-
-        Returns:
-            dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas.
-        """
-        return to_spark(data_contract)
-
-
-def to_spark(contract: DataContractSpecification) -> str:
-    """
-    Converts a DataContractSpecification into a Spark schema string.
-
-    Args:
-        contract (DataContractSpecification): The data contract specification containing models.
-
-    Returns:
-        str: A string representation of the Spark schema for each model in the contract.
-    """
-    return "\n\n".join(
-        f"{model_name} = {print_schema(to_spark_schema(model))}" for model_name, model in contract.models.items()
-    )
-
-
-def to_spark_dict(contract: DataContractSpecification) -> dict[str, types.StructType]:
-    """
-    Convert a data contract specification to Spark schemas.
-
-    Args:
-        contract (DataContractSpecification): The data contract specification.
-
-    Returns:
-        dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas.
-    """
-    return {model_name: to_spark_schema(model) for model_name, model in contract.models.items()}
-
-
-def to_spark_schema(model: Model) -> types.StructType:
-    """
-    Convert a model to a Spark schema.
-
-    Args:
-        model (Model): The model to convert.
-
-    Returns:
-        types.StructType: The corresponding Spark schema.
-    """
-    return to_struct_type(model.fields)
-
-
-def to_struct_type(fields: dict[str, Field]) -> types.StructType:
-    """
-    Convert a dictionary of fields to a Spark StructType.
-
-    Args:
-        fields (dict[str, Field]): The fields to convert.
-
-    Returns:
-        types.StructType: The corresponding Spark StructType.
-    """
-    struct_fields = [to_struct_field(field, field_name) for field_name, field in fields.items()]
-    return types.StructType(struct_fields)
-
-
-def to_struct_field(field: Field, field_name: str) -> types.StructField:
-    """
-    Convert a field to a Spark StructField.
-
-    Args:
-        field (Field): The field to convert.
-        field_name (str): The name of the field.
-
-    Returns:
-        types.StructField: The corresponding Spark StructField.
-    """
-    data_type = to_spark_data_type(field)
-    metadata = to_spark_metadata(field)
-    return types.StructField(name=field_name, dataType=data_type, nullable=not field.required, metadata=metadata)
-
-
-def to_spark_data_type(field: Field) -> types.DataType:
-    """
-    Convert a field to a Spark DataType.
-
-    Args:
-        field (Field): The field to convert.
-
-    Returns:
-        types.DataType: The corresponding Spark DataType.
-    """
-    field_type = field.type
-    if field_type is None or field_type in ["null"]:
-        return types.NullType()
-    if field_type == "array":
-        return types.ArrayType(to_spark_data_type(field.items))
-    if field_type in ["object", "record", "struct"]:
-        return types.StructType(to_struct_type(field.fields))
-    if field_type == "map":
-        return types.MapType(to_spark_data_type(field.keys), to_spark_data_type(field.values))
-    if field_type == "variant":
-        return types.VariantType()
-    if field_type in ["string", "varchar", "text"]:
-        return types.StringType()
-    if field_type in ["number", "decimal", "numeric"]:
-        precision = field.precision if field.precision is not None else 38
-        scale = field.scale if field.scale is not None else 0
-        return types.DecimalType(precision=precision, scale=scale)
-    if field_type in ["integer", "int"]:
-        return types.IntegerType()
-    if field_type == "long":
-        return types.LongType()
-    if field_type == "float":
-        return types.FloatType()
-    if field_type == "double":
-        return types.DoubleType()
-    if field_type == "boolean":
-        return types.BooleanType()
-    if field_type in ["timestamp", "timestamp_tz"]:
-        return types.TimestampType()
-    if field_type == "timestamp_ntz":
-        return types.TimestampNTZType()
-    if field_type == "date":
-        return types.DateType()
-    if field_type == "bytes":
-        return types.BinaryType()
-    return types.StringType()  # default if no condition is met
-
-
-def to_spark_metadata(field: Field) -> dict[str, str]:
-    """
-    Convert a field to a Spark metadata dictonary.
-
-    Args:
-        field (Field): The field to convert.
-
-    Returns:
-        dict: dictionary that can be supplied to Spark as metadata for a StructField
-    """
-
-    metadata = {}
-    if field.description:
-        metadata["comment"] = field.description
-
-    return metadata
-
-
-def print_schema(dtype: types.DataType) -> str:
-    """
-    Converts a PySpark DataType schema to its equivalent code representation.
-
-    Args:
-        dtype (types.DataType): The PySpark DataType schema to be converted.
-
-    Returns:
-        str: The code representation of the PySpark DataType schema.
-    """
-
-    def indent(text: str, level: int) -> str:
-        """
-        Indents each line of the given text by a specified number of levels.
-
-        Args:
-            text (str): The text to be indented.
-            level (int): The number of indentation levels.
-
-        Returns:
-            str: The indented text.
-        """
-        return "\n".join([f"{'    ' * level}{line}" for line in text.split("\n")])
-
-    def repr_column(column: types.StructField) -> str:
-        """
-        Converts a PySpark StructField to its code representation.
-
-        Args:
-            column (types.StructField): The StructField to be converted.
-
-        Returns:
-            str: The code representation of the StructField.
-        """
-        name = f'"{column.name}"'
-        data_type = indent(print_schema(column.dataType), 1)
-        nullable = indent(f"{column.nullable}", 1)
-        if column.metadata:
-            metadata = indent(f"{json.dumps(column.metadata)}", 1)
-            return f"StructField({name},\n{data_type},\n{nullable},\n{metadata}\n)"
-        else:
-            return f"StructField({name},\n{data_type},\n{nullable}\n)"
-
-    def format_struct_type(struct_type: types.StructType) -> str:
-        """
-        Converts a PySpark StructType to its code representation.
-
-        Args:
-            struct_type (types.StructType): The StructType to be converted.
-
-        Returns:
-            str: The code representation of the StructType.
-        """
-        fields = ",\n".join([indent(repr_column(field), 1) for field in struct_type.fields])
-        return f"StructType([\n{fields}\n])"
-
-    if isinstance(dtype, types.StructType):
-        return format_struct_type(dtype)
-    elif isinstance(dtype, types.ArrayType):
-        return f"ArrayType({print_schema(dtype.elementType)})"
-    elif isinstance(dtype, types.MapType):
-        return f"MapType(\n{indent(print_schema(dtype.keyType), 1)}, {print_schema(dtype.valueType)})"
-    elif isinstance(dtype, types.DecimalType):
-        return f"DecimalType({dtype.precision}, {dtype.scale})"
-    else:
-        dtype_str = str(dtype)
-        return dtype_str if dtype_str.endswith("()") else f"{dtype_str}()"
diff --git a/datacontract/export/spark_exporter.py b/datacontract/export/spark_exporter.py
new file mode 100644
index 000000000..ece6542f0
--- /dev/null
+++ b/datacontract/export/spark_exporter.py
@@ -0,0 +1,347 @@
+import json
+from typing import List, Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
+from pyspark.sql import types
+
+from datacontract.export.exporter import Exporter
+
+
+class SparkExporter(Exporter):
+    """
+    Exporter class for exporting data contracts to Spark schemas.
+    """
+
+    def export(
+        self,
+        data_contract: OpenDataContractStandard,
+        schema_name,
+        server,
+        sql_server_type,
+        export_args,
+    ) -> dict[str, types.StructType]:
+        """
+        Export the given data contract to Spark schemas.
+
+        Args:
+            data_contract (OpenDataContractStandard): The data contract specification.
+            schema_name: The name of the schema to export, or 'all' for all schemas.
+            server: Not used in this implementation.
+            sql_server_type: Not used in this implementation.
+            export_args: Additional arguments for export.
+
+        Returns:
+            dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas.
+        """
+        return to_spark(data_contract)
+
+
+def to_spark(contract: OpenDataContractStandard) -> str:
+    """
+    Converts an OpenDataContractStandard into a Spark schema string.
+
+    Args:
+        contract (OpenDataContractStandard): The data contract specification containing models.
+
+    Returns:
+        str: A string representation of the Spark schema for each model in the contract.
+    """
+    result = []
+    if contract.schema_:
+        for schema_obj in contract.schema_:
+            result.append(f"{schema_obj.name} = {print_schema(to_spark_schema(schema_obj))}")
+    return "\n\n".join(result)
+
+
+def to_spark_dict(contract: OpenDataContractStandard) -> dict[str, types.StructType]:
+    """
+    Convert a data contract specification to Spark schemas.
+
+    Args:
+        contract (OpenDataContractStandard): The data contract specification.
+
+    Returns:
+        dict[str, types.StructType]: A dictionary mapping model names to their corresponding Spark schemas.
+    """
+    result = {}
+    if contract.schema_:
+        for schema_obj in contract.schema_:
+            result[schema_obj.name] = to_spark_schema(schema_obj)
+    return result
+
+
+def to_spark_schema(schema_obj: SchemaObject) -> types.StructType:
+    """
+    Convert a schema object to a Spark schema.
+
+    Args:
+        schema_obj (SchemaObject): The schema object to convert.
+
+    Returns:
+        types.StructType: The corresponding Spark schema.
+    """
+    return to_struct_type(schema_obj.properties or [])
+
+
+def to_struct_type(properties: List[SchemaProperty]) -> types.StructType:
+    """
+    Convert a list of properties to a Spark StructType.
+
+    Args:
+        properties (List[SchemaProperty]): The properties to convert.
+
+    Returns:
+        types.StructType: The corresponding Spark StructType.
+    """
+    struct_fields = [to_struct_field(prop) for prop in properties]
+    return types.StructType(struct_fields)
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the logical type from a schema property."""
+    return prop.logicalType
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def _get_custom_property_value(prop: SchemaProperty, key: str) -> Optional[str]:
+    """Get a custom property value."""
+    if prop.customProperties is None:
+        return None
+    for cp in prop.customProperties:
+        if cp.property == key:
+            return cp.value
+    return None
+
+
+def _logical_type_to_spark_type(logical_type: str) -> types.DataType:
+    """Convert a logical type string to a Spark DataType."""
+    if logical_type is None:
+        return types.StringType()
+    lt = logical_type.lower()
+    if lt == "string":
+        return types.StringType()
+    if lt == "integer":
+        return types.LongType()
+    if lt == "number":
+        return types.DoubleType()
+    if lt == "boolean":
+        return types.BooleanType()
+    if lt == "date":
+        return types.DateType()
+    if lt == "timestamp":
+        return types.TimestampType()
+    if lt == "object":
+        return types.StructType([])
+    return types.StringType()
+
+
+def to_struct_field(prop: SchemaProperty) -> types.StructField:
+    """
+    Convert a property to a Spark StructField.
+
+    Args:
+        prop (SchemaProperty): The property to convert.
+
+    Returns:
+        types.StructField: The corresponding Spark StructField.
+    """
+    data_type = to_spark_data_type(prop)
+    metadata = to_spark_metadata(prop)
+    return types.StructField(name=prop.name, dataType=data_type, nullable=not prop.required, metadata=metadata)
+
+
+def to_spark_data_type(prop: SchemaProperty) -> types.DataType:
+    """
+    Convert a property to a Spark DataType.
+
+    Args:
+        prop (SchemaProperty): The property to convert.
+
+    Returns:
+        types.DataType: The corresponding Spark DataType.
+    """
+    logical_type = _get_type(prop)
+    physical_type = prop.physicalType.lower() if prop.physicalType else None
+
+    # Check for null type
+    if logical_type is None and physical_type is None:
+        return types.NullType()
+    if physical_type == "null":
+        return types.NullType()
+
+    # Handle array type
+    if logical_type == "array":
+        if prop.items:
+            return types.ArrayType(to_spark_data_type(prop.items))
+        return types.ArrayType(types.StringType())
+
+    # Handle map type (check physical type) - MUST be before object/struct check
+    if physical_type == "map":
+        # Get key type from customProperties, default to string
+        key_type = types.StringType()
+        value_type = types.StringType()
+
+        # Check for mapKeyType and mapValueType in customProperties
+        map_key_type = _get_custom_property_value(prop, "mapKeyType")
+        map_value_type = _get_custom_property_value(prop, "mapValueType")
+
+        if map_key_type:
+            key_type = _logical_type_to_spark_type(map_key_type)
+
+        # If map has struct values with properties, use them
+        if prop.properties:
+            value_type = to_struct_type(prop.properties)
+        elif map_value_type:
+            value_type = _logical_type_to_spark_type(map_value_type)
+
+        return types.MapType(key_type, value_type)
+
+    # Handle object/struct type
+    if logical_type == "object" or physical_type in ["object", "record", "struct"]:
+        if prop.properties:
+            return to_struct_type(prop.properties)
+        return types.StructType([])
+
+    # Handle variant type
+    if physical_type == "variant":
+        return types.VariantType()
+
+    # Check physical type first for specific SQL types
+    if physical_type:
+        if physical_type in ["string", "varchar", "text", "char", "nvarchar"]:
+            return types.StringType()
+        if physical_type in ["decimal", "numeric"]:
+            precision = _get_logical_type_option(prop, "precision") or 38
+            scale = _get_logical_type_option(prop, "scale") or 0
+            return types.DecimalType(precision=precision, scale=scale)
+        if physical_type in ["integer", "int", "int32"]:
+            return types.IntegerType()
+        if physical_type in ["long", "bigint", "int64"]:
+            return types.LongType()
+        if physical_type in ["float", "real", "float32"]:
+            return types.FloatType()
+        if physical_type in ["double", "float64"]:
+            return types.DoubleType()
+        if physical_type in ["boolean", "bool"]:
+            return types.BooleanType()
+        if physical_type in ["timestamp", "timestamp_tz"]:
+            return types.TimestampType()
+        if physical_type == "timestamp_ntz":
+            return types.TimestampNTZType()
+        if physical_type == "date":
+            return types.DateType()
+        if physical_type in ["bytes", "binary", "bytea"]:
+            return types.BinaryType()
+
+    # Fall back to logical type
+    match logical_type:
+        case "string":
+            return types.StringType()
+        case "number":
+            precision = _get_logical_type_option(prop, "precision") or 38
+            scale = _get_logical_type_option(prop, "scale") or 0
+            return types.DecimalType(precision=precision, scale=scale)
+        case "integer":
+            return types.LongType()
+        case "boolean":
+            return types.BooleanType()
+        case "date":
+            return types.DateType()
+        case "timestamp":
+            return types.TimestampType()
+        case _:
+            return types.StringType()  # default if no condition is met
+
+
+def to_spark_metadata(prop: SchemaProperty) -> dict[str, str]:
+    """
+    Convert a property to a Spark metadata dictionary.
+
+    Args:
+        prop (SchemaProperty): The property to convert.
+
+    Returns:
+        dict: dictionary that can be supplied to Spark as metadata for a StructField
+    """
+    metadata = {}
+    if prop.description:
+        metadata["comment"] = prop.description
+
+    return metadata
+
+
+def print_schema(dtype: types.DataType) -> str:
+    """
+    Converts a PySpark DataType schema to its equivalent code representation.
+
+    Args:
+        dtype (types.DataType): The PySpark DataType schema to be converted.
+
+    Returns:
+        str: The code representation of the PySpark DataType schema.
+    """
+
+    def indent(text: str, level: int) -> str:
+        """
+        Indents each line of the given text by a specified number of levels.
+
+        Args:
+            text (str): The text to be indented.
+            level (int): The number of indentation levels.
+
+        Returns:
+            str: The indented text.
+        """
+        return "\n".join([f"{'    ' * level}{line}" if line else "" for line in text.split("\n")])
+
+    def repr_column(column: types.StructField) -> str:
+        """
+        Converts a PySpark StructField to its code representation.
+
+        Args:
+            column (types.StructField): The StructField to be converted.
+
+        Returns:
+            str: The code representation of the StructField.
+        """
+        name = f'"{column.name}"'
+        data_type = indent(print_schema(column.dataType), 1)
+        nullable = indent(f"{column.nullable}", 1)
+        if column.metadata:
+            metadata = indent(f"{json.dumps(column.metadata)}", 1)
+            return f"StructField({name},\n{data_type},\n{nullable},\n{metadata}\n)"
+        else:
+            return f"StructField({name},\n{data_type},\n{nullable}\n)"
+
+    def format_struct_type(struct_type: types.StructType) -> str:
+        """
+        Converts a PySpark StructType to its code representation.
+
+        Args:
+            struct_type (types.StructType): The StructType to be converted.
+
+        Returns:
+            str: The code representation of the StructType.
+        """
+        if not struct_type.fields:
+            return "StructType([\n\n])"
+        fields = ",\n".join([indent(repr_column(field), 1) for field in struct_type.fields])
+        return f"StructType([\n{fields}\n])"
+
+    if isinstance(dtype, types.StructType):
+        return format_struct_type(dtype)
+    elif isinstance(dtype, types.ArrayType):
+        return f"ArrayType({print_schema(dtype.elementType)})"
+    elif isinstance(dtype, types.MapType):
+        return f"MapType(\n{indent(print_schema(dtype.keyType), 1)}, {print_schema(dtype.valueType)})"
+    elif isinstance(dtype, types.DecimalType):
+        return f"DecimalType({dtype.precision}, {dtype.scale})"
+    else:
+        dtype_str = str(dtype)
+        return dtype_str if dtype_str.endswith("()") else f"{dtype_str}()"
diff --git a/datacontract/export/sql_converter.py b/datacontract/export/sql_converter.py
deleted file mode 100644
index 9e42f56da..000000000
--- a/datacontract/export/sql_converter.py
+++ /dev/null
@@ -1,138 +0,0 @@
-from datacontract.export.exporter import Exporter, _check_models_for_export, _determine_sql_server_type
-from datacontract.export.sql_type_converter import convert_to_sql_type
-from datacontract.model.data_contract_specification import DataContractSpecification, Model
-
-
-class SqlExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> str:
-        server_type = _determine_sql_server_type(
-            data_contract,
-            sql_server_type,
-        )
-        return to_sql_ddl(data_contract, server_type, export_args.get("server"))
-
-
-class SqlQueryExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> str:
-        model_name, model_value = _check_models_for_export(data_contract, model, self.export_format)
-        server_type = _determine_sql_server_type(data_contract, sql_server_type, export_args.get("server"))
-        return to_sql_query(
-            data_contract,
-            model_name,
-            model_value,
-            server_type,
-        )
-
-
-def to_sql_query(
-    data_contract_spec: DataContractSpecification, model_name: str, model_value: Model, server_type: str = "snowflake"
-) -> str:
-    if data_contract_spec is None:
-        return ""
-    if data_contract_spec.models is None or len(data_contract_spec.models) == 0:
-        return ""
-
-    result = ""
-    result += f"-- Data Contract: {data_contract_spec.id}\n"
-    result += f"-- SQL Dialect: {server_type}\n"
-    result += _to_sql_query(model_name, model_value, server_type)
-
-    return result
-
-
-def _to_sql_query(model_name, model_value, server_type) -> str:
-    columns = []
-    for field_name, field in model_value.fields.items():
-        # TODO escape SQL reserved key words, probably dependent on server type
-        columns.append(field_name)
-
-    result = "select\n"
-    current_column_index = 1
-    number_of_columns = len(columns)
-    for column in columns:
-        result += f"    {column}"
-        if current_column_index < number_of_columns:
-            result += ","
-        result += "\n"
-        current_column_index += 1
-    result += f"from {model_name}\n"
-    return result
-
-
-def to_sql_ddl(
-    data_contract_spec: DataContractSpecification, server_type: str = "snowflake", server: str = None
-) -> str:
-    if data_contract_spec is None:
-        return ""
-    if data_contract_spec.models is None or len(data_contract_spec.models) == 0:
-        return ""
-
-    table_prefix = ""
-
-    if server is None:
-        servers = data_contract_spec.servers
-    else:
-        servers = {server: data_contract_spec.servers[server]}
-
-    for server_name, server in iter(servers.items()):
-        if server.type == "snowflake":
-            server_type = "snowflake"
-            break
-        if server.type == "postgres":
-            server_type = "postgres"
-            break
-        if server.type == "databricks":
-            server_type = "databricks"
-            if server.catalog is not None and server.schema_ is not None:
-                table_prefix = server.catalog + "." + server.schema_ + "."
-            break
-        if server.type == server_type:
-            break
-
-    result = ""
-    result += f"-- Data Contract: {data_contract_spec.id}\n"
-    result += f"-- SQL Dialect: {server_type}\n"
-
-    for model_name, model in iter(data_contract_spec.models.items()):
-        result += _to_sql_table(table_prefix + model_name, model, server_type)
-
-    return result.strip()
-
-
-def _to_sql_table(model_name, model, server_type="snowflake"):
-    if server_type == "databricks":
-        # Databricks recommends to use the CREATE OR REPLACE statement for unity managed tables
-        # https://docs.databricks.com/en/sql/language-manual/sql-ref-syntax-ddl-create-table-using.html
-        result = f"CREATE OR REPLACE TABLE {model_name} (\n"
-    else:
-        result = f"CREATE TABLE {model_name} (\n"
-    fields = len(model.fields)
-    current_field_index = 1
-    for field_name, field in iter(model.fields.items()):
-        type = convert_to_sql_type(field, server_type)
-        result += f"  {field_name} {type}"
-        if field.required:
-            result += " not null"
-        if field.primaryKey or field.primary:
-            result += " primary key"
-        if server_type == "databricks" and field.description is not None:
-            result += f' COMMENT "{_escape(field.description)}"'
-        if server_type == "snowflake" and field.description is not None:
-            result += f" COMMENT '{_escape(field.description)}'"
-        if current_field_index < fields:
-            result += ","
-        result += "\n"
-        current_field_index += 1
-    result += ")"
-    if server_type == "databricks" and model.description is not None:
-        result += f' COMMENT "{_escape(model.description)}"'
-    if server_type == "snowflake" and model.description is not None:
-        result += f" COMMENT='{_escape(model.description)}'"
-    result += ";\n"
-    return result
-
-
-def _escape(text: str | None) -> str | None:
-    if text is None:
-        return None
-    return text.replace('"', '\\"')
diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
new file mode 100644
index 000000000..54fb00711
--- /dev/null
+++ b/datacontract/export/sql_exporter.py
@@ -0,0 +1,145 @@
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject
+
+from datacontract.export.exporter import Exporter, _check_schema_name_for_export, _determine_sql_server_type
+from datacontract.export.sql_type_converter import convert_to_sql_type
+
+
+class SqlExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> str:
+        server_type = _determine_sql_server_type(
+            data_contract,
+            sql_server_type,
+        )
+        return to_sql_ddl(data_contract, server_type, export_args.get("server"))
+
+
+class SqlQueryExporter(Exporter):
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> str:
+        model_name, model_value = _check_schema_name_for_export(data_contract, schema_name, self.export_format)
+        server_type = _determine_sql_server_type(data_contract, sql_server_type, export_args.get("server"))
+        return to_sql_query(
+            data_contract,
+            model_name,
+            model_value,
+            server_type,
+        )
+
+
+def to_sql_query(
+    data_contract: OpenDataContractStandard, model_name: str, model_value: SchemaObject, server_type: str = "snowflake"
+) -> str:
+    if data_contract is None:
+        return ""
+    if data_contract.schema_ is None or len(data_contract.schema_) == 0:
+        return ""
+
+    result = ""
+    result += f"-- Data Contract: {data_contract.id}\n"
+    result += f"-- SQL Dialect: {server_type}\n"
+    result += _to_sql_query(model_name, model_value, server_type)
+
+    return result
+
+
+def _to_sql_query(model_name: str, model_value: SchemaObject, server_type: str) -> str:
+    columns = []
+    if model_value.properties:
+        for prop in model_value.properties:
+            # TODO escape SQL reserved key words, probably dependent on server type
+            columns.append(prop.name)
+
+    result = "select\n"
+    current_column_index = 1
+    number_of_columns = len(columns)
+    for column in columns:
+        result += f"    {column}"
+        if current_column_index < number_of_columns:
+            result += ","
+        result += "\n"
+        current_column_index += 1
+    result += f"from {model_name}\n"
+    return result
+
+
+def to_sql_ddl(
+    data_contract: OpenDataContractStandard, server_type: str = "snowflake", server: str = None
+) -> str:
+    if data_contract is None:
+        return ""
+    if data_contract.schema_ is None or len(data_contract.schema_) == 0:
+        return ""
+
+    table_prefix = ""
+
+    # Get servers list
+    servers = data_contract.servers or []
+    if server is not None:
+        # Filter to just the requested server
+        servers = [s for s in servers if s.server == server]
+
+    for srv in servers:
+        if srv.type == "snowflake":
+            server_type = "snowflake"
+            break
+        if srv.type == "postgres":
+            server_type = "postgres"
+            break
+        if srv.type == "databricks":
+            server_type = "databricks"
+            if srv.catalog is not None and srv.schema_ is not None:
+                table_prefix = srv.catalog + "." + srv.schema_ + "."
+            break
+        if srv.type == server_type:
+            break
+
+    result = ""
+    result += f"-- Data Contract: {data_contract.id}\n"
+    result += f"-- SQL Dialect: {server_type}\n"
+
+    for schema_obj in data_contract.schema_:
+        result += _to_sql_table(table_prefix + schema_obj.name, schema_obj, server_type)
+
+    return result.strip()
+
+
+def _to_sql_table(model_name: str, model: SchemaObject, server_type: str = "snowflake") -> str:
+    if server_type == "databricks":
+        # Databricks recommends to use the CREATE OR REPLACE statement for unity managed tables
+        # https://docs.databricks.com/en/sql/language-manual/sql-ref-syntax-ddl-create-table-using.html
+        result = f"CREATE OR REPLACE TABLE {model_name} (\n"
+    else:
+        result = f"CREATE TABLE {model_name} (\n"
+
+    properties = model.properties or []
+    fields = len(properties)
+    current_field_index = 1
+
+    for prop in properties:
+        type_str = convert_to_sql_type(prop, server_type)
+        result += f"  {prop.name} {type_str}"
+        if prop.required:
+            result += " not null"
+        if prop.primaryKey:
+            result += " primary key"
+        if server_type == "databricks" and prop.description is not None:
+            result += f' COMMENT "{_escape(prop.description)}"'
+        if server_type == "snowflake" and prop.description is not None:
+            result += f" COMMENT '{_escape(prop.description)}'"
+        if current_field_index < fields:
+            result += ","
+        result += "\n"
+        current_field_index += 1
+    result += ")"
+    if server_type == "databricks" and model.description is not None:
+        result += f' COMMENT "{_escape(model.description)}"'
+    if server_type == "snowflake" and model.description is not None:
+        result += f" COMMENT='{_escape(model.description)}'"
+    result += ";\n"
+    return result
+
+
+def _escape(text: str | None) -> str | None:
+    if text is None:
+        return None
+    return text.replace('"', '\\"')
diff --git a/datacontract/export/sql_type_converter.py b/datacontract/export/sql_type_converter.py
index a8689e749..0c74ce291 100644
--- a/datacontract/export/sql_type_converter.py
+++ b/datacontract/export/sql_type_converter.py
@@ -1,10 +1,101 @@
-from datacontract.export.bigquery_converter import map_type_to_bigquery
-from datacontract.model.data_contract_specification import Field
+from typing import Any, Dict, Optional, Protocol, Union
 
+from open_data_contract_standard.model import SchemaProperty
 
-def convert_to_sql_type(field: Field, server_type: str) -> str:
-    if field.config and "physicalType" in field.config:
-        return field.config["physicalType"]
+
+class FieldLike(Protocol):
+    """Protocol for field-like objects (DCS Field or PropertyAdapter)."""
+    type: Optional[str]
+    config: Optional[Dict[str, Any]]
+    precision: Optional[int]
+    scale: Optional[int]
+    format: Optional[str]
+    items: Optional["FieldLike"]
+    fields: Dict[str, "FieldLike"]
+
+
+def _get_type(field: Union[SchemaProperty, FieldLike]) -> Optional[str]:
+    """Get the type from a field, handling both ODCS and DCS. Prefers physicalType for accuracy."""
+    if isinstance(field, SchemaProperty):
+        # Prefer physicalType for accurate type mapping
+        if field.physicalType:
+            return field.physicalType
+        return field.logicalType
+    return field.type
+
+
+def _get_config(field: Union[SchemaProperty, FieldLike]) -> Optional[Dict[str, Any]]:
+    """Get the config from a field, handling both ODCS and DCS."""
+    if isinstance(field, SchemaProperty):
+        if field.customProperties is None:
+            return None
+        return {cp.property: cp.value for cp in field.customProperties}
+    return field.config
+
+
+def _get_config_value(field: Union[SchemaProperty, FieldLike], key: str) -> Optional[Any]:
+    """Get a config value from a field."""
+    config = _get_config(field)
+    if config is None:
+        return None
+    return config.get(key)
+
+
+def _get_precision(field: Union[SchemaProperty, FieldLike]) -> Optional[int]:
+    """Get precision from a field."""
+    if isinstance(field, SchemaProperty):
+        if field.logicalTypeOptions and field.logicalTypeOptions.get("precision"):
+            return field.logicalTypeOptions.get("precision")
+        # Also check customProperties
+        val = _get_config_value(field, "precision")
+        if val:
+            return int(val)
+        return None
+    return field.precision
+
+
+def _get_scale(field: Union[SchemaProperty, FieldLike]) -> Optional[int]:
+    """Get scale from a field."""
+    if isinstance(field, SchemaProperty):
+        if field.logicalTypeOptions and field.logicalTypeOptions.get("scale"):
+            return field.logicalTypeOptions.get("scale")
+        # Also check customProperties
+        val = _get_config_value(field, "scale")
+        if val:
+            return int(val)
+        return None
+    return field.scale
+
+
+def _get_format(field: Union[SchemaProperty, FieldLike]) -> Optional[str]:
+    """Get format from a field."""
+    if isinstance(field, SchemaProperty):
+        if field.logicalTypeOptions:
+            return field.logicalTypeOptions.get("format")
+        return None
+    return field.format
+
+
+def _get_items(field: Union[SchemaProperty, FieldLike]) -> Optional[Union[SchemaProperty, FieldLike]]:
+    """Get items from an array field."""
+    if isinstance(field, SchemaProperty):
+        return field.items
+    return field.items
+
+
+def _get_nested_fields(field: Union[SchemaProperty, FieldLike]) -> Dict[str, Union[SchemaProperty, FieldLike]]:
+    """Get nested fields from an object field."""
+    if isinstance(field, SchemaProperty):
+        if field.properties is None:
+            return {}
+        return {p.name: p for p in field.properties}
+    return field.fields if field.fields else {}
+
+
+def convert_to_sql_type(field: Union[SchemaProperty, FieldLike], server_type: str) -> str:
+    physical_type = _get_config_value(field, "physicalType")
+    if physical_type:
+        return physical_type
 
     if server_type == "snowflake":
         return convert_to_snowflake(field)
@@ -25,16 +116,17 @@ def convert_to_sql_type(field: Field, server_type: str) -> str:
     elif server_type == "oracle":
         return convert_type_to_oracle(field)
 
-    return field.type
+    return _get_type(field)
 
 
 # snowflake data types:
 # https://docs.snowflake.com/en/sql-reference/data-types.html
-def convert_to_snowflake(field: Field) -> None | str:
-    if field.config and "snowflakeType" in field.config:
-        return field.config["snowflakeType"]
+def convert_to_snowflake(field: Union[SchemaProperty, FieldLike]) -> None | str:
+    snowflake_type = _get_config_value(field, "snowflakeType")
+    if snowflake_type:
+        return snowflake_type
 
-    type = field.type
+    type = _get_type(field)
     # currently optimized for snowflake
     # LEARNING: data contract has no direct support for CHAR,CHARACTER
     # LEARNING: data contract has no support for "date-time", "datetime", "time"
@@ -73,15 +165,17 @@ def convert_to_snowflake(field: Field) -> None | str:
 
 # https://www.postgresql.org/docs/current/datatype.html
 # Using the name whenever possible
-def convert_type_to_postgres(field: Field) -> None | str:
-    if field.config and "postgresType" in field.config:
-        return field.config["postgresType"]
+def convert_type_to_postgres(field: Union[SchemaProperty, FieldLike]) -> None | str:
+    postgres_type = _get_config_value(field, "postgresType")
+    if postgres_type:
+        return postgres_type
 
-    type = field.type
+    type = _get_type(field)
     if type is None:
         return None
+    format = _get_format(field)
     if type.lower() in ["string", "varchar", "text"]:
-        if field.format == "uuid":
+        if format == "uuid":
             return "uuid"
         return "text"  # STRING does not exist, TEXT and VARCHAR are all the same in postrges
     if type.lower() in ["timestamp", "timestamp_tz"]:
@@ -112,16 +206,20 @@ def convert_type_to_postgres(field: Field) -> None | str:
     if type.lower() in ["bytes"]:
         return "bytea"
     if type.lower() in ["array"]:
-        return convert_to_sql_type(field.items, "postgres") + "[]"
+        items = _get_items(field)
+        if items:
+            return convert_to_sql_type(items, "postgres") + "[]"
+        return "text[]"
     return None
 
 
 # dataframe data types:
 # https://spark.apache.org/docs/latest/sql-ref-datatypes.html
-def convert_to_dataframe(field: Field) -> None | str:
-    if field.config and "dataframeType" in field.config:
-        return field.config["dataframeType"]
-    type = field.type
+def convert_to_dataframe(field: Union[SchemaProperty, FieldLike]) -> None | str:
+    dataframe_type = _get_config_value(field, "dataframeType")
+    if dataframe_type:
+        return dataframe_type
+    type = _get_type(field)
     if type is None:
         return None
     if type.lower() in ["string", "varchar", "text"]:
@@ -135,8 +233,10 @@ def convert_to_dataframe(field: Field) -> None | str:
     if type.lower() in ["time"]:
         return "STRING"
     if type.lower() in ["number", "decimal", "numeric"]:
-        precision = field.precision if field.precision is not None else 38
-        scale = field.scale if field.scale is not None else 0
+        precision = _get_precision(field)
+        scale = _get_scale(field)
+        precision = precision if precision is not None else 38
+        scale = scale if scale is not None else 0
         return f"DECIMAL({precision},{scale})"
     if type.lower() in ["float"]:
         return "FLOAT"
@@ -150,28 +250,32 @@ def convert_to_dataframe(field: Field) -> None | str:
         return "BOOLEAN"
     if type.lower() in ["object", "record", "struct"]:
         nested_fields = []
-        for nested_field_name, nested_field in field.fields.items():
+        for nested_field_name, nested_field in _get_nested_fields(field).items():
             nested_field_type = convert_to_dataframe(nested_field)
             nested_fields.append(f"{nested_field_name}:{nested_field_type}")
         return f"STRUCT<{','.join(nested_fields)}>"
     if type.lower() in ["bytes"]:
         return "BINARY"
     if type.lower() in ["array"]:
-        item_type = convert_to_dataframe(field.items)
-        return f"ARRAY<{item_type}>"
+        items = _get_items(field)
+        if items:
+            item_type = convert_to_dataframe(items)
+            return f"ARRAY<{item_type}>"
+        return "ARRAY"
     return None
 
 
 # databricks data types:
 # https://docs.databricks.com/en/sql/language-manual/sql-ref-datatypes.html
-def convert_to_databricks(field: Field) -> None | str:
-    type = field.type
+def convert_to_databricks(field: Union[SchemaProperty, FieldLike]) -> None | str:
+    type = _get_type(field)
+    databricks_type = _get_config_value(field, "databricksType")
     if (
-        field.config
-        and "databricksType" in field.config
+        databricks_type
+        and type
         and type.lower() not in ["array", "object", "record", "struct"]
     ):
-        return field.config["databricksType"]
+        return databricks_type
     if type is None:
         return None
     if type.lower() in ["string", "varchar", "text"]:
@@ -185,8 +289,10 @@ def convert_to_databricks(field: Field) -> None | str:
     if type.lower() in ["time"]:
         return "STRING"
     if type.lower() in ["number", "decimal", "numeric"]:
-        precision = field.precision if field.precision is not None else 38
-        scale = field.scale if field.scale is not None else 0
+        precision = _get_precision(field)
+        scale = _get_scale(field)
+        precision = precision if precision is not None else 38
+        scale = scale if scale is not None else 0
         return f"DECIMAL({precision},{scale})"
     if type.lower() in ["float"]:
         return "FLOAT"
@@ -200,36 +306,40 @@ def convert_to_databricks(field: Field) -> None | str:
         return "BOOLEAN"
     if type.lower() in ["object", "record", "struct"]:
         nested_fields = []
-        for nested_field_name, nested_field in field.fields.items():
+        for nested_field_name, nested_field in _get_nested_fields(field).items():
             nested_field_type = convert_to_databricks(nested_field)
             nested_fields.append(f"{nested_field_name}:{nested_field_type}")
         return f"STRUCT<{','.join(nested_fields)}>"
     if type.lower() in ["bytes"]:
         return "BINARY"
     if type.lower() in ["array"]:
-        item_type = convert_to_databricks(field.items)
-        return f"ARRAY<{item_type}>"
+        items = _get_items(field)
+        if items:
+            item_type = convert_to_databricks(items)
+            return f"ARRAY<{item_type}>"
+        return "ARRAY"
     if type.lower() in ["variant"]:
         return "VARIANT"
     return None
 
 
-def convert_to_duckdb(field: Field) -> None | str:
+def convert_to_duckdb(field: Union[SchemaProperty, FieldLike]) -> None | str:
     """
     Convert a data contract field to the corresponding DuckDB SQL type.
 
     Parameters:
-    field (Field): The data contract field to convert.
+    field: The data contract field to convert (SchemaProperty or FieldLike).
 
     Returns:
     str: The corresponding DuckDB SQL type.
     """
     # Check
-    if field is None or field.type is None:
+    type = _get_type(field)
+    if field is None or type is None:
         return None
 
     # Get
-    type_lower = field.type.lower()
+    type_lower = type.lower()
 
     # Prepare
     type_mapping = {
@@ -261,20 +371,28 @@ def convert_to_duckdb(field: Field) -> None | str:
 
     # convert decimal numbers with precision and scale
     if type_lower == "decimal" or type_lower == "number" or type_lower == "numeric":
-        return f"DECIMAL({field.precision},{field.scale})"
+        precision = _get_precision(field)
+        scale = _get_scale(field)
+        return f"DECIMAL({precision},{scale})"
 
     # Check list and map
     if type_lower == "list" or type_lower == "array":
-        item_type = convert_to_duckdb(field.items)
-        return f"{item_type}[]"
+        items = _get_items(field)
+        if items:
+            item_type = convert_to_duckdb(items)
+            return f"{item_type}[]"
+        return "VARCHAR[]"
     if type_lower == "map":
-        key_type = convert_to_duckdb(field.keys)
-        value_type = convert_to_duckdb(field.values)
+        # For ODCS, we need to get key/value types from customProperties
+        keys = _get_config_value(field, "mapKeys")
+        values = _get_config_value(field, "mapValues")
+        key_type = keys if keys else "VARCHAR"
+        value_type = values if values else "VARCHAR"
         return f"MAP({key_type}, {value_type})"
     if type_lower == "struct" or type_lower == "object" or type_lower == "record":
         structure_field = "STRUCT("
         field_strings = []
-        for fieldKey, fieldValue in field.fields.items():
+        for fieldKey, fieldValue in _get_nested_fields(field).items():
             field_strings.append(f"{fieldKey} {convert_to_duckdb(fieldValue)}")
         structure_field += ", ".join(field_strings)
         structure_field += ")"
@@ -284,25 +402,27 @@ def convert_to_duckdb(field: Field) -> None | str:
     return None
 
 
-def convert_type_to_sqlserver(field: Field) -> None | str:
+def convert_type_to_sqlserver(field: Union[SchemaProperty, FieldLike]) -> None | str:
     """Convert from supported datacontract types to equivalent sqlserver types"""
-    field_type = field.type
+    field_type = _get_type(field)
     if not field_type:
         return None
 
     # If provided sql-server config type, prefer it over default mapping
-    if sqlserver_type := get_type_config(field, "sqlserverType"):
+    sqlserver_type = _get_config_value(field, "sqlserverType")
+    if sqlserver_type:
         return sqlserver_type
 
     field_type = field_type.lower()
+    format = _get_format(field)
     if field_type in ["string", "varchar", "text"]:
-        if field.format == "uuid":
+        if format == "uuid":
             return "uniqueidentifier"
         return "varchar"
     if field_type in ["timestamp", "timestamp_tz"]:
         return "datetimeoffset"
     if field_type in ["timestamp_ntz"]:
-        if field.format == "datetime":
+        if format == "datetime":
             return "datetime"
         return "datetime2"
     if field_type in ["date"]:
@@ -333,25 +453,31 @@ def convert_type_to_sqlserver(field: Field) -> None | str:
     return None
 
 
-def convert_type_to_bigquery(field: Field) -> None | str:
+def convert_type_to_bigquery(field: Union[SchemaProperty, FieldLike]) -> None | str:
     """Convert from supported datacontract types to equivalent bigquery types"""
+    # Import here to avoid circular import
+    from datacontract.export.bigquery_exporter import map_type_to_bigquery
 
     # BigQuery exporter cannot be used for complex types, as the exporter has different syntax than SodaCL
 
-    field_type = field.type
+    field_type = _get_type(field)
     if not field_type:
         return None
 
-    if field.config and "bigqueryType" in field.config:
-        return field.config["bigqueryType"]
+    bigquery_type = _get_config_value(field, "bigqueryType")
+    if bigquery_type:
+        return bigquery_type
 
     if field_type.lower() in ["array"]:
-        item_type = convert_type_to_bigquery(field.items)
-        return f"ARRAY<{item_type}>"
+        items = _get_items(field)
+        if items:
+            item_type = convert_type_to_bigquery(items)
+            return f"ARRAY<{item_type}>"
+        return "ARRAY"
 
     if field_type.lower() in ["object", "record", "struct"]:
         nested_fields = []
-        for nested_field_name, nested_field in field.fields.items():
+        for nested_field_name, nested_field in _get_nested_fields(field).items():
             nested_field_type = convert_type_to_bigquery(nested_field)
             nested_fields.append(f"{nested_field_name} {nested_field_type}")
         return f"STRUCT<{', '.join(nested_fields)}>"
@@ -359,19 +485,16 @@ def convert_type_to_bigquery(field: Field) -> None | str:
     return map_type_to_bigquery(field)
 
 
-def get_type_config(field: Field, config_attr: str) -> dict[str, str] | None:
-    """Retrieve type configuration if provided in datacontract."""
-    if not field.config:
-        return None
-    return field.config.get(config_attr, None)
-
-
-def convert_type_to_trino(field: Field) -> None | str:
+def convert_type_to_trino(field: Union[SchemaProperty, FieldLike]) -> None | str:
     """Convert from supported datacontract types to equivalent trino types"""
-    if field.config and "trinoType" in field.config:
-        return field.config["trinoType"]
+    trino_type = _get_config_value(field, "trinoType")
+    if trino_type:
+        return trino_type
 
-    field_type = field.type.lower()
+    field_type = _get_type(field)
+    if not field_type:
+        return None
+    field_type = field_type.lower()
     if field_type in ["string", "text", "varchar"]:
         return "varchar"
     # tinyint, smallint not supported by data contract
@@ -392,105 +515,36 @@ def convert_type_to_trino(field: Field) -> None | str:
         return "varbinary"
     if field_type in ["object", "record", "struct"]:
         return "json"
+    return None
 
 
-def convert_type_to_oracle(field: Field) -> None | str:
-    """Convert from supported datacontract types to equivalent Oracle types
-
-    Oracle returns types WITH precision/scale/length through Soda, so we need to match that.
-    For example:
-    - NUMBER -> NUMBER (base types without precision return without it)
-    - TIMESTAMP -> TIMESTAMP(6) (Oracle default precision)
-    - CHAR -> CHAR (but may need explicit handling)
-
-    For fields that were created with specific Oracle types (like NCHAR, ROWID, BLOB),
-    users should use config.oracleType to override the default mapping.
+def convert_type_to_oracle(schema_property: SchemaProperty) -> None | str:
+    """Convert ODCS logical types to Oracle types.
 
+    Uses physicalType if set, otherwise maps ODCS logical types to Oracle equivalents.
     Reference: https://docs.oracle.com/en/database/oracle/oracle-database/19/sqlrf/Data-Types.html
     """
-    # config.oracleType always wins - use it as-is without stripping
-    if field.config and "oracleType" in field.config:
-        return field.config["oracleType"]
-
-    if field.config and "physicalType" in field.config:
-        return field.config["physicalType"]
+    if schema_property.physicalType:
+        return schema_property.physicalType
 
-    field_type = field.type
-    if not field_type:
+    if not schema_property.logicalType:
         return None
 
-    field_type = field_type.lower()
-
-    # String types - default to NVARCHAR2 for strings
-    if field_type in ["string", "varchar"]:
-        return "NVARCHAR2"
-
-    if field_type == "text":
-        # text could be NVARCHAR2 or NCLOB depending on size
-        if field.config and field.config.get("large"):
-            return "NCLOB"
-        return "NVARCHAR2"
-
-    # Numeric types - NUMBER without precision (Oracle returns just NUMBER)
-    if field_type in ["number", "decimal", "numeric", "int", "integer", "long", "bigint", "smallint"]:
-        return "NUMBER"
-
-    # Float types - BINARY_FLOAT/BINARY_DOUBLE by default
-    if field_type == "float":
-        return "BINARY_FLOAT"
-
-    if field_type in ["double", "double precision"]:
-        return "BINARY_DOUBLE"
-
-    # Boolean - maps to CHAR
-    if field_type == "boolean":
-        return "CHAR"
-
-    # Temporal types - Oracle returns with precision
-    if field_type in ["timestamp_tz", "timestamp with time zone", "timestamptz"]:
-        return "TIMESTAMP(6) WITH TIME ZONE"
+    logical_type = schema_property.logicalType
 
-    if field_type in ["timestamp_ntz", "timestamp", "timestamp without time zone"]:
-        return "TIMESTAMP(6)"
-
-    if field_type == "date":
-        return "DATE"
-
-    if field_type == "time":
-        # Oracle's INTERVAL DAY TO SECOND has default precision
-        return "INTERVAL DAY(0) TO SECOND(6)"
-
-    # Binary types
-    if field_type in ["bytes", "binary"]:
-        # Default to RAW for bytes
-        return "RAW"
-
-    # LOB types
-    if field_type == "blob":
-        return "BLOB"
-
-    if field_type == "nclob":
-        return "NCLOB"
-
-    if field_type == "clob":
-        return "CLOB"
-
-    # Oracle-specific types
-    if field_type == "bfile":
-        return "BFILE"
-
-    if field_type in ["long raw", "longraw"]:
-        return "LONG RAW"
-
-    if field_type == "rowid":
-        return "ROWID"
-
-    if field_type == "urowid":
-        return "UROWID"
-
-    # Complex/JSON types -> CLOB (emulated)
-    if field_type in ["array", "map", "object", "record", "struct", "variant", "json"]:
-        return "CLOB"
+    # ODCS logical type mappings
+    mapping = {
+        "string": "NVARCHAR2",
+        "number": "NUMBER",
+        "integer": "NUMBER",
+        "float": "BINARY_FLOAT",
+        "double": "BINARY_DOUBLE",
+        "boolean": "CHAR",
+        "date": "DATE",
+        "timestamp": "TIMESTAMP(6) WITH TIME ZONE",
+        "bytes": "RAW",
+        "object": "CLOB",
+        "array": "CLOB",
+    }
 
-    # Default to CLOB for unknown types
-    return "CLOB"
+    return mapping.get(logical_type)
diff --git a/datacontract/export/sqlalchemy_converter.py b/datacontract/export/sqlalchemy_converter.py
deleted file mode 100644
index 71d116aaa..000000000
--- a/datacontract/export/sqlalchemy_converter.py
+++ /dev/null
@@ -1,170 +0,0 @@
-import ast
-import typing
-
-import datacontract.model.data_contract_specification as spec
-from datacontract.export.exporter import Exporter, _determine_sql_server_type
-
-
-class SQLAlchemyExporter(Exporter):
-    def export(
-        self, data_contract: spec.DataContractSpecification, model, server, sql_server_type, export_args
-    ) -> dict:
-        sql_server_type = _determine_sql_server_type(data_contract, sql_server_type, server)
-        return to_sqlalchemy_model_str(data_contract, sql_server_type, server)
-
-
-DECLARATIVE_BASE = "Base"
-
-
-def to_sqlalchemy_model_str(contract: spec.DataContractSpecification, sql_server_type: str = "", server=None) -> str:
-    server_obj = contract.servers.get(server)
-    classdefs = [
-        generate_model_class(model_name, model, server_obj, sql_server_type)
-        for (model_name, model) in contract.models.items()
-    ]
-    documentation = (
-        [ast.Expr(ast.Constant(contract.info.description))] if (contract.info and contract.info.description) else []
-    )
-
-    declarative_base = ast.ClassDef(
-        name=DECLARATIVE_BASE,
-        bases=[ast.Name(id="DeclarativeBase", ctx=ast.Load())],
-        body=[ast.Pass()],
-        keywords=[],
-        decorator_list=[],
-    )
-
-    databricks_timestamp = ast.ImportFrom(
-        module="databricks.sqlalchemy", names=[ast.alias("TIMESTAMP"), ast.alias("TIMESTAMP_NTZ")]
-    )
-    timestamp = ast.ImportFrom(module="sqlalchemy", names=[ast.alias(name="TIMESTAMP")])
-    result = ast.Module(
-        body=[
-            ast.ImportFrom(module="sqlalchemy.orm", names=[ast.alias(name="DeclarativeBase")]),
-            ast.ImportFrom(
-                module="sqlalchemy",
-                names=[
-                    ast.alias("Column"),
-                    ast.alias("Date"),
-                    ast.alias("Integer"),
-                    ast.alias("Numeric"),
-                    ast.alias("String"),
-                    ast.alias("Text"),
-                    ast.alias("VARCHAR"),
-                    ast.alias("BigInteger"),
-                    ast.alias("Float"),
-                    ast.alias("Double"),
-                    ast.alias("Boolean"),
-                    ast.alias("Date"),
-                    ast.alias("ARRAY"),
-                    ast.alias("LargeBinary"),
-                ],
-            ),
-            databricks_timestamp if sql_server_type == "databricks" else timestamp,
-            *documentation,
-            declarative_base,
-            *classdefs,
-        ],
-        type_ignores=[],
-    )
-    return ast.unparse(result)
-
-
-def Call(name, *args, **kwargs) -> ast.Call:
-    return ast.Call(
-        ast.Name(name),
-        args=[v for v in args],
-        keywords=[ast.keyword(arg=f"{k}", value=ast.Constant(v)) for (k, v) in kwargs.items()],
-    )
-
-
-def Column(predicate, **kwargs) -> ast.Call:
-    return Call("Column", predicate, **kwargs)
-
-
-def sqlalchemy_primitive(field: spec.Field):
-    sqlalchemy_name = {
-        "string": Call("String", ast.Constant(field.maxLength)),
-        "text": Call("Text", ast.Constant(field.maxLength)),
-        "varchar": Call("VARCHAR", ast.Constant(field.maxLength)),
-        "number": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)),
-        "decimal": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)),
-        "numeric": Call("Numeric", ast.Constant(field.precision), ast.Constant(field.scale)),
-        "int": ast.Name("Integer"),
-        "integer": ast.Name("Integer"),
-        "long": ast.Name("BigInteger"),
-        "bigint": ast.Name("BigInteger"),
-        "float": ast.Name("Float"),
-        "double": ast.Name("Double"),
-        "boolean": ast.Name("Boolean"),
-        "timestamp": ast.Name("TIMESTAMP"),
-        "timestamp_tz": Call("TIMESTAMP", ast.Constant(True)),
-        "timestamp_ntz": ast.Name("TIMESTAMP_NTZ"),
-        "date": ast.Name("Date"),
-        "bytes": Call("LargeBinary", ast.Constant(field.maxLength)),
-    }
-    return sqlalchemy_name.get(field.type)
-
-
-def constant_field_value(field_name: str, field: spec.Field) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]:
-    new_type = sqlalchemy_primitive(field)
-    match field.type:
-        case "array":
-            new_type = Call("ARRAY", sqlalchemy_primitive(field.items))
-    if new_type is None:
-        raise RuntimeError(f"Unsupported field type {field.type}.")
-
-    return Column(
-        new_type, nullable=not field.required, comment=field.description, primary_key=field.primaryKey or field.primary
-    ), None
-
-
-def column_assignment(field_name: str, field: spec.Field) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]:
-    return constant_field_value(field_name, field)
-
-
-def is_simple_field(field: spec.Field) -> bool:
-    return field.type not in set(["object", "record", "struct"])
-
-
-def field_definitions(fields: dict[str, spec.Field]) -> tuple[list[ast.Expr], list[ast.ClassDef]]:
-    annotations: list[ast.Expr] = []
-    classes: list[typing.Any] = []
-    for field_name, field in fields.items():
-        (ann, new_class) = column_assignment(field_name, field)
-        annotations.append(ast.Assign(targets=[ast.Name(id=field_name, ctx=ast.Store())], value=ann, lineno=0))
-    return (annotations, classes)
-
-
-def generate_model_class(
-    name: str, model_definition: spec.Model, server=None, sql_server_type: str = ""
-) -> ast.ClassDef:
-    (field_assignments, nested_classes) = field_definitions(model_definition.fields)
-    documentation = [ast.Expr(ast.Constant(model_definition.description))] if model_definition.description else []
-
-    schema = None if server is None else server.schema_
-    table_name = ast.Constant(name)
-    if sql_server_type == "databricks":
-        table_name = ast.Constant(name.lower())
-
-    result = ast.ClassDef(
-        name=name.capitalize(),
-        bases=[ast.Name(id=DECLARATIVE_BASE, ctx=ast.Load())],
-        body=[
-            *documentation,
-            ast.Assign(targets=[ast.Name("__tablename__")], value=table_name, lineno=0),
-            ast.Assign(
-                targets=[ast.Name("__table_args__")],
-                value=ast.Dict(
-                    keys=[ast.Constant("comment"), ast.Constant("schema")],
-                    values=[ast.Constant(model_definition.description), ast.Constant(schema)],
-                ),
-                lineno=0,
-            ),
-            *nested_classes,
-            *field_assignments,
-        ],
-        keywords=[],
-        decorator_list=[],
-    )
-    return result
diff --git a/datacontract/export/sqlalchemy_exporter.py b/datacontract/export/sqlalchemy_exporter.py
new file mode 100644
index 000000000..8fba2f487
--- /dev/null
+++ b/datacontract/export/sqlalchemy_exporter.py
@@ -0,0 +1,216 @@
+import ast
+import typing
+from typing import List, Optional
+
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty, Server
+
+from datacontract.export.exporter import Exporter, _determine_sql_server_type
+
+
+class SQLAlchemyExporter(Exporter):
+    def export(
+        self, data_contract: OpenDataContractStandard, schema_name, server, sql_server_type, export_args
+    ) -> dict:
+        sql_server_type = _determine_sql_server_type(data_contract, sql_server_type, server)
+        return to_sqlalchemy_model_str(data_contract, sql_server_type, server)
+
+
+DECLARATIVE_BASE = "Base"
+
+
+def _get_server_by_name(data_contract: OpenDataContractStandard, name: str) -> Optional[Server]:
+    """Get a server by name."""
+    if data_contract.servers is None:
+        return None
+    return next((s for s in data_contract.servers if s.server == name), None)
+
+
+def _get_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the type from a schema property."""
+    if prop.logicalType:
+        return prop.logicalType
+    if prop.physicalType:
+        return prop.physicalType
+    return None
+
+
+def _get_logical_type_option(prop: SchemaProperty, key: str):
+    """Get a logical type option value."""
+    if prop.logicalTypeOptions is None:
+        return None
+    return prop.logicalTypeOptions.get(key)
+
+
+def to_sqlalchemy_model_str(
+    odcs: OpenDataContractStandard, sql_server_type: str = "", server=None
+) -> str:
+    server_obj = _get_server_by_name(odcs, server) if server else None
+    classdefs = []
+    if odcs.schema_:
+        for schema_obj in odcs.schema_:
+            classdefs.append(generate_model_class(schema_obj.name, schema_obj, server_obj, sql_server_type))
+
+    description_str = None
+    if odcs.description:
+        if hasattr(odcs.description, "purpose"):
+            description_str = odcs.description.purpose
+    documentation = [ast.Expr(ast.Constant(description_str))] if description_str else []
+
+    declarative_base = ast.ClassDef(
+        name=DECLARATIVE_BASE,
+        bases=[ast.Name(id="DeclarativeBase", ctx=ast.Load())],
+        body=[ast.Pass()],
+        keywords=[],
+        decorator_list=[],
+    )
+
+    databricks_timestamp = ast.ImportFrom(
+        module="databricks.sqlalchemy", names=[ast.alias("TIMESTAMP"), ast.alias("TIMESTAMP_NTZ")]
+    )
+    timestamp = ast.ImportFrom(module="sqlalchemy", names=[ast.alias(name="TIMESTAMP")])
+    result = ast.Module(
+        body=[
+            ast.ImportFrom(module="sqlalchemy.orm", names=[ast.alias(name="DeclarativeBase")]),
+            ast.ImportFrom(
+                module="sqlalchemy",
+                names=[
+                    ast.alias("Column"),
+                    ast.alias("Date"),
+                    ast.alias("Integer"),
+                    ast.alias("Numeric"),
+                    ast.alias("String"),
+                    ast.alias("Text"),
+                    ast.alias("VARCHAR"),
+                    ast.alias("BigInteger"),
+                    ast.alias("Float"),
+                    ast.alias("Double"),
+                    ast.alias("Boolean"),
+                    ast.alias("Date"),
+                    ast.alias("ARRAY"),
+                    ast.alias("LargeBinary"),
+                ],
+            ),
+            databricks_timestamp if sql_server_type == "databricks" else timestamp,
+            *documentation,
+            declarative_base,
+            *classdefs,
+        ],
+        type_ignores=[],
+    )
+    return ast.unparse(result)
+
+
+def Call(name, *args, **kwargs) -> ast.Call:
+    return ast.Call(
+        ast.Name(name),
+        args=[v for v in args],
+        keywords=[ast.keyword(arg=f"{k}", value=ast.Constant(v)) for (k, v) in kwargs.items()],
+    )
+
+
+def Column(predicate, **kwargs) -> ast.Call:
+    return Call("Column", predicate, **kwargs)
+
+
+def sqlalchemy_primitive(prop: SchemaProperty):
+    prop_type = _get_type(prop)
+    max_length = _get_logical_type_option(prop, "maxLength")
+    precision = _get_logical_type_option(prop, "precision")
+    scale = _get_logical_type_option(prop, "scale")
+
+    if prop_type is None:
+        return None
+
+    prop_type_lower = prop_type.lower()
+
+    sqlalchemy_name = {
+        "string": Call("String", ast.Constant(max_length)),
+        "text": Call("Text", ast.Constant(max_length)),
+        "varchar": Call("VARCHAR", ast.Constant(max_length)),
+        "number": Call("Numeric", ast.Constant(precision), ast.Constant(scale)),
+        "decimal": Call("Numeric", ast.Constant(precision), ast.Constant(scale)),
+        "numeric": Call("Numeric", ast.Constant(precision), ast.Constant(scale)),
+        "int": ast.Name("Integer"),
+        "integer": ast.Name("Integer"),
+        "long": ast.Name("BigInteger"),
+        "bigint": ast.Name("BigInteger"),
+        "float": ast.Name("Float"),
+        "double": ast.Name("Double"),
+        "boolean": ast.Name("Boolean"),
+        "timestamp": ast.Name("TIMESTAMP"),
+        "timestamp_tz": Call("TIMESTAMP", ast.Constant(True)),
+        "timestamp_ntz": ast.Name("TIMESTAMP_NTZ"),
+        "date": ast.Name("Date"),
+        "bytes": Call("LargeBinary", ast.Constant(max_length)),
+    }
+    return sqlalchemy_name.get(prop_type_lower)
+
+
+def constant_field_value(field_name: str, prop: SchemaProperty) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]:
+    new_type = sqlalchemy_primitive(prop)
+    prop_type = _get_type(prop)
+
+    if prop_type and prop_type.lower() == "array":
+        if prop.items:
+            new_type = Call("ARRAY", sqlalchemy_primitive(prop.items))
+        else:
+            new_type = Call("ARRAY", ast.Name("String"))
+
+    if new_type is None:
+        raise RuntimeError(f"Unsupported field type {prop_type}.")
+
+    return Column(
+        new_type, nullable=not prop.required, comment=prop.description, primary_key=prop.primaryKey if prop.primaryKey else None
+    ), None
+
+
+def column_assignment(field_name: str, prop: SchemaProperty) -> tuple[ast.Call, typing.Optional[ast.ClassDef]]:
+    return constant_field_value(field_name, prop)
+
+
+def is_simple_field(prop: SchemaProperty) -> bool:
+    prop_type = _get_type(prop) or ""
+    return prop_type.lower() not in {"object", "record", "struct"}
+
+
+def field_definitions(properties: List[SchemaProperty]) -> tuple[list[ast.Expr], list[ast.ClassDef]]:
+    annotations: list[ast.Expr] = []
+    classes: list[typing.Any] = []
+    for prop in properties:
+        (ann, new_class) = column_assignment(prop.name, prop)
+        annotations.append(ast.Assign(targets=[ast.Name(id=prop.name, ctx=ast.Store())], value=ann, lineno=0))
+    return (annotations, classes)
+
+
+def generate_model_class(
+    name: str, schema_obj: SchemaObject, server: Optional[Server] = None, sql_server_type: str = ""
+) -> ast.ClassDef:
+    (field_assignments, nested_classes) = field_definitions(schema_obj.properties or [])
+    documentation = [ast.Expr(ast.Constant(schema_obj.description))] if schema_obj.description else []
+
+    schema = None if server is None else server.schema_
+    table_name = ast.Constant(name)
+    if sql_server_type == "databricks":
+        table_name = ast.Constant(name.lower())
+
+    result = ast.ClassDef(
+        name=name.capitalize(),
+        bases=[ast.Name(id=DECLARATIVE_BASE, ctx=ast.Load())],
+        body=[
+            *documentation,
+            ast.Assign(targets=[ast.Name("__tablename__")], value=table_name, lineno=0),
+            ast.Assign(
+                targets=[ast.Name("__table_args__")],
+                value=ast.Dict(
+                    keys=[ast.Constant("comment"), ast.Constant("schema")],
+                    values=[ast.Constant(schema_obj.description), ast.Constant(schema)],
+                ),
+                lineno=0,
+            ),
+            *nested_classes,
+            *field_assignments,
+        ],
+        keywords=[],
+        decorator_list=[],
+    )
+    return result
diff --git a/datacontract/export/terraform_converter.py b/datacontract/export/terraform_converter.py
deleted file mode 100644
index 850442d77..000000000
--- a/datacontract/export/terraform_converter.py
+++ /dev/null
@@ -1,76 +0,0 @@
-import re
-
-from datacontract.export.exporter import Exporter
-from datacontract.model.data_contract_specification import DataContractSpecification, Server
-
-
-class TerraformExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> dict:
-        return to_terraform(data_contract)
-
-
-def to_terraform(data_contract_spec: DataContractSpecification, server_id: str = None) -> str:
-    if data_contract_spec is None:
-        return ""
-    if data_contract_spec.servers is None or len(data_contract_spec.servers) == 0:
-        return ""
-
-    result = ""
-    for server_name, server in iter(data_contract_spec.servers.items()):
-        if server_id is not None and server_name != server_id:
-            continue
-        result = server_to_terraform_resource(data_contract_spec, result, server, server_name)
-
-    return result.strip()
-
-
-def server_to_terraform_resource(data_contract_spec, result, server: Server, server_name):
-    tag_data_contract = data_contract_spec.id
-    tag_name = data_contract_spec.info.title
-    tag_server = server_name
-    bucket_name = extract_bucket_name(server)
-    resource_id = f"{data_contract_spec.id}_{server_name}"
-    data_product_id = server.dataProductId
-
-    if data_product_id is not None:
-        result += f"""
-resource "aws_s3_bucket" "{resource_id}" {{
-  bucket = "{bucket_name}"
-
-  tags = {{
-    Name         = "{tag_name}"
-    DataContract = "{tag_data_contract}"
-    Server       = "{tag_server}"
-    DataProduct  = "{data_product_id}"
-  }}
-}}
-
-"""
-    else:
-        result += f"""
-resource "aws_s3_bucket" "{resource_id}" {{
-  bucket = "{bucket_name}"
-
-  tags = {{
-    Name         = "{tag_name}"
-    DataContract = "{tag_data_contract}"
-    Server       = "{tag_server}"
-  }}
-}}
-
-"""
-    return result
-
-
-def extract_bucket_name(server) -> str | None:
-    if server.type == "s3":
-        s3_url = server.location
-        # Regular expression to match the S3 bucket name
-        match = re.search(r"s3://([^/]+)/", s3_url)
-        if match:
-            # Return the first group (bucket name)
-            return match.group(1)
-        else:
-            return ""
-
-    return ""
diff --git a/datacontract/imports/avro_importer.py b/datacontract/imports/avro_importer.py
index da045380d..f433622cc 100644
--- a/datacontract/imports/avro_importer.py
+++ b/datacontract/imports/avro_importer.py
@@ -1,49 +1,42 @@
-from typing import Dict, List
+from typing import List
 
 import avro.schema
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+)
 from datacontract.model.exceptions import DataContractException
 
+# Avro logical type to ODCS logical type mapping
+LOGICAL_TYPE_MAPPING = {
+    "decimal": "number",
+    "date": "date",
+    "time-millis": "string",
+    "time-micros": "string",
+    "timestamp-millis": "date",
+    "timestamp-micros": "date",
+    "local-timestamp-millis": "date",
+    "local-timestamp-micros": "date",
+    "duration": "string",
+    "uuid": "string",
+}
+
 
 class AvroImporter(Importer):
     """Class to import Avro Schema file"""
 
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        """
-        Import Avro schema from a source file.
-
-        Args:
-            data_contract_specification: The data contract specification to update.
-            source: The path to the Avro schema file.
-            import_args: Additional import arguments.
-
-        Returns:
-            The updated data contract specification.
-        """
-        return import_avro(data_contract_specification, source)
-
-
-def import_avro(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification:
-    """
-    Import an Avro schema from a file and update the data contract specification.
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_avro(source)
 
-    Args:
-        data_contract_specification: The data contract specification to update.
-        source: The path to the Avro schema file.
-
-    Returns:
-        DataContractSpecification: The updated data contract specification.
-
-    Raises:
-        DataContractException: If there's an error parsing the Avro schema.
-    """
-    if data_contract_specification.models is None:
-        data_contract_specification.models = {}
 
+def import_avro(source: str) -> OpenDataContractStandard:
+    """Import an Avro schema from a file."""
     try:
         with open(source, "r") as file:
             avro_schema = avro.schema.parse(file.read())
@@ -55,197 +48,236 @@ def import_avro(data_contract_specification: DataContractSpecification, source:
             engine="datacontract",
             original_exception=e,
         )
-    # type record is being used for both the table and the object types in data contract
-    # -> CONSTRAINT: one table per .avsc input, all nested records are interpreted as objects
-    fields = import_record_fields(avro_schema.fields)
 
-    data_contract_specification.models[avro_schema.name] = Model(
-        fields=fields,
-    )
+    odcs = create_odcs()
+    odcs.schema_ = []
 
-    if avro_schema.get_prop("doc") is not None:
-        data_contract_specification.models[avro_schema.name].description = avro_schema.get_prop("doc")
-
-    if avro_schema.get_prop("namespace") is not None:
-        data_contract_specification.models[avro_schema.name].namespace = avro_schema.get_prop("namespace")
+    properties = import_record_fields(avro_schema.fields)
 
-    return data_contract_specification
+    schema_obj = create_schema_object(
+        name=avro_schema.name,
+        physical_type="record",
+        description=avro_schema.get_prop("doc"),
+        properties=properties,
+    )
 
+    # Add namespace as custom property if present
+    if avro_schema.get_prop("namespace") is not None:
+        from open_data_contract_standard.model import CustomProperty
+        schema_obj.customProperties = [
+            CustomProperty(property="namespace", value=avro_schema.get_prop("namespace"))
+        ]
 
-def handle_config_avro_custom_properties(field: avro.schema.Field, imported_field: Field) -> None:
-    """
-    Handle custom Avro properties and add them to the imported field's config.
+    odcs.schema_.append(schema_obj)
 
-    Args:
-        field: The Avro field.
-        imported_field: The imported field to update.
-    """
-    if field.get_prop("logicalType") is not None:
-        if imported_field.config is None:
-            imported_field.config = {}
-        imported_field.config["avroLogicalType"] = field.get_prop("logicalType")
+    return odcs
 
-    if field.default is not None:
-        if imported_field.config is None:
-            imported_field.config = {}
-        imported_field.config["avroDefault"] = field.default
 
+def import_record_fields(record_fields: List[avro.schema.Field]) -> List[SchemaProperty]:
+    """Import Avro record fields and convert them to ODCS properties."""
+    properties = []
 
-LOGICAL_TYPE_MAPPING = {
-    "decimal": "decimal",
-    "date": "date",
-    "time-millis": "time",
-    "time-micros": "time",
-    "timestamp-millis": "timestamp_tz",
-    "timestamp-micros": "timestamp_tz",
-    "local-timestamp-micros": "timestamp_ntz",
-    "local-timestamp-millis": "timestamp_ntz",
-    "duration": "string",
-    "uuid": "string",
-}
+    for field in record_fields:
+        prop = import_avro_field(field)
+        if prop:
+            properties.append(prop)
 
+    return properties
 
-def import_record_fields(record_fields: List[avro.schema.Field]) -> Dict[str, Field]:
-    """
-    Import Avro record fields and convert them to data contract fields.
 
-    Args:
-        record_fields: List of Avro record fields.
+def import_avro_field(field: avro.schema.Field) -> SchemaProperty:
+    """Import a single Avro field as an ODCS SchemaProperty."""
+    custom_props = {}
 
-    Returns:
-        A dictionary of imported fields.
-    """
-    imported_fields = {}
-    for field in record_fields:
-        imported_field = Field()
-        imported_field.required = True
-        imported_field.description = field.doc
-
-        handle_config_avro_custom_properties(field, imported_field)
-
-        # Determine field type and handle nested structures
-        if field.type.type == "record":
-            imported_field.type = "object"
-            imported_field.description = field.type.doc
-            imported_field.fields = import_record_fields(field.type.fields)
-        elif field.type.type == "union":
-            imported_field.required = False
-            # Check for enum in union first, since it needs special handling
-            enum_schema = get_enum_from_union_field(field)
-            if enum_schema:
-                imported_field.type = "string"
-                imported_field.enum = enum_schema.symbols
-                imported_field.title = enum_schema.name
-                if not imported_field.config:
-                    imported_field.config = {}
-                imported_field.config["avroType"] = "enum"
-            else:
-                type = import_type_of_optional_field(field)
-                imported_field.type = type
-                if type == "record":
-                    imported_field.fields = import_record_fields(get_record_from_union_field(field).fields)
-                elif type == "array":
-                    imported_field.type = "array"
-                    imported_field.items = import_avro_array_items(get_array_from_union_field(field))
-        elif field.type.type == "array":
-            imported_field.type = "array"
-            imported_field.items = import_avro_array_items(field.type)
-        elif field.type.type == "map":
-            imported_field.type = "map"
-            imported_field.values = import_avro_map_values(field.type)
-        elif field.type.type == "enum":
-            imported_field.type = "string"
-            imported_field.enum = field.type.symbols
-            imported_field.title = field.type.name
-            if not imported_field.config:
-                imported_field.config = {}
-            imported_field.config["avroType"] = "enum"
+    # Handle Avro custom properties
+    if field.get_prop("logicalType") is not None:
+        custom_props["avroLogicalType"] = field.get_prop("logicalType")
+    if field.default is not None:
+        custom_props["avroDefault"] = str(field.default)
+
+    # Determine type and nested structures
+    if field.type.type == "record":
+        nested_properties = import_record_fields(field.type.fields)
+        prop = create_property(
+            name=field.name,
+            logical_type="object",
+            physical_type="record",
+            description=field.type.doc or field.doc,
+            required=True,
+            properties=nested_properties,
+            custom_properties=custom_props if custom_props else None,
+        )
+    elif field.type.type == "union":
+        # Union types indicate optional fields (null + type)
+        enum_schema = get_enum_from_union_field(field)
+        if enum_schema:
+            prop = create_property(
+                name=field.name,
+                logical_type="string",
+                physical_type="enum",
+                description=field.doc,
+                required=False,
+                custom_properties={**custom_props, "avroType": "enum"} if custom_props else {"avroType": "enum"},
+            )
         else:
-            logical_type = field.type.get_prop("logicalType")
-            if logical_type in LOGICAL_TYPE_MAPPING:
-                imported_field.type = LOGICAL_TYPE_MAPPING[logical_type]
-                if logical_type == "decimal":
-                    imported_field.precision = field.type.precision
-                    imported_field.scale = field.type.scale
+            logical_type, physical_type = import_type_of_optional_field(field)
+            if logical_type == "object":
+                record_schema = get_record_from_union_field(field)
+                nested_properties = import_record_fields(record_schema.fields) if record_schema else []
+                prop = create_property(
+                    name=field.name,
+                    logical_type="object",
+                    physical_type="record",
+                    description=field.doc,
+                    required=False,
+                    properties=nested_properties,
+                    custom_properties=custom_props if custom_props else None,
+                )
+            elif logical_type == "array":
+                array_schema = get_array_from_union_field(field)
+                items_prop = import_avro_array_items(array_schema) if array_schema else None
+                prop = create_property(
+                    name=field.name,
+                    logical_type="array",
+                    physical_type="array",
+                    description=field.doc,
+                    required=False,
+                    items=items_prop,
+                    custom_properties=custom_props if custom_props else None,
+                )
             else:
-                imported_field.type = map_type_from_avro(field.type.type)
-        imported_fields[field.name] = imported_field
-
-    return imported_fields
-
-
-def import_avro_array_items(array_schema: avro.schema.ArraySchema) -> Field:
-    """
-    Import Avro array items and convert them to a data contract field.
+                prop = create_property(
+                    name=field.name,
+                    logical_type=logical_type,
+                    physical_type=physical_type,
+                    description=field.doc,
+                    required=False,
+                    custom_properties=custom_props if custom_props else None,
+                )
+    elif field.type.type == "array":
+        items_prop = import_avro_array_items(field.type)
+        prop = create_property(
+            name=field.name,
+            logical_type="array",
+            physical_type="array",
+            description=field.doc,
+            required=True,
+            items=items_prop,
+            custom_properties=custom_props if custom_props else None,
+        )
+    elif field.type.type == "map":
+        prop = create_property(
+            name=field.name,
+            logical_type="object",
+            physical_type="map",
+            description=field.doc,
+            required=True,
+            custom_properties={**custom_props, "avroType": "map"} if custom_props else {"avroType": "map"},
+        )
+    elif field.type.type == "enum":
+        prop = create_property(
+            name=field.name,
+            logical_type="string",
+            physical_type="enum",
+            description=field.doc,
+            required=True,
+            custom_properties={**custom_props, "avroType": "enum", "avroSymbols": field.type.symbols} if custom_props else {"avroType": "enum", "avroSymbols": field.type.symbols},
+        )
+    else:
+        # Primitive types
+        avro_logical_type = field.type.get_prop("logicalType")
+        if avro_logical_type in LOGICAL_TYPE_MAPPING:
+            logical_type = LOGICAL_TYPE_MAPPING[avro_logical_type]
+            precision = getattr(field.type, 'precision', None)
+            scale = getattr(field.type, 'scale', None)
+            prop = create_property(
+                name=field.name,
+                logical_type=logical_type,
+                physical_type=field.type.type,
+                description=field.doc,
+                required=True,
+                precision=precision,
+                scale=scale,
+                custom_properties=custom_props if custom_props else None,
+            )
+        else:
+            logical_type = map_type_from_avro(field.type.type)
+            prop = create_property(
+                name=field.name,
+                logical_type=logical_type,
+                physical_type=field.type.type,
+                description=field.doc,
+                required=True,
+                custom_properties=custom_props if custom_props else None,
+            )
 
-    Args:
-        array_schema: The Avro array schema.
+    return prop
 
-    Returns:
-        Field: The imported field representing the array items.
-    """
-    items = Field()
-    for prop in array_schema.other_props:
-        items.__setattr__(prop, array_schema.other_props[prop])
 
+def import_avro_array_items(array_schema: avro.schema.ArraySchema) -> SchemaProperty:
+    """Import Avro array items as an ODCS SchemaProperty."""
     if array_schema.items.type == "record":
-        items.type = "object"
-        items.fields = import_record_fields(array_schema.items.fields)
+        nested_properties = import_record_fields(array_schema.items.fields)
+        return create_property(
+            name="items",
+            logical_type="object",
+            physical_type="record",
+            properties=nested_properties,
+        )
     elif array_schema.items.type == "array":
-        items.type = "array"
-        items.items = import_avro_array_items(array_schema.items)
-    else:  # primitive type
-        items.type = map_type_from_avro(array_schema.items.type)
-
-    return items
-
-
-def import_avro_map_values(map_schema: avro.schema.MapSchema) -> Field:
-    """
-    Import Avro map values and convert them to a data contract field.
-
-    Args:
-        map_schema: The Avro map schema.
+        items_prop = import_avro_array_items(array_schema.items)
+        return create_property(
+            name="items",
+            logical_type="array",
+            physical_type="array",
+            items=items_prop,
+        )
+    else:
+        logical_type = map_type_from_avro(array_schema.items.type)
+        return create_property(
+            name="items",
+            logical_type=logical_type,
+            physical_type=array_schema.items.type,
+        )
 
-    Returns:
-        Field: The imported field representing the map values.
-    """
-    values = Field()
-    for prop in map_schema.other_props:
-        values.__setattr__(prop, map_schema.other_props[prop])
 
+def import_avro_map_values(map_schema: avro.schema.MapSchema) -> SchemaProperty:
+    """Import Avro map values as an ODCS SchemaProperty."""
     if map_schema.values.type == "record":
-        values.type = "object"
-        values.fields = import_record_fields(map_schema.values.fields)
+        nested_properties = import_record_fields(map_schema.values.fields)
+        return create_property(
+            name="values",
+            logical_type="object",
+            physical_type="record",
+            properties=nested_properties,
+        )
     elif map_schema.values.type == "array":
-        values.type = "array"
-        values.items = import_avro_array_items(map_schema.values)
-    else:  # primitive type
-        values.type = map_type_from_avro(map_schema.values.type)
-
-    return values
-
-
-def import_type_of_optional_field(field: avro.schema.Field) -> str:
-    """
-    Determine the type of optional field in an Avro union.
-
-    Args:
-        field: The Avro field with a union type.
+        items_prop = import_avro_array_items(map_schema.values)
+        return create_property(
+            name="values",
+            logical_type="array",
+            physical_type="array",
+            items=items_prop,
+        )
+    else:
+        logical_type = map_type_from_avro(map_schema.values.type)
+        return create_property(
+            name="values",
+            logical_type=logical_type,
+            physical_type=map_schema.values.type,
+        )
 
-    Returns:
-        str: The mapped type of the non-null field in the union.
 
-    Raises:
-        DataContractException: If no non-null type is found in the union.
-    """
+def import_type_of_optional_field(field: avro.schema.Field) -> tuple[str, str]:
+    """Determine the type of optional field in an Avro union."""
     for field_type in field.type.schemas:
         if field_type.type != "null":
-            logical_type = field_type.get_prop("logicalType")
-            if logical_type and logical_type in LOGICAL_TYPE_MAPPING:
-                return LOGICAL_TYPE_MAPPING[logical_type]
+            avro_logical_type = field_type.get_prop("logicalType")
+            if avro_logical_type and avro_logical_type in LOGICAL_TYPE_MAPPING:
+                return LOGICAL_TYPE_MAPPING[avro_logical_type], field_type.type
             else:
-                return map_type_from_avro(field_type.type)
+                return map_type_from_avro(field_type.type), field_type.type
+
     raise DataContractException(
         type="schema",
         result="failed",
@@ -256,15 +288,7 @@ def import_type_of_optional_field(field: avro.schema.Field) -> str:
 
 
 def get_record_from_union_field(field: avro.schema.Field) -> avro.schema.RecordSchema | None:
-    """
-    Get the record schema from a union field.
-
-    Args:
-        field: The Avro field with a union type.
-
-    Returns:
-        The record schema if found, None otherwise.
-    """
+    """Get the record schema from a union field."""
     for field_type in field.type.schemas:
         if field_type.type == "record":
             return field_type
@@ -272,15 +296,7 @@ def get_record_from_union_field(field: avro.schema.Field) -> avro.schema.RecordS
 
 
 def get_array_from_union_field(field: avro.schema.Field) -> avro.schema.ArraySchema | None:
-    """
-    Get the array schema from a union field.
-
-    Args:
-        field: The Avro field with a union type.
-
-    Returns:
-        The array schema if found, None otherwise.
-    """
+    """Get the array schema from a union field."""
     for field_type in field.type.schemas:
         if field_type.type == "array":
             return field_type
@@ -288,15 +304,7 @@ def get_array_from_union_field(field: avro.schema.Field) -> avro.schema.ArraySch
 
 
 def get_enum_from_union_field(field: avro.schema.Field) -> avro.schema.EnumSchema | None:
-    """
-    Get the enum schema from a union field.
-
-    Args:
-        field: The Avro field with a union type.
-
-    Returns:
-        The enum schema if found, None otherwise.
-    """
+    """Get the enum schema from a union field."""
     for field_type in field.type.schemas:
         if field_type.type == "enum":
             return field_type
@@ -304,48 +312,30 @@ def get_enum_from_union_field(field: avro.schema.Field) -> avro.schema.EnumSchem
 
 
 def map_type_from_avro(avro_type_str: str) -> str:
-    """
-    Map Avro type strings to data contract type strings.
-
-    Args:
-        avro_type_str (str): The Avro type string.
-
-    Returns:
-        str: The corresponding data contract type string.
-
-    Raises:
-        DataContractException: If the Avro type is unsupported.
-    """
-    # TODO: ambiguous mapping in the export
-    if avro_type_str == "null":
-        return "null"
-    elif avro_type_str == "string":
-        return "string"
-    elif avro_type_str == "bytes":
-        return "binary"
-    elif avro_type_str == "double":
-        return "double"
-    elif avro_type_str == "float":
-        return "float"
-    elif avro_type_str == "int":
-        return "int"
-    elif avro_type_str == "long":
-        return "long"
-    elif avro_type_str == "boolean":
-        return "boolean"
-    elif avro_type_str == "record":
-        return "record"
-    elif avro_type_str == "array":
-        return "array"
-    elif avro_type_str == "map":
-        return "map"
-    elif avro_type_str == "enum":
-        return "string"
-    else:
-        raise DataContractException(
-            type="schema",
-            result="failed",
-            name="Map avro type to data contract type",
-            reason=f"Unsupported type {avro_type_str} in avro schema.",
-            engine="datacontract",
-        )
+    """Map Avro type strings to ODCS logical type strings."""
+    type_mapping = {
+        "null": "string",  # null type maps to string as placeholder
+        "string": "string",
+        "bytes": "array",
+        "double": "number",
+        "float": "number",
+        "int": "integer",
+        "long": "integer",
+        "boolean": "boolean",
+        "record": "object",
+        "array": "array",
+        "map": "object",
+        "enum": "string",
+        "fixed": "array",
+    }
+
+    if avro_type_str in type_mapping:
+        return type_mapping[avro_type_str]
+
+    raise DataContractException(
+        type="schema",
+        result="failed",
+        name="Map avro type to data contract type",
+        reason=f"Unsupported type {avro_type_str} in avro schema.",
+        engine="datacontract",
+    )
diff --git a/datacontract/imports/bigquery_importer.py b/datacontract/imports/bigquery_importer.py
index e07904c91..fd2a8f107 100644
--- a/datacontract/imports/bigquery_importer.py
+++ b/datacontract/imports/bigquery_importer.py
@@ -2,30 +2,32 @@
 import logging
 from typing import List
 
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
+
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+)
 from datacontract.model.exceptions import DataContractException
 
 
 class BigQueryImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
         if source is not None:
-            data_contract_specification = import_bigquery_from_json(data_contract_specification, source)
+            return import_bigquery_from_json(source)
         else:
-            data_contract_specification = import_bigquery_from_api(
-                data_contract_specification,
+            return import_bigquery_from_api(
                 import_args.get("bigquery_table"),
                 import_args.get("bigquery_project"),
                 import_args.get("bigquery_dataset"),
             )
-        return data_contract_specification
 
 
-def import_bigquery_from_json(
-    data_contract_specification: DataContractSpecification, source: str
-) -> DataContractSpecification:
+def import_bigquery_from_json(source: str) -> OpenDataContractStandard:
     try:
         with open(source, "r") as file:
             bigquery_schema = json.loads(file.read())
@@ -37,15 +39,14 @@ def import_bigquery_from_json(
             engine="datacontract",
             original_exception=e,
         )
-    return convert_bigquery_schema(data_contract_specification, bigquery_schema)
+    return convert_bigquery_schema(bigquery_schema)
 
 
 def import_bigquery_from_api(
-    data_contract_specification: DataContractSpecification,
     bigquery_tables: List[str],
     bigquery_project: str,
     bigquery_dataset: str,
-) -> DataContractSpecification:
+) -> OpenDataContractStandard:
     try:
         from google.cloud import bigquery
     except ImportError as e:
@@ -63,6 +64,9 @@ def import_bigquery_from_api(
     if bigquery_tables is None:
         bigquery_tables = fetch_table_names(client, bigquery_dataset)
 
+    odcs = create_odcs()
+    odcs.schema_ = []
+
     for table in bigquery_tables:
         try:
             api_table = client.get_table("{}.{}.{}".format(bigquery_project, bigquery_dataset, table))
@@ -82,13 +86,14 @@ def import_bigquery_from_api(
                 type="request",
                 result="failed",
                 name="Query bigtable Schema from API",
-                reason=f"Table {table} bnot found on bigtable schema Project {bigquery_project}, dataset {bigquery_dataset}.",
+                reason=f"Table {table} not found on bigtable schema Project {bigquery_project}, dataset {bigquery_dataset}.",
                 engine="datacontract",
             )
 
-        convert_bigquery_schema(data_contract_specification, api_table.to_api_repr())
+        schema_obj = convert_bigquery_table_to_schema(api_table.to_api_repr())
+        odcs.schema_.append(schema_obj)
 
-    return data_contract_specification
+    return odcs
 
 
 def fetch_table_names(client, dataset: str) -> List[str]:
@@ -100,118 +105,149 @@ def fetch_table_names(client, dataset: str) -> List[str]:
     return table_names
 
 
-def convert_bigquery_schema(
-    data_contract_specification: DataContractSpecification, bigquery_schema: dict
-) -> DataContractSpecification:
-    if data_contract_specification.models is None:
-        data_contract_specification.models = {}
+def convert_bigquery_schema(bigquery_schema: dict) -> OpenDataContractStandard:
+    """Convert a BigQuery schema to ODCS format."""
+    odcs = create_odcs()
+    odcs.schema_ = [convert_bigquery_table_to_schema(bigquery_schema)]
+    return odcs
 
-    fields = import_table_fields(bigquery_schema.get("schema").get("fields"))
 
-    # Looking at actual export data, I guess this is always set and friendlyName isn't, though I couldn't say
-    # what exactly leads to friendlyName being set
-    table_id = bigquery_schema.get("tableReference").get("tableId")
+def convert_bigquery_table_to_schema(bigquery_schema: dict):
+    """Convert a BigQuery table definition to an ODCS SchemaObject."""
+    properties = import_table_fields(bigquery_schema.get("schema", {}).get("fields", []))
 
-    data_contract_specification.models[table_id] = Model(
-        fields=fields, type=map_bigquery_type(bigquery_schema.get("type"))
+    table_id = bigquery_schema.get("tableReference", {}).get("tableId", "unknown")
+    description = bigquery_schema.get("description")
+    title = bigquery_schema.get("friendlyName")
+    table_type = map_bigquery_type(bigquery_schema.get("type", "TABLE"))
+
+    schema_obj = create_schema_object(
+        name=table_id,
+        physical_type=table_type,
+        description=description,
+        properties=properties,
     )
 
-    # Copy the description, if it exists
-    if bigquery_schema.get("description") is not None:
-        data_contract_specification.models[table_id].description = bigquery_schema.get("description")
+    if title:
+        schema_obj.businessName = title
 
-    # Set the title from friendlyName if it exists
-    if bigquery_schema.get("friendlyName") is not None:
-        data_contract_specification.models[table_id].title = bigquery_schema.get("friendlyName")
+    return schema_obj
 
-    return data_contract_specification
 
+def import_table_fields(table_fields) -> List[SchemaProperty]:
+    """Import BigQuery table fields as ODCS SchemaProperties."""
+    properties = []
 
-def import_table_fields(table_fields):
-    imported_fields = {}
     for field in table_fields:
         field_name = field.get("name")
-        imported_fields[field_name] = Field()
-        imported_fields[field_name].required = field.get("mode") == "REQUIRED"
-        imported_fields[field_name].description = field.get("description")
-
-        if field.get("type") == "RECORD":
-            imported_fields[field_name].type = "object"
-            imported_fields[field_name].fields = import_table_fields(field.get("fields"))
-        elif field.get("type") == "STRUCT":
-            imported_fields[field_name].type = "struct"
-            imported_fields[field_name].fields = import_table_fields(field.get("fields"))
-        elif field.get("type") == "RANGE":
-            # This is a range of date/datetime/timestamp but multiple values
-            # So we map it to an array
-            imported_fields[field_name].type = "array"
-            imported_fields[field_name].items = Field(
-                type=map_type_from_bigquery(field["rangeElementType"].get("type"))
+        required = field.get("mode") == "REQUIRED"
+        description = field.get("description")
+        field_type = field.get("type")
+
+        if field_type == "RECORD":
+            nested_properties = import_table_fields(field.get("fields", []))
+            prop = create_property(
+                name=field_name,
+                logical_type="object",
+                physical_type="RECORD",
+                description=description,
+                required=required if required else None,
+                properties=nested_properties,
             )
-        else:  # primitive type
-            imported_fields[field_name].type = map_type_from_bigquery(field.get("type"))
-
-        if field.get("type") == "STRING":
-            # in bigquery both string and bytes have maxLength but in the datacontracts
-            # spec it is only valid for strings
-            if field.get("maxLength") is not None:
-                imported_fields[field_name].maxLength = int(field.get("maxLength"))
-
-        if field.get("type") == "NUMERIC" or field.get("type") == "BIGNUMERIC":
-            if field.get("precision") is not None:
-                imported_fields[field_name].precision = int(field.get("precision"))
-
-            if field.get("scale") is not None:
-                imported_fields[field_name].scale = int(field.get("scale"))
-
-    return imported_fields
-
-
-def map_type_from_bigquery(bigquery_type_str: str):
-    if bigquery_type_str == "STRING":
-        return "string"
-    elif bigquery_type_str == "BYTES":
-        return "bytes"
-    elif bigquery_type_str == "INTEGER":
-        return "int"
-    elif bigquery_type_str == "INT64":
-        return "bigint"
-    elif bigquery_type_str == "FLOAT":
-        return "float"
-    elif bigquery_type_str == "FLOAT64":
-        return "double"
-    elif bigquery_type_str == "BOOLEAN" or bigquery_type_str == "BOOL":
-        return "boolean"
-    elif bigquery_type_str == "TIMESTAMP":
-        return "timestamp"
-    elif bigquery_type_str == "DATE":
-        return "date"
-    elif bigquery_type_str == "TIME":
-        return "timestamp_ntz"
-    elif bigquery_type_str == "DATETIME":
-        return "timestamp"
-    elif bigquery_type_str == "NUMERIC":
-        return "numeric"
-    elif bigquery_type_str == "BIGNUMERIC":
-        return "double"
-    elif bigquery_type_str == "GEOGRAPHY":
-        return "object"
-    elif bigquery_type_str == "JSON":
-        return "object"
-    else:
-        raise DataContractException(
-            type="schema",
-            result="failed",
-            name="Map bigquery type to data contract type",
-            reason=f"Unsupported type {bigquery_type_str} in bigquery json definition.",
-            engine="datacontract",
-        )
+        elif field_type == "STRUCT":
+            nested_properties = import_table_fields(field.get("fields", []))
+            prop = create_property(
+                name=field_name,
+                logical_type="object",
+                physical_type="STRUCT",
+                description=description,
+                required=required if required else None,
+                properties=nested_properties,
+            )
+        elif field_type == "RANGE":
+            # Range of date/datetime/timestamp - multiple values, map to array
+            items_prop = create_property(
+                name="items",
+                logical_type=map_type_from_bigquery(field.get("rangeElementType", {}).get("type", "STRING")),
+                physical_type=field.get("rangeElementType", {}).get("type", "STRING"),
+            )
+            prop = create_property(
+                name=field_name,
+                logical_type="array",
+                physical_type="RANGE",
+                description=description,
+                required=required if required else None,
+                items=items_prop,
+            )
+        else:
+            logical_type = map_type_from_bigquery(field_type)
+            max_length = None
+            precision = None
+            scale = None
+
+            if field_type == "STRING" and field.get("maxLength") is not None:
+                max_length = int(field.get("maxLength"))
+
+            if field_type in ("NUMERIC", "BIGNUMERIC"):
+                if field.get("precision") is not None:
+                    precision = int(field.get("precision"))
+                if field.get("scale") is not None:
+                    scale = int(field.get("scale"))
+
+            prop = create_property(
+                name=field_name,
+                logical_type=logical_type,
+                physical_type=field_type,
+                description=description,
+                required=required if required else None,
+                max_length=max_length,
+                precision=precision,
+                scale=scale,
+            )
+
+        properties.append(prop)
+
+    return properties
+
+
+def map_type_from_bigquery(bigquery_type_str: str) -> str:
+    """Map BigQuery type to ODCS logical type."""
+    type_mapping = {
+        "STRING": "string",
+        "BYTES": "array",
+        "INTEGER": "integer",
+        "INT64": "integer",
+        "FLOAT": "number",
+        "FLOAT64": "number",
+        "BOOLEAN": "boolean",
+        "BOOL": "boolean",
+        "TIMESTAMP": "date",
+        "DATE": "date",
+        "TIME": "date",
+        "DATETIME": "date",
+        "NUMERIC": "number",
+        "BIGNUMERIC": "number",
+        "GEOGRAPHY": "object",
+        "JSON": "object",
+    }
+
+    if bigquery_type_str in type_mapping:
+        return type_mapping[bigquery_type_str]
+
+    raise DataContractException(
+        type="schema",
+        result="failed",
+        name="Map bigquery type to data contract type",
+        reason=f"Unsupported type {bigquery_type_str} in bigquery json definition.",
+        engine="datacontract",
+    )
 
 
 def map_bigquery_type(bigquery_type: str) -> str:
-    if bigquery_type == "TABLE" or bigquery_type == "EXTERNAL" or bigquery_type == "SNAPSHOT":
+    """Map BigQuery table type to ODCS physical type."""
+    if bigquery_type in ("TABLE", "EXTERNAL", "SNAPSHOT"):
         return "table"
-    elif bigquery_type == "VIEW" or bigquery_type == "MATERIALIZED_VIEW":
+    elif bigquery_type in ("VIEW", "MATERIALIZED_VIEW"):
         return "view"
     else:
         logger = logging.getLogger(__name__)
diff --git a/datacontract/imports/csv_importer.py b/datacontract/imports/csv_importer.py
index f58d2fc34..ce117612d 100644
--- a/datacontract/imports/csv_importer.py
+++ b/datacontract/imports/csv_importer.py
@@ -1,22 +1,29 @@
 import os
-from typing import Any, Dict, List
+from typing import Dict, List
 
 import duckdb
+from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Model, Server
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+    create_server,
+)
 
 
 class CsvImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_csv(data_contract_specification, source)
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_csv(source)
 
 
 def import_csv(
-    data_contract_specification: DataContractSpecification, source: str, include_examples: bool = False
-) -> DataContractSpecification:
+    source: str, include_examples: bool = False
+) -> OpenDataContractStandard:
+    """Import a CSV file and create an ODCS data contract."""
     # use the file name as table name
     table_name = os.path.splitext(os.path.basename(source))[0]
 
@@ -28,8 +35,7 @@ def import_csv(
     dialect = con.sql(f"SELECT * FROM sniff_csv('{source}', sample_size = 1000);").fetchnumpy()
     tbl = con.table(table_name)
 
-    if data_contract_specification.servers is None:
-        data_contract_specification.servers = {}
+    odcs = create_odcs()
 
     delimiter = None if dialect is None else dialect["Delimiter"][0]
 
@@ -38,9 +44,19 @@ def import_csv(
     else:
         dc_types = [map_type_from_duckdb(str(x)) for x in tbl.dtypes]
 
-    data_contract_specification.servers["production"] = Server(
-        type="local", path=source, format="csv", delimiter=delimiter
-    )
+    # Add server
+    odcs.servers = [
+        create_server(
+            name="production",
+            server_type="local",
+            path=source,
+            format="csv",
+        )
+    ]
+    # Set delimiter as custom property on server if needed
+    if delimiter:
+        from open_data_contract_standard.model import CustomProperty
+        odcs.servers[0].customProperties = [CustomProperty(property="delimiter", value=delimiter)]
 
     rowcount = tbl.shape[0]
 
@@ -74,70 +90,89 @@ def import_csv(
             elif res[2] == res[0]:
                 formats[field_name] = "uuid"
 
-    fields = {}
+    properties = []
     for i in range(tbl.shape[1]):
         field_name = tbl.columns[i]
         dc_type = dc_types[i]
 
-        ## specifying "integer" rather than "bigint" looks nicer
+        # specifying "integer" rather than "bigint" looks nicer
         if (
-            dc_type == "bigint"
+            dc_type == "integer"
             and tallies[("max", field_name)] <= 2147483647
             and tallies[("min", field_name)] >= -2147483648
         ):
             dc_type = "integer"
 
-        field: Dict[str, Any] = {"type": dc_type, "format": formats.get(field_name, None)}
+        format_val = formats.get(field_name, None)
+        required = tallies[("count", field_name)] == rowcount
 
-        if tallies[("count", field_name)] == rowcount:
-            field["required"] = True
-        if dc_type not in ["boolean", "bytes"]:
-            distinct_values = tbl.count(f'DISTINCT "{field_name}"').fetchone()[0]  # type: ignore
+        unique = None
+        if dc_type not in ["boolean", "array"]:
+            distinct_values = tbl.count(f'DISTINCT "{field_name}"').fetchone()[0]
             if distinct_values > 0 and distinct_values == tallies[("count", field_name)]:
-                field["unique"] = True
-        s = samples.get(field_name, None)
-        if s is not None:
-            field["examples"] = s
-        if dc_type in ["integer", "bigint", "float", "double"]:
-            field["minimum"] = tallies[("min", field_name)]
-            field["maximum"] = tallies[("max", field_name)]
-
-        fields[field_name] = field
-
-    model_examples = None
-    if include_examples:
-        model_examples = con.sql(f"""SELECT DISTINCT * FROM "{table_name}" USING SAMPLE 5 ROWS;""").fetchall()
-
-    data_contract_specification.models[table_name] = Model(
-        type="table", description="Generated model of " + source, fields=fields, examples=model_examples
+                unique = True
+
+        examples = samples.get(field_name, None)
+
+        minimum = None
+        maximum = None
+        if dc_type in ["integer", "number"]:
+            minimum = tallies[("min", field_name)]
+            maximum = tallies[("max", field_name)]
+
+        # Build custom properties for format if present
+        custom_props = {}
+        if format_val:
+            custom_props["format"] = format_val
+
+        prop = create_property(
+            name=field_name,
+            logical_type=dc_type,
+            physical_type=str(tbl.dtypes[i]),
+            required=required if required else None,
+            unique=unique,
+            examples=examples,
+            minimum=minimum,
+            maximum=maximum,
+            custom_properties=custom_props if custom_props else None,
+        )
+        properties.append(prop)
+
+    schema_obj = create_schema_object(
+        name=table_name,
+        physical_type="table",
+        description="Generated model of " + source,
+        properties=properties,
     )
 
-    return data_contract_specification
+    odcs.schema_ = [schema_obj]
+
+    return odcs
 
 
 _duck_db_types = {
     "BOOLEAN": "boolean",
-    "BLOB": "bytes",
+    "BLOB": "array",
     "TINYINT": "integer",
     "SMALLINT": "integer",
     "INTEGER": "integer",
-    "BIGINT": "bigint",
+    "BIGINT": "integer",
     "UTINYINT": "integer",
     "USMALLINT": "integer",
     "UINTEGER": "integer",
-    "UBIGINT": "bigint",
-    "FLOAT": "float",
-    "DOUBLE": "double",
+    "UBIGINT": "integer",
+    "FLOAT": "number",
+    "DOUBLE": "number",
     "VARCHAR": "string",
-    "TIMESTAMP": "timestamp",
+    "TIMESTAMP": "date",
     "DATE": "date",
-    # TODO: Add support for NULL
 }
 
 
-def map_type_from_duckdb(sql_type: None | str):
+def map_type_from_duckdb(sql_type: None | str) -> str:
+    """Map DuckDB type to ODCS logical type."""
     if sql_type is None:
-        return None
+        return "string"
 
     sql_type_normed = sql_type.upper().strip()
     return _duck_db_types.get(sql_type_normed, "string")
diff --git a/datacontract/imports/dbml_importer.py b/datacontract/imports/dbml_importer.py
index 6ee3864f7..70568a9de 100644
--- a/datacontract/imports/dbml_importer.py
+++ b/datacontract/imports/dbml_importer.py
@@ -1,33 +1,35 @@
 from typing import List
 
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 from pydbml import Database, PyDBML
 from pyparsing import ParseException
 
 from datacontract.imports.importer import Importer
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+)
 from datacontract.imports.sql_importer import map_type_from_sql
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
 from datacontract.model.exceptions import DataContractException
 
 
 class DBMLImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        data_contract_specification = import_dbml_from_source(
-            data_contract_specification,
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_dbml_from_source(
             source,
             import_args.get("dbml_schema"),
             import_args.get("dbml_table"),
         )
-        return data_contract_specification
 
 
 def import_dbml_from_source(
-    data_contract_specification: DataContractSpecification,
     source: str,
     import_schemas: List[str],
     import_tables: List[str],
-) -> DataContractSpecification:
+) -> OpenDataContractStandard:
     try:
         with open(source, "r") as file:
             dbml_schema = PyDBML(file)
@@ -40,65 +42,92 @@ def import_dbml_from_source(
             original_exception=e,
         )
 
-    return convert_dbml(data_contract_specification, dbml_schema, import_schemas, import_tables)
+    return convert_dbml(dbml_schema, import_schemas, import_tables)
 
 
 def convert_dbml(
-    data_contract_specification: DataContractSpecification,
     dbml_schema: Database,
     import_schemas: List[str],
     import_tables: List[str],
-) -> DataContractSpecification:
+) -> OpenDataContractStandard:
+    odcs = create_odcs()
+
     if dbml_schema.project is not None:
-        data_contract_specification.info.title = dbml_schema.project.name
+        odcs.name = dbml_schema.project.name
 
-    if data_contract_specification.models is None:
-        data_contract_specification.models = {}
+    odcs.schema_ = []
 
     for table in dbml_schema.tables:
         schema_name = table.schema
         table_name = table.name
 
-        # Skip if import schemas or table names are defined
-        # and the current table doesn't match
-        # if empty no filtering is done
+        # Skip if import schemas or table names are defined and current table doesn't match
         if import_schemas and schema_name not in import_schemas:
             continue
 
         if import_tables and table_name not in import_tables:
             continue
 
-        fields = import_table_fields(table, dbml_schema.refs)
+        properties = import_table_fields(table, dbml_schema.refs)
 
-        data_contract_specification.models[table_name] = Model(
-            fields=fields, namespace=schema_name, description=table.note.text
+        schema_obj = create_schema_object(
+            name=table_name,
+            physical_type="table",
+            description=table.note.text if table.note else None,
+            properties=properties,
         )
 
-    return data_contract_specification
+        # Store namespace as custom property
+        if schema_name:
+            from open_data_contract_standard.model import CustomProperty
+            schema_obj.customProperties = [CustomProperty(property="namespace", value=schema_name)]
+
+        odcs.schema_.append(schema_obj)
+
+    return odcs
+
 
+def import_table_fields(table, references) -> List[SchemaProperty]:
+    """Import DBML table fields as ODCS SchemaProperties."""
+    properties = []
+    pk_position = 1
 
-def import_table_fields(table, references) -> dict[str, Field]:
-    imported_fields = {}
     for field in table.columns:
         field_name = field.name
-        imported_fields[field_name] = Field()
-        imported_fields[field_name].required = field.not_null
-        imported_fields[field_name].description = field.note.text
-        imported_fields[field_name].primaryKey = field.pk
-        imported_fields[field_name].unique = field.unique
-        # This is an assumption, that these might be valid SQL Types, since
-        # DBML doesn't really enforce anything other than 'no spaces' in column types
-        imported_fields[field_name].type = map_type_from_sql(field.type)
+        required = field.not_null
+        description = field.note.text if field.note else None
+        is_primary_key = field.pk
+        is_unique = field.unique
+        logical_type = map_type_from_sql(field.type)
 
         ref = get_reference(field, references)
-        if ref is not None:
-            imported_fields[field_name].references = ref
 
-    return imported_fields
+        custom_props = {}
+        if ref:
+            custom_props["references"] = ref
+
+        prop = create_property(
+            name=field_name,
+            logical_type=logical_type if logical_type else "string",
+            physical_type=field.type,
+            description=description,
+            required=required if required else None,
+            primary_key=is_primary_key if is_primary_key else None,
+            primary_key_position=pk_position if is_primary_key else None,
+            unique=is_unique if is_unique else None,
+            custom_properties=custom_props if custom_props else None,
+        )
+
+        if is_primary_key:
+            pk_position += 1
+
+        properties.append(prop)
+
+    return properties
 
 
 def get_reference(field, references):
-    result = None
+    """Get the reference for a field if it exists."""
     for ref in references:
         ref_table_name = ref.col1[0].table.name
         ref_col_name = ref.col1[0].name
@@ -106,7 +135,6 @@ def get_reference(field, references):
         field_name = field.name
 
         if ref_table_name == field_table_name and ref_col_name == field_name:
-            result = f"{ref.col2[0].table.name}.{ref.col2[0].name}"
-            return result
+            return f"{ref.col2[0].table.name}.{ref.col2[0].name}"
 
-    return result
+    return None
diff --git a/datacontract/imports/dbt_importer.py b/datacontract/imports/dbt_importer.py
index 2214eb77d..9a11a5aad 100644
--- a/datacontract/imports/dbt_importer.py
+++ b/datacontract/imports/dbt_importer.py
@@ -1,27 +1,22 @@
 import json
-from typing import TypedDict
+from typing import List, TypedDict
 
 from dbt.artifacts.resources.v1.components import ColumnInfo
 from dbt.contracts.graph.manifest import Manifest
 from dbt.contracts.graph.nodes import GenericTestNode, ManifestNode, ModelNode
 from dbt_common.contracts.constraints import ConstraintType
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 
 from datacontract.imports.bigquery_importer import map_type_from_bigquery
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+)
 
 
 class DBTImportArgs(TypedDict, total=False):
-    """
-    A dictionary representing arguments for importing DBT models.
-    Makes the DBT Importer more customizable by allowing for flexible filtering
-    of models and their properties, through wrapping or extending.
-
-    Attributes:
-        dbt_models: The keys of models to be used in contract. All as default.
-        resource_types: Nodes listed in resource_types are kept while importing. model as default.
-    """
-
     dbt_nodes: list[str]
     resource_types: list[str]
 
@@ -29,13 +24,11 @@ class DBTImportArgs(TypedDict, total=False):
 class DbtManifestImporter(Importer):
     def import_source(
         self,
-        data_contract_specification: DataContractSpecification,
         source: str,
         import_args: DBTImportArgs,
-    ) -> DataContractSpecification:
+    ) -> OpenDataContractStandard:
         manifest = read_dbt_manifest(manifest_path=source)
         return import_dbt_manifest(
-            data_contract_specification=data_contract_specification,
             manifest=manifest,
             dbt_nodes=import_args.get("dbt_model", []),
             resource_types=import_args.get("resource_types", ["model"]),
@@ -92,26 +85,25 @@ def _get_references(manifest: Manifest, node: ManifestNode) -> dict[str, str]:
 
 
 def import_dbt_manifest(
-    data_contract_specification: DataContractSpecification,
     manifest: Manifest,
     dbt_nodes: list[str],
     resource_types: list[str],
-) -> DataContractSpecification:
-    """
-    Extracts all relevant information from the manifest,
-    and puts it in a data contract specification.
-    """
-    data_contract_specification.info.title = manifest.metadata.project_name
-    data_contract_specification.info.dbt_version = manifest.metadata.dbt_version
+) -> OpenDataContractStandard:
+    """Extracts all relevant information from the manifest into an ODCS data contract."""
+    odcs = create_odcs()
+    odcs.name = manifest.metadata.project_name
+
+    # Store dbt version as custom property
+    from open_data_contract_standard.model import CustomProperty
+    odcs.customProperties = [CustomProperty(property="dbt_version", value=manifest.metadata.dbt_version)]
+
     adapter_type = manifest.metadata.adapter_type
-    data_contract_specification.models = data_contract_specification.models or {}
+    odcs.schema_ = []
+
     for node in manifest.nodes.values():
-        # Only intressted in processing models.
         if node.resource_type not in resource_types:
             continue
 
-        # To allow args stored in dbt_models to filter relevant models.
-        # If dbt_models is empty, use all models.
         if dbt_nodes and node.name not in dbt_nodes:
             continue
 
@@ -123,30 +115,82 @@ def import_dbt_manifest(
         if len(primary_keys) == 1:
             primary_key = primary_keys[0]
 
-        dc_model = Model(
+        properties = create_fields(
+            manifest,
+            model_unique_id=model_unique_id,
+            columns=node.columns,
+            primary_key_name=primary_key,
+            references=references,
+            adapter_type=adapter_type,
+        )
+
+        schema_obj = create_schema_object(
+            name=node.name,
+            physical_type="table",
             description=node.description,
-            tags=node.tags,
-            fields=create_fields(
-                manifest,
-                model_unique_id=model_unique_id,
-                columns=node.columns,
-                primary_key_name=primary_key,
-                references=references,
-                adapter_type=adapter_type,
-            ),
+            properties=properties,
         )
+
+        # Add tags as custom property
+        if node.tags:
+            if schema_obj.customProperties is None:
+                schema_obj.customProperties = []
+            schema_obj.customProperties.append(CustomProperty(property="tags", value=",".join(node.tags)))
+
+        # Handle composite primary key
         if len(primary_keys) > 1:
-            dc_model.primaryKey = primary_keys
+            if schema_obj.customProperties is None:
+                schema_obj.customProperties = []
+            schema_obj.customProperties.append(CustomProperty(property="primaryKey", value=",".join(primary_keys)))
 
-        data_contract_specification.models[node.name] = dc_model
+        odcs.schema_.append(schema_obj)
 
-    return data_contract_specification
+    return odcs
 
 
 def convert_data_type_by_adapter_type(data_type: str, adapter_type: str) -> str:
     if adapter_type == "bigquery":
         return map_type_from_bigquery(data_type)
-    return data_type
+    return map_dbt_type_to_odcs(data_type)
+
+
+def map_dbt_type_to_odcs(data_type: str) -> str:
+    """Map dbt data type to ODCS logical type."""
+    if not data_type:
+        return "string"
+
+    data_type_lower = data_type.lower()
+
+    type_mapping = {
+        "string": "string",
+        "varchar": "string",
+        "text": "string",
+        "char": "string",
+        "int": "integer",
+        "integer": "integer",
+        "bigint": "integer",
+        "smallint": "integer",
+        "float": "number",
+        "double": "number",
+        "decimal": "number",
+        "numeric": "number",
+        "boolean": "boolean",
+        "bool": "boolean",
+        "date": "date",
+        "datetime": "date",
+        "timestamp": "date",
+        "time": "string",
+        "array": "array",
+        "object": "object",
+        "struct": "object",
+        "json": "object",
+    }
+
+    for key, value in type_mapping.items():
+        if data_type_lower.startswith(key):
+            return value
+
+    return "string"
 
 
 def create_fields(
@@ -156,12 +200,12 @@ def create_fields(
     primary_key_name: str,
     references: dict[str, str],
     adapter_type: str,
-) -> dict[str, Field]:
-    fields = {
-        column.name: create_field(manifest, model_unique_id, column, primary_key_name, references, adapter_type)
+) -> List[SchemaProperty]:
+    """Create ODCS SchemaProperties from dbt columns."""
+    return [
+        create_field(manifest, model_unique_id, column, primary_key_name, references, adapter_type)
         for column in columns.values()
-    }
-    return fields
+    ]
 
 
 def get_column_tests(manifest: Manifest, model_name: str, column_name: str) -> list[dict[str, str]]:
@@ -204,13 +248,9 @@ def create_field(
     primary_key_name: str,
     references: dict[str, str],
     adapter_type: str,
-) -> Field:
-    column_type = convert_data_type_by_adapter_type(column.data_type, adapter_type) if column.data_type else ""
-    field = Field(
-        description=column.description,
-        type=column_type,
-        tags=column.tags,
-    )
+) -> SchemaProperty:
+    """Create an ODCS SchemaProperty from a dbt column."""
+    column_type = convert_data_type_by_adapter_type(column.data_type, adapter_type) if column.data_type else "string"
 
     all_tests = get_column_tests(manifest, model_unique_id, column.name)
 
@@ -219,22 +259,30 @@ def create_field(
         required = True
     if [test for test in all_tests if test["test_type"] == "not_null"]:
         required = True
-    if required:
-        field.required = required
 
     unique = False
     if any(constraint.type == ConstraintType.unique for constraint in column.constraints):
         unique = True
     if [test for test in all_tests if test["test_type"] == "unique"]:
         unique = True
-    if unique:
-        field.unique = unique
 
-    if column.name == primary_key_name:
-        field.primaryKey = True
+    is_primary_key = column.name == primary_key_name
 
+    custom_props = {}
     references_key = f"{manifest.nodes[model_unique_id].name}.{column.name}"
     if references_key in references:
-        field.references = references[references_key]
-
-    return field
+        custom_props["references"] = references[references_key]
+    if column.tags:
+        custom_props["tags"] = ",".join(column.tags)
+
+    return create_property(
+        name=column.name,
+        logical_type=column_type,
+        physical_type=column.data_type,
+        description=column.description,
+        required=required if required else None,
+        unique=unique if unique else None,
+        primary_key=is_primary_key if is_primary_key else None,
+        primary_key_position=1 if is_primary_key else None,
+        custom_properties=custom_props if custom_props else None,
+    )
diff --git a/datacontract/imports/dcs_importer.py b/datacontract/imports/dcs_importer.py
new file mode 100644
index 000000000..ba92c67f6
--- /dev/null
+++ b/datacontract/imports/dcs_importer.py
@@ -0,0 +1,741 @@
+"""DCS Importer - Converts Data Contract Specification (DCS) to ODCS format."""
+
+import json
+import logging
+from typing import Any, Dict, List, Optional
+
+from datacontract_specification.model import DataContractSpecification, Field, Model
+from datacontract_specification.model import Server as DCSServer
+from open_data_contract_standard.model import (
+    CustomProperty,
+    DataQuality,
+    Description,
+    OpenDataContractStandard,
+    Relationship,
+    SchemaObject,
+    SchemaProperty,
+    ServiceLevelAgreementProperty,
+    Team,
+)
+from open_data_contract_standard.model import (
+    Server as ODCSServer,
+)
+
+from datacontract.imports.importer import Importer
+
+logger = logging.getLogger(__name__)
+
+
+class DcsImporter(Importer):
+    """Importer for Data Contract Specification (DCS) format."""
+
+    def import_source(
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        import yaml
+
+        from datacontract.lint.resources import read_resource
+
+        source_str = read_resource(source)
+        dcs_dict = yaml.safe_load(source_str)
+        dcs = parse_dcs_from_dict(dcs_dict)
+        return convert_dcs_to_odcs(dcs)
+
+
+def parse_dcs_from_dict(dcs_dict: dict) -> DataContractSpecification:
+    """Parse a DCS dictionary into a DataContractSpecification object."""
+    return DataContractSpecification(**dcs_dict)
+
+
+def convert_dcs_to_odcs(dcs: DataContractSpecification) -> OpenDataContractStandard:
+    """Convert a DCS data contract to ODCS format."""
+    odcs = OpenDataContractStandard(
+        id=dcs.id,
+        kind="DataContract",
+        apiVersion="v3.1.0",
+    )
+
+    # Convert basic info
+    if dcs.info:
+        odcs.name = dcs.info.title
+        odcs.version = dcs.info.version
+        if dcs.info.description:
+            odcs.description = Description(purpose=dcs.info.description)
+        if dcs.info.owner:
+            team = Team(name=dcs.info.owner)
+            # Add contact info to customProperties if available
+            if dcs.info.contact:
+                contact_props = []
+                if dcs.info.contact.name:
+                    contact_props.append(CustomProperty(property="contactName", value=dcs.info.contact.name))
+                if dcs.info.contact.url:
+                    contact_props.append(CustomProperty(property="contactUrl", value=dcs.info.contact.url))
+                if dcs.info.contact.email:
+                    contact_props.append(CustomProperty(property="contactEmail", value=dcs.info.contact.email))
+                if contact_props:
+                    team.customProperties = contact_props
+            odcs.team = team
+
+    # Convert status
+    if dcs.info and dcs.info.status:
+        odcs.status = dcs.info.status
+
+    # Convert servers
+    if dcs.servers:
+        odcs.servers = _convert_servers(dcs.servers)
+
+    # Convert models to schema
+    if dcs.models:
+        odcs.schema_ = _convert_models_to_schema(dcs.models, dcs.definitions)
+
+    # Convert service levels to SLA properties
+    if dcs.servicelevels:
+        odcs.slaProperties = _convert_servicelevels(dcs.servicelevels)
+
+    # Convert tags
+    if dcs.tags:
+        odcs.tags = dcs.tags
+
+    # Convert links to authoritativeDefinitions
+    if dcs.links:
+        from open_data_contract_standard.model import AuthoritativeDefinition
+        odcs.authoritativeDefinitions = [
+            AuthoritativeDefinition(type=key, url=value) for key, value in dcs.links.items()
+        ]
+
+    # Convert terms to Description fields
+    if dcs.terms:
+        if odcs.description is None:
+            odcs.description = Description()
+        if dcs.terms.usage:
+            odcs.description.usage = dcs.terms.usage
+        if dcs.terms.limitations:
+            odcs.description.limitations = dcs.terms.limitations
+        # Convert policies to authoritativeDefinitions
+        if dcs.terms.policies:
+            from open_data_contract_standard.model import AuthoritativeDefinition
+            policy_defs = [
+                AuthoritativeDefinition(type=p.name, description=getattr(p, "description", None), url=getattr(p, "url", None))
+                for p in dcs.terms.policies
+            ]
+            if odcs.authoritativeDefinitions:
+                odcs.authoritativeDefinitions.extend(policy_defs)
+            else:
+                odcs.authoritativeDefinitions = policy_defs
+        # Store billing, noticePeriod in customProperties
+        desc_custom_props = odcs.description.customProperties or []
+        if dcs.terms.billing:
+            desc_custom_props.append(CustomProperty(property="billing", value=dcs.terms.billing))
+        if dcs.terms.noticePeriod:
+            desc_custom_props.append(CustomProperty(property="noticePeriod", value=dcs.terms.noticePeriod))
+        if desc_custom_props:
+            odcs.description.customProperties = desc_custom_props
+
+    return odcs
+
+
+def _convert_servers(dcs_servers: Dict[str, DCSServer]) -> List[ODCSServer]:
+    """Convert DCS servers dict to ODCS servers list."""
+    servers = []
+    for server_name, dcs_server in dcs_servers.items():
+        odcs_server = ODCSServer(
+            server=server_name,
+            type=dcs_server.type,
+        )
+
+        # Copy common attributes
+        if dcs_server.environment:
+            odcs_server.environment = dcs_server.environment
+        if dcs_server.account:
+            odcs_server.account = dcs_server.account
+        if dcs_server.database:
+            odcs_server.database = dcs_server.database
+        if dcs_server.schema_:
+            odcs_server.schema_ = dcs_server.schema_
+        if dcs_server.format:
+            odcs_server.format = dcs_server.format
+        if dcs_server.project:
+            odcs_server.project = dcs_server.project
+        if dcs_server.dataset:
+            odcs_server.dataset = dcs_server.dataset
+        if dcs_server.path:
+            odcs_server.path = dcs_server.path
+        if dcs_server.delimiter:
+            odcs_server.delimiter = dcs_server.delimiter
+        if dcs_server.endpointUrl:
+            odcs_server.endpointUrl = dcs_server.endpointUrl
+        if dcs_server.location:
+            odcs_server.location = dcs_server.location
+        if dcs_server.host:
+            odcs_server.host = dcs_server.host
+        if dcs_server.port:
+            odcs_server.port = dcs_server.port
+        if dcs_server.catalog:
+            odcs_server.catalog = dcs_server.catalog
+        if dcs_server.description:
+            odcs_server.description = dcs_server.description
+        if dcs_server.roles:
+            from open_data_contract_standard.model import Role as ODCSRole
+            odcs_server.roles = [ODCSRole(role=r.name, description=r.description) for r in dcs_server.roles]
+        if dcs_server.topic:
+            # Store topic in customProperties since ODCS Server doesn't have a topic field
+            if odcs_server.customProperties is None:
+                odcs_server.customProperties = []
+            odcs_server.customProperties.append(CustomProperty(property="topic", value=dcs_server.topic))
+        if getattr(dcs_server, "http_path", None):
+            # Store http_path in customProperties since ODCS Server doesn't have it
+            if odcs_server.customProperties is None:
+                odcs_server.customProperties = []
+            odcs_server.customProperties.append(CustomProperty(property="http_path", value=dcs_server.http_path))
+        if getattr(dcs_server, "driver", None):
+            # Store driver in customProperties since ODCS Server doesn't have it
+            if odcs_server.customProperties is None:
+                odcs_server.customProperties = []
+            odcs_server.customProperties.append(CustomProperty(property="driver", value=dcs_server.driver))
+        if getattr(dcs_server, "service_name", None):
+            odcs_server.serviceName = dcs_server.service_name
+
+        servers.append(odcs_server)
+
+    return servers
+
+
+def _convert_models_to_schema(models: Dict[str, Model], definitions: Dict[str, Field] = None) -> List[SchemaObject]:
+    """Convert DCS models dict to ODCS schema list."""
+    schema = []
+    for model_name, model in models.items():
+        schema_obj = SchemaObject(
+            name=model_name,
+            physicalType=model.type,
+            description=model.description,
+        )
+
+        # Convert config.*Table to physicalName
+        if model.config:
+            physical_name = _get_physical_name_from_config(model.config)
+            if physical_name:
+                schema_obj.physicalName = physical_name
+
+        # Store namespace in customProperties for Avro export
+        if hasattr(model, 'namespace') and model.namespace:
+            if schema_obj.customProperties is None:
+                schema_obj.customProperties = []
+            schema_obj.customProperties.append(CustomProperty(property="namespace", value=model.namespace))
+
+        # Convert fields to properties
+        # Pass model-level primaryKey list to set primaryKey and primaryKeyPosition on fields
+        model_primary_keys = model.primaryKey if hasattr(model, 'primaryKey') and model.primaryKey else []
+        if model.fields:
+            schema_obj.properties = _convert_fields_to_properties(model.fields, model_primary_keys, definitions)
+
+        # Convert quality rules
+        if model.quality:
+            schema_obj.quality = _convert_quality_list(model.quality)
+
+        schema.append(schema_obj)
+
+    return schema
+
+
+def _get_physical_name_from_config(config: Dict[str, Any]) -> Optional[str]:
+    """Extract physical table name from DCS model config."""
+    # Check for server-specific table name config keys
+    table_config_keys = [
+        "postgresTable",
+        "databricksTable",
+        "snowflakeTable",
+        "sqlserverTable",
+        "bigqueryTable",
+        "redshiftTable",
+        "oracleTable",
+        "mysqlTable",
+    ]
+    for key in table_config_keys:
+        if key in config and config[key]:
+            return config[key]
+    return None
+
+
+def _convert_fields_to_properties(
+    fields: Dict[str, Field], model_primary_keys: List[str] = None, definitions: Dict[str, Field] = None
+) -> List[SchemaProperty]:
+    """Convert DCS fields dict to ODCS properties list."""
+    model_primary_keys = model_primary_keys or []
+    properties = []
+    for field_name, field in fields.items():
+        # Determine primaryKeyPosition from model-level primaryKey list
+        primary_key_position = None
+        if field_name in model_primary_keys:
+            primary_key_position = model_primary_keys.index(field_name) + 1
+        prop = _convert_field_to_property(field_name, field, primary_key_position, definitions)
+        properties.append(prop)
+    return properties
+
+
+def _resolve_field_ref(field: Field, definitions: Dict[str, Field]) -> Field:
+    """Resolve a field's $ref and merge with field properties."""
+    if not field.ref:
+        return field
+
+    ref_path = field.ref
+    resolved_data = None
+
+    # Handle file:// references
+    if ref_path.startswith("file://"):
+        resolved_data = _resolve_file_ref(ref_path)
+    # Handle #/definitions/ references
+    elif ref_path.startswith("#/") and definitions:
+        resolved_data = _resolve_local_ref(ref_path, definitions)
+
+    if resolved_data is None:
+        return field
+
+    # Create merged field: resolved values as base, field values override
+    merged_data = {}
+    for attr in Field.model_fields.keys():
+        resolved_value = resolved_data.get(attr)
+        field_value = getattr(field, attr, None)
+        # Field value takes precedence if set (not None and not empty for collections)
+        if field_value is not None:
+            if isinstance(field_value, (list, dict)):
+                if field_value:  # Non-empty collection
+                    merged_data[attr] = field_value
+                elif resolved_value:
+                    merged_data[attr] = resolved_value
+            else:
+                merged_data[attr] = field_value
+        elif resolved_value is not None:
+            merged_data[attr] = resolved_value
+    # Clear ref to avoid infinite recursion
+    merged_data['ref'] = None
+    return Field(**merged_data)
+
+
+def _resolve_file_ref(ref_path: str) -> Optional[Dict[str, Any]]:
+    """Resolve a file:// reference, optionally with a JSON pointer path."""
+    from urllib.parse import urlparse
+
+    import yaml
+
+    # Split file path and JSON pointer
+    if "#" in ref_path:
+        file_url, pointer = ref_path.split("#", 1)
+    else:
+        file_url, pointer = ref_path, ""
+
+    try:
+        # Parse the file:// URL to get the path
+        parsed = urlparse(file_url)
+        if parsed.scheme == "file":
+            file_path = parsed.path
+        else:
+            # Not a file:// URL, can't handle
+            logger.warning(f"Unsupported URL scheme in reference: {ref_path}")
+            return None
+
+        # Read the file
+        with open(file_path, "r") as f:
+            content = f.read()
+
+        data = yaml.safe_load(content)
+
+        if pointer:
+            # Navigate the JSON pointer path
+            data = _navigate_path(data, pointer)
+
+        return data if isinstance(data, dict) else None
+    except Exception as e:
+        logger.warning(f"Failed to resolve file reference {ref_path}: {e}")
+        return None
+
+
+def _resolve_local_ref(ref_path: str, definitions: Dict[str, Field]) -> Optional[Dict[str, Any]]:
+    """Resolve a local #/ reference within definitions."""
+    if not ref_path.startswith("#/definitions/"):
+        return None
+
+    # Remove the #/definitions/ prefix
+    path_after_definitions = ref_path[len("#/definitions/"):]
+
+    # Check for simple case: #/definitions/name
+    if "/" not in path_after_definitions:
+        if path_after_definitions in definitions:
+            definition = definitions[path_after_definitions]
+            return {attr: getattr(definition, attr, None) for attr in Field.model_fields.keys()}
+        return None
+
+    # Complex case: #/definitions/name/fields/field_name
+    parts = path_after_definitions.split("/")
+    def_name = parts[0]
+
+    if def_name not in definitions:
+        return None
+
+    definition = definitions[def_name]
+
+    # Navigate remaining path
+    remaining_path = "/" + "/".join(parts[1:])
+    data = {attr: getattr(definition, attr, None) for attr in Field.model_fields.keys()}
+    # Convert fields dict to nested structure for navigation
+    if definition.fields:
+        data["fields"] = {name: _field_to_dict(f) for name, f in definition.fields.items()}
+
+    return _navigate_path(data, remaining_path)
+
+
+def _field_to_dict(field: Field) -> Dict[str, Any]:
+    """Convert a Field object to a dictionary."""
+    return {attr: getattr(field, attr, None) for attr in Field.model_fields.keys()}
+
+
+def _navigate_path(data: Any, path: str) -> Optional[Dict[str, Any]]:
+    """Navigate a JSON pointer-like path within data."""
+    if not path or path == "/":
+        return data if isinstance(data, dict) else None
+
+    # Remove leading slash and split
+    parts = path.lstrip("/").split("/")
+
+    current = data
+    for part in parts:
+        if isinstance(current, dict) and part in current:
+            current = current[part]
+        else:
+            return None
+
+    return current if isinstance(current, dict) else None
+
+
+def _convert_field_to_property(
+    field_name: str, field: Field, primary_key_position: int = None, definitions: Dict[str, Field] = None
+) -> SchemaProperty:
+    """Convert a DCS field to an ODCS property."""
+    # Resolve $ref if present
+    field = _resolve_field_ref(field, definitions)
+
+    prop = SchemaProperty(name=field_name)
+
+    # Preserve original type as physicalType and convert to logicalType
+    if field.type:
+        prop.physicalType = field.type
+        prop.logicalType = _convert_type_to_logical_type(field.type)
+
+    # Copy direct attributes
+    if field.description:
+        prop.description = field.description
+    if field.required is not None:
+        prop.required = field.required
+    if field.unique is not None:
+        prop.unique = field.unique
+    # Set primaryKey from field-level or model-level primaryKey
+    if field.primaryKey is not None:
+        prop.primaryKey = field.primaryKey
+    elif primary_key_position is not None:
+        prop.primaryKey = True
+        prop.primaryKeyPosition = primary_key_position
+    if field.title:
+        prop.businessName = field.title
+    if field.classification:
+        prop.classification = field.classification
+    if field.tags:
+        prop.tags = field.tags
+
+    # Convert constraints to logicalTypeOptions
+    logical_type_options = {}
+    if field.minLength is not None:
+        logical_type_options["minLength"] = field.minLength
+    if field.maxLength is not None:
+        logical_type_options["maxLength"] = field.maxLength
+    if field.pattern:
+        logical_type_options["pattern"] = field.pattern
+    if field.minimum is not None:
+        logical_type_options["minimum"] = field.minimum
+    if field.maximum is not None:
+        logical_type_options["maximum"] = field.maximum
+    if field.exclusiveMinimum is not None:
+        logical_type_options["exclusiveMinimum"] = field.exclusiveMinimum
+    if field.exclusiveMaximum is not None:
+        logical_type_options["exclusiveMaximum"] = field.exclusiveMaximum
+    if field.format:
+        logical_type_options["format"] = field.format
+
+    if logical_type_options:
+        prop.logicalTypeOptions = logical_type_options
+
+    # Convert config to customProperties
+    custom_properties = []
+    # Handle enum as quality rule (invalidValues with validValues, mustBe: 0)
+    quality_rules = []
+    if field.enum:
+        quality_rules.append(
+            DataQuality(
+                type="library",
+                metric="invalidValues",
+                arguments={"validValues": field.enum},
+                mustBe=0,
+            )
+        )
+    if field.pii is not None:
+        custom_properties.append(CustomProperty(property="pii", value=str(field.pii)))
+    if field.precision is not None:
+        custom_properties.append(CustomProperty(property="precision", value=str(field.precision)))
+    if field.scale is not None:
+        custom_properties.append(CustomProperty(property="scale", value=str(field.scale)))
+    if field.config:
+        # Server-specific type overrides physicalType
+        server_type_keys = ["oracleType", "snowflakeType", "postgresType", "bigqueryType", "databricksType", "sqlserverType", "trinoType", "physicalType"]
+        for key in server_type_keys:
+            if key in field.config:
+                prop.physicalType = field.config[key]
+                break
+
+        for key, value in field.config.items():
+            # Use JSON serialization for lists and dicts to preserve structure
+            if isinstance(value, (list, dict)):
+                custom_properties.append(CustomProperty(property=key, value=json.dumps(value)))
+            else:
+                custom_properties.append(CustomProperty(property=key, value=str(value)))
+
+    # Convert references to relationships
+    if field.references:
+        prop.relationships = [Relationship(type="foreignKey", to=field.references)]
+
+    # Convert nested fields (for object types)
+    if field.fields:
+        prop.properties = _convert_fields_to_properties(field.fields, None, definitions)
+
+    # Convert items (for array types)
+    if field.items:
+        prop.items = _convert_field_to_property("item", field.items, None, definitions)
+
+    # Convert keys/values (for map types) - store types in customProperties
+    if field.keys or field.values:
+        if field.keys and field.keys.type:
+            custom_properties.append(CustomProperty(property="mapKeyType", value=_convert_type_to_logical_type(field.keys.type)))
+        if field.values and field.values.type:
+            custom_properties.append(CustomProperty(property="mapValueType", value=_convert_type_to_logical_type(field.values.type)))
+            # For map with struct values, store the value fields in properties
+            if field.values.fields:
+                prop.properties = _convert_fields_to_properties(field.values.fields, None, definitions)
+
+    # Set customProperties after all have been added
+    if custom_properties:
+        prop.customProperties = custom_properties
+
+    # Convert quality rules (merge enum quality rule with field-level quality)
+    if field.quality:
+        quality_rules.extend(_convert_quality_list(field.quality))
+    if quality_rules:
+        prop.quality = quality_rules
+
+    # Convert lineage
+    if field.lineage:
+        if hasattr(field.lineage, 'inputFields') and field.lineage.inputFields:
+            prop.transformSourceObjects = [f"{f.namespace}.{f.name}.{f.field}" if hasattr(f, 'namespace') and f.namespace else f"{f.name}.{f.field}" for f in field.lineage.inputFields]
+        if hasattr(field.lineage, 'transformationDescription') and field.lineage.transformationDescription:
+            prop.transformDescription = field.lineage.transformationDescription
+        if hasattr(field.lineage, 'transformationType') and field.lineage.transformationType:
+            prop.transformLogic = field.lineage.transformationType
+
+    return prop
+
+
+def _convert_type_to_logical_type(dcs_type: str) -> str:
+    """Convert DCS type to ODCS logical type."""
+    if dcs_type is None:
+        return "string"
+
+    t = dcs_type.lower()
+
+    # Map DCS types to ODCS logical types
+    type_mapping = {
+        "string": "string",
+        "text": "string",
+        "varchar": "string",
+        "char": "string",
+        "integer": "integer",
+        "int": "integer",
+        "long": "integer",
+        "bigint": "integer",
+        "float": "number",
+        "double": "number",
+        "decimal": "number",
+        "numeric": "number",
+        "number": "number",
+        "boolean": "boolean",
+        "bool": "boolean",
+        "timestamp": "timestamp",
+        "timestamp_tz": "timestamp",
+        "timestamp_ntz": "timestamp",
+        "date": "date",
+        "time": "string",   # not supported in ODCS
+        "datetime": "timestamp",
+        "array": "array",
+        "object": "object",
+        "record": "object",
+        "struct": "object",
+        "map": "object",
+        "bytes": "string",   # not supported in ODCS
+        "binary": "string",  # not supported in ODCS
+        "null": "string",    # not supported in ODCS
+    }
+
+    return type_mapping.get(t, t)
+
+
+def _convert_quality_list(quality_list: list) -> List[DataQuality]:
+    """Convert DCS quality list to ODCS DataQuality list."""
+    if not quality_list:
+        return []
+
+    result = []
+    for q in quality_list:
+        if q is None:
+            continue
+        dq = DataQuality(type=getattr(q, "type", None))
+        if hasattr(q, "description") and q.description:
+            dq.description = q.description
+        if hasattr(q, "query") and q.query:
+            dq.query = q.query
+        if hasattr(q, "metric") and q.metric:
+            dq.metric = q.metric
+        if hasattr(q, "mustBe") and q.mustBe is not None:
+            dq.mustBe = q.mustBe
+        if hasattr(q, "mustNotBe") and q.mustNotBe is not None:
+            dq.mustNotBe = q.mustNotBe
+        if hasattr(q, "mustBeGreaterThan") and q.mustBeGreaterThan is not None:
+            dq.mustBeGreaterThan = q.mustBeGreaterThan
+        if hasattr(q, "mustBeGreaterOrEqualTo") and q.mustBeGreaterOrEqualTo is not None:
+            dq.mustBeGreaterOrEqualTo = q.mustBeGreaterOrEqualTo
+        if hasattr(q, "mustBeGreaterThanOrEqualTo") and q.mustBeGreaterThanOrEqualTo is not None:
+            dq.mustBeGreaterOrEqualTo = q.mustBeGreaterThanOrEqualTo
+        if hasattr(q, "mustBeLessThan") and q.mustBeLessThan is not None:
+            dq.mustBeLessThan = q.mustBeLessThan
+        if hasattr(q, "mustBeLessOrEqualTo") and q.mustBeLessOrEqualTo is not None:
+            dq.mustBeLessOrEqualTo = q.mustBeLessOrEqualTo
+        if hasattr(q, "mustBeLessThanOrEqualTo") and q.mustBeLessThanOrEqualTo is not None:
+            dq.mustBeLessOrEqualTo = q.mustBeLessThanOrEqualTo
+        if hasattr(q, "mustBeBetween") and q.mustBeBetween is not None:
+            dq.mustBeBetween = q.mustBeBetween
+        if hasattr(q, "mustNotBeBetween") and q.mustNotBeBetween is not None:
+            dq.mustNotBeBetween = q.mustNotBeBetween
+        if hasattr(q, "engine") and q.engine:
+            dq.engine = q.engine
+        if hasattr(q, "implementation") and q.implementation:
+            dq.implementation = q.implementation
+
+        result.append(dq)
+
+    return result
+
+
+def _convert_servicelevels(servicelevels: Any) -> List[ServiceLevelAgreementProperty]:
+    """Convert DCS service levels to ODCS SLA properties."""
+    sla_properties = []
+
+    if hasattr(servicelevels, "availability") and servicelevels.availability:
+        sla_properties.append(
+            ServiceLevelAgreementProperty(
+                property="generalAvailability",
+                value=servicelevels.availability.description if hasattr(servicelevels.availability, "description") else str(servicelevels.availability),
+            )
+        )
+
+    if hasattr(servicelevels, "retention") and servicelevels.retention:
+        retention = servicelevels.retention
+        period = retention.period if hasattr(retention, "period") else str(retention)
+        element = retention.timestampField if hasattr(retention, "timestampField") else None
+        sla_properties.append(
+            ServiceLevelAgreementProperty(
+                property="retention",
+                value=period,
+                element=element,
+            )
+        )
+
+    if hasattr(servicelevels, "freshness") and servicelevels.freshness:
+        freshness = servicelevels.freshness
+        if hasattr(freshness, "threshold") and freshness.threshold and hasattr(freshness, "timestampField") and freshness.timestampField:
+            value, unit = _parse_iso8601_duration(freshness.threshold)
+            if value is not None and unit is not None:
+                sla_properties.append(
+                    ServiceLevelAgreementProperty(
+                        property="freshness",
+                        value=value,
+                        unit=unit,
+                        element=freshness.timestampField,
+                    )
+                )
+
+    if hasattr(servicelevels, "latency") and servicelevels.latency:
+        latency = servicelevels.latency
+        if hasattr(latency, "threshold") and latency.threshold:
+            value, unit = _parse_iso8601_duration(latency.threshold)
+            if value is not None and unit is not None:
+                element = None
+                if hasattr(latency, "sourceTimestampField") and latency.sourceTimestampField:
+                    element = latency.sourceTimestampField
+                sla_properties.append(
+                    ServiceLevelAgreementProperty(
+                        property="latency",
+                        value=value,
+                        unit=unit,
+                        element=element,
+                    )
+                )
+
+    if hasattr(servicelevels, "frequency") and servicelevels.frequency:
+        frequency = servicelevels.frequency
+        freq_value = frequency.interval if hasattr(frequency, "interval") and frequency.interval else (frequency.cron if hasattr(frequency, "cron") else None)
+        if freq_value:
+            sla_properties.append(
+                ServiceLevelAgreementProperty(
+                    property="frequency",
+                    value=freq_value,
+                )
+            )
+
+    if hasattr(servicelevels, "support") and servicelevels.support:
+        support = servicelevels.support
+        support_value = support.time if hasattr(support, "time") and support.time else (support.description if hasattr(support, "description") else None)
+        if support_value:
+            sla_properties.append(
+                ServiceLevelAgreementProperty(
+                    property="support",
+                    value=support_value,
+                )
+            )
+
+    if hasattr(servicelevels, "backup") and servicelevels.backup:
+        backup = servicelevels.backup
+        backup_value = backup.interval if hasattr(backup, "interval") and backup.interval else (backup.cron if hasattr(backup, "cron") else None)
+        if backup_value:
+            sla_properties.append(
+                ServiceLevelAgreementProperty(
+                    property="backup",
+                    value=backup_value,
+                )
+            )
+
+    return sla_properties
+
+
+def _parse_iso8601_duration(duration: str) -> tuple:
+    """Parse ISO 8601 duration (e.g., PT1H, P1D) to value and unit."""
+    import re
+
+    if not duration:
+        return None, None
+
+    # Remove P and T prefixes
+    duration = duration.upper().replace("P", "").replace("T", "")
+
+    # Match patterns like 1H, 30M, 1D
+    match = re.match(r"(\d+)([DHMS])", duration)
+    if match:
+        value = int(match.group(1))
+        unit_char = match.group(2)
+        unit_map = {"D": "d", "H": "h", "M": "m", "S": "s"}
+        return value, unit_map.get(unit_char, "d")
+
+    return None, None
diff --git a/datacontract/imports/excel_importer.py b/datacontract/imports/excel_importer.py
index 8732b8829..df18bae00 100644
--- a/datacontract/imports/excel_importer.py
+++ b/datacontract/imports/excel_importer.py
@@ -23,9 +23,6 @@
 from openpyxl.worksheet.worksheet import Worksheet
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-)
 from datacontract.model.exceptions import DataContractException
 
 logger = logging.getLogger(__name__)
@@ -34,10 +31,9 @@
 class ExcelImporter(Importer):
     def import_source(
         self,
-        data_contract_specification: DataContractSpecification | OpenDataContractStandard,
         source: str,
         import_args: dict,
-    ) -> DataContractSpecification | OpenDataContractStandard:
+    ) -> OpenDataContractStandard:
         return import_excel_as_odcs(source)
 
 
diff --git a/datacontract/imports/glue_importer.py b/datacontract/imports/glue_importer.py
index b3063be08..11ccdc4cc 100644
--- a/datacontract/imports/glue_importer.py
+++ b/datacontract/imports/glue_importer.py
@@ -2,32 +2,26 @@
 from typing import Dict, Generator, List
 
 import boto3
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Field,
-    Model,
-    Server,
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+    create_server,
 )
 
 
 class GlueImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_glue(data_contract_specification, source, import_args.get("glue_table"))
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_glue(source, import_args.get("glue_table"))
 
 
 def get_glue_database(database_name: str):
-    """Get the details Glue database.
-
-    Args:
-        database_name (str): glue database to request.
-
-    Returns:
-        set: catalogid and locationUri
-    """
+    """Get the details Glue database."""
     glue = boto3.client("glue")
     try:
         response = glue.get_database(Name=database_name)
@@ -35,7 +29,6 @@ def get_glue_database(database_name: str):
         print(f"Database not found {database_name}.")
         return (None, None)
     except Exception as e:
-        # todo catch all
         print(f"Error: {e}")
         return (None, None)
 
@@ -46,31 +39,18 @@ def get_glue_database(database_name: str):
 
 
 def get_glue_tables(database_name: str) -> List[str]:
-    """Get the list of tables in a Glue database.
-
-    Args:
-        database_name (str): Glue database to request.
-
-    Returns:
-        List[str]: List of table names
-    """
+    """Get the list of tables in a Glue database."""
     glue = boto3.client("glue")
-
-    # Set the paginator
     paginator = glue.get_paginator("get_tables")
-
-    # Initialize an empty list to store the table names
     table_names = []
+
     try:
-        # Paginate through the tables
         for page in paginator.paginate(DatabaseName=database_name, PaginationConfig={"PageSize": 100}):
-            # Add the tables from the current page to the list
             table_names.extend([table["Name"] for table in page["TableList"] if "Name" in table])
     except glue.exceptions.EntityNotFoundException:
         print(f"Database {database_name} not found.")
         return []
     except Exception as e:
-        # todo catch all
         print(f"Error: {e}")
         return []
 
@@ -78,32 +58,20 @@ def get_glue_tables(database_name: str) -> List[str]:
 
 
 def get_glue_table_schema(database_name: str, table_name: str) -> List[Dict]:
-    """Get the schema of a Glue table.
-
-    Args:
-        database_name (str): Glue database name.
-        table_name (str): Glue table name.
-
-    Returns:
-        dict: Table schema
-    """
-
+    """Get the schema of a Glue table."""
     glue = boto3.client("glue")
 
-    # Get the table schema
     try:
         response = glue.get_table(DatabaseName=database_name, Name=table_name)
     except glue.exceptions.EntityNotFoundException:
         print(f"Table {table_name} not found in database {database_name}.")
         return []
     except Exception as e:
-        # todo catch all
         print(f"Error: {e}")
         return []
 
     table_schema = response["Table"]["StorageDescriptor"]["Columns"]
 
-    # when using hive partition keys, the schema is stored in the PartitionKeys field
     if response["Table"].get("PartitionKeys") is not None:
         for pk in response["Table"]["PartitionKeys"]:
             table_schema.append(
@@ -118,119 +86,124 @@ def get_glue_table_schema(database_name: str, table_name: str) -> List[Dict]:
 
 
 def import_glue(
-    data_contract_specification: DataContractSpecification,
     source: str,
     table_names: List[str],
-) -> DataContractSpecification:
-    """Import the schema of a Glue database.
-
-    Args:
-        data_contract_specification (DataContractSpecification): The data contract specification to update.
-        source (str): The name of the Glue database.
-        table_names (List[str]): List of table names to import. If None, all tables in the database are imported.
-
-    Returns:
-        DataContractSpecification: The updated data contract specification.
-    """
+) -> OpenDataContractStandard:
+    """Import the schema of a Glue database."""
     catalogid, location_uri = get_glue_database(source)
 
-    # something went wrong
     if catalogid is None:
-        return data_contract_specification
+        return create_odcs()
 
     if table_names is None:
         table_names = get_glue_tables(source)
 
-    server_kwargs = {"type": "glue", "account": catalogid, "database": source}
+    odcs = create_odcs()
 
-    if location_uri:
-        server_kwargs["location"] = location_uri
+    # Create server
+    server = create_server(
+        name="production",
+        server_type="glue",
+        account=catalogid,
+        database=source,
+        location=location_uri,
+    )
+    odcs.servers = [server]
 
-    data_contract_specification.servers = {
-        "production": Server(**server_kwargs),
-    }
+    odcs.schema_ = []
 
     for table_name in table_names:
-        if data_contract_specification.models is None:
-            data_contract_specification.models = {}
-
         table_schema = get_glue_table_schema(source, table_name)
 
-        fields = {}
+        properties = []
         for column in table_schema:
-            field = create_typed_field(column["Type"])
+            prop = create_typed_property(column["Name"], column["Type"])
 
-            # hive partitions are required, but are not primary keys
+            # Hive partitions are required
             if column.get("Hive"):
-                field.required = True
+                prop.required = True
 
-            field.description = column.get("Comment")
-            fields[column["Name"]] = field
+            if column.get("Comment"):
+                prop.description = column.get("Comment")
 
-        data_contract_specification.models[table_name] = Model(
-            type="table",
-            fields=fields,
-        )
+            properties.append(prop)
 
-    return data_contract_specification
+        schema_obj = create_schema_object(
+            name=table_name,
+            physical_type="table",
+            properties=properties,
+        )
 
+        odcs.schema_.append(schema_obj)
 
-def create_typed_field(dtype: str) -> Field:
-    """Create a typed field based on the given data type.
+    return odcs
 
-    Args:
-        dtype (str): The data type of the field.
 
-    Returns:
-        Field: The created field with the appropriate type.
-    """
-    field = Field()
+def create_typed_property(name: str, dtype: str) -> SchemaProperty:
+    """Create a typed SchemaProperty based on the given data type."""
     dtype = dtype.strip().lower().replace(" ", "")
-    # Example: array
+
     if dtype.startswith("array"):
-        field.type = "array"
-        field.items = create_typed_field(dtype[6:-1])
-    # Example: struct
+        inner_type = dtype[6:-1]
+        items_prop = create_typed_property("items", inner_type)
+        return create_property(
+            name=name,
+            logical_type="array",
+            physical_type=dtype,
+            items=items_prop,
+        )
     elif dtype.startswith("struct"):
-        field.type = "struct"
+        nested_props = []
         for f in split_struct(dtype[7:-1]):
-            field_name, field_key = f.split(":", 1)
-            field.fields[field_name] = create_typed_field(field_key)
-    # Example: map
+            field_name, field_type = f.split(":", 1)
+            nested_props.append(create_typed_property(field_name, field_type))
+        return create_property(
+            name=name,
+            logical_type="object",
+            physical_type="struct",
+            properties=nested_props,
+        )
     elif dtype.startswith("map"):
-        field.type = "map"
-        map_match = re.match(r"map<(.+?),\s*(.+)>", dtype)
-        if map_match:
-            key_type = map_match.group(1)
-            value_type = map_match.group(2)
-            field.keys = create_typed_field(key_type)
-            field.values = create_typed_field(value_type)
-    # Example: decimal(38, 6) or decimal
+        return create_property(
+            name=name,
+            logical_type="object",
+            physical_type="map",
+        )
     elif dtype.startswith("decimal"):
-        field.type = "decimal"
+        precision = None
+        scale = None
         decimal_match = re.match(r"decimal\((\d+),\s*(\d+)\)", dtype)
-        if decimal_match:  # if precision specified
-            field.precision = int(decimal_match.group(1))
-            field.scale = int(decimal_match.group(2))
-    # Example: varchar(255) or varchar
+        if decimal_match:
+            precision = int(decimal_match.group(1))
+            scale = int(decimal_match.group(2))
+        return create_property(
+            name=name,
+            logical_type="number",
+            physical_type="decimal",
+            precision=precision,
+            scale=scale,
+        )
     elif dtype.startswith("varchar"):
-        field.type = "varchar"
+        max_length = None
         if len(dtype) > 7:
-            field.maxLength = int(dtype[8:-1])
+            max_length = int(dtype[8:-1])
+        return create_property(
+            name=name,
+            logical_type="string",
+            physical_type="varchar",
+            max_length=max_length,
+        )
     else:
-        field.type = map_type_from_sql(dtype)
-    return field
+        logical_type = map_glue_type_to_odcs(dtype)
+        return create_property(
+            name=name,
+            logical_type=logical_type,
+            physical_type=dtype,
+        )
 
 
 def split_fields(s: str) -> Generator[str, None, None]:
-    """Split a string of fields considering nested structures.
-
-    Args:
-        s (str): The string to split.
-
-    Yields:
-        str: The next field in the string.
-    """
+    """Split a string of fields considering nested structures."""
     counter: int = 0
     last: int = 0
     for i, x in enumerate(s):
@@ -245,39 +218,25 @@ def split_fields(s: str) -> Generator[str, None, None]:
 
 
 def split_struct(s: str) -> List[str]:
-    """Split a struct string into individual fields.
-
-    Args:
-        s (str): The struct string to split.
-
-    Returns:
-        List[str]: List of individual fields in the struct.
-    """
+    """Split a struct string into individual fields."""
     return list(split_fields(s=s))
 
 
-def map_type_from_sql(sql_type: str) -> str:
-    """Map an SQL type to a corresponding field type.
-
-    Args:
-        sql_type (str): The SQL type to map.
-
-    Returns:
-        str: The corresponding field type.
-    """
+def map_glue_type_to_odcs(sql_type: str) -> str:
+    """Map a Glue/SQL type to ODCS logical type."""
     if sql_type is None:
-        return None
+        return "string"
 
     sql_type = sql_type.lower()
 
     type_mapping = {
         "string": "string",
-        "int": "int",
-        "bigint": "bigint",
-        "float": "float",
-        "double": "double",
+        "int": "integer",
+        "bigint": "integer",
+        "float": "number",
+        "double": "number",
         "boolean": "boolean",
-        "timestamp": "timestamp",
+        "timestamp": "date",
         "date": "date",
     }
 
@@ -285,4 +244,4 @@ def map_type_from_sql(sql_type: str) -> str:
         if sql_type.startswith(prefix):
             return mapped_type
 
-    return "unknown"
+    return "string"
diff --git a/datacontract/imports/iceberg_importer.py b/datacontract/imports/iceberg_importer.py
index f63db25fa..2bfd3f95a 100644
--- a/datacontract/imports/iceberg_importer.py
+++ b/datacontract/imports/iceberg_importer.py
@@ -1,21 +1,24 @@
-from typing import Any, Dict
 
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 from pydantic import ValidationError
 from pyiceberg import types as iceberg_types
 from pyiceberg.schema import Schema
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+)
 from datacontract.model.exceptions import DataContractException
 
 
 class IcebergImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
         schema = load_and_validate_iceberg_schema(source)
         return import_iceberg(
-            data_contract_specification,
             schema,
             import_args.get("iceberg_table"),
         )
@@ -34,139 +37,139 @@ def load_and_validate_iceberg_schema(source: str) -> Schema:
             )
 
 
-def import_iceberg(
-    data_contract_specification: DataContractSpecification, schema: Schema, table_name: str
-) -> DataContractSpecification:
-    if data_contract_specification.models is None:
-        data_contract_specification.models = {}
-
-    model = Model(type="table", title=table_name)
+def import_iceberg(schema: Schema, table_name: str) -> OpenDataContractStandard:
+    """Import an Iceberg schema and create an ODCS data contract."""
+    odcs = create_odcs()
 
     # Iceberg identifier_fields aren't technically primary keys since Iceberg doesn't support primary keys,
-    # but they are close enough that we can probably treat them as primary keys on the conversion.
-    # ref: https://iceberg.apache.org/spec/#identifier-field-ids
-    # this code WILL NOT support finding nested primary key fields.
+    # but they are close enough that we can treat them as primary keys on the conversion.
     identifier_fields_ids = schema.identifier_field_ids
 
+    properties = []
+    pk_position = 1
+
     for field in schema.fields:
-        model_field = _field_from_nested_field(field)
+        prop = _property_from_nested_field(field)
 
         if field.field_id in identifier_fields_ids:
-            model_field.primaryKey = True
-
-        model.fields[field.name] = model_field
-
-    data_contract_specification.models[table_name] = model
-    return data_contract_specification
+            prop.primaryKey = True
+            prop.primaryKeyPosition = pk_position
+            pk_position += 1
 
+        properties.append(prop)
 
-def _field_from_nested_field(nested_field: iceberg_types.NestedField) -> Field:
-    """
-    Converts an Iceberg NestedField into a Field object for the data contract.
-
-    Args:
-        nested_field: The Iceberg NestedField to convert.
-
-    Returns:
-        Field: The generated Field object.
-    """
-    field = Field(
-        title=nested_field.name,
-        required=nested_field.required,
-        config=build_field_config(nested_field),
+    schema_obj = create_schema_object(
+        name=table_name or "iceberg_table",
+        physical_type="table",
+        properties=properties,
     )
 
-    if nested_field.doc is not None:
-        field.description = nested_field.doc
-
-    return _type_from_iceberg_type(field, nested_field.field_type)
-
-
-def _type_from_iceberg_type(field: Field, iceberg_type: iceberg_types.IcebergType) -> Field:
-    """
-    Maps Iceberg data types to the Data Contract type system and updates the field.
-
-    Args:
-        field: The Field object to update.
-        iceberg_type: The Iceberg data type to map.
-
-    Returns:
-        Field: The updated Field object.
-    """
-    field.type = _data_type_from_iceberg(iceberg_type)
-
-    if field.type == "array":
-        field.items = _type_from_iceberg_type(Field(required=iceberg_type.element_required), iceberg_type.element_type)
-
-    elif field.type == "map":
-        field.keys = _type_from_iceberg_type(Field(required=True), iceberg_type.key_type)
-        field.values = _type_from_iceberg_type(Field(required=iceberg_type.value_required), iceberg_type.value_type)
-
-    elif field.type == "object":
-        field.fields = {nf.name: _field_from_nested_field(nf) for nf in iceberg_type.fields}
-
-    return field
-
-
-def build_field_config(iceberg_field: iceberg_types.NestedField) -> Dict[str, Any]:
-    config = {}
-
-    if iceberg_field.field_id > 0:
-        config["icebergFieldId"] = iceberg_field.field_id
+    odcs.schema_ = [schema_obj]
+    return odcs
+
+
+def _property_from_nested_field(nested_field: iceberg_types.NestedField) -> SchemaProperty:
+    """Converts an Iceberg NestedField into an ODCS SchemaProperty."""
+    logical_type = _data_type_from_iceberg(nested_field.field_type)
+
+    custom_props = {}
+    if nested_field.field_id > 0:
+        custom_props["icebergFieldId"] = nested_field.field_id
+    if nested_field.initial_default is not None:
+        custom_props["icebergInitialDefault"] = str(nested_field.initial_default)
+    if nested_field.write_default is not None:
+        custom_props["icebergWriteDefault"] = str(nested_field.write_default)
+
+    nested_properties = None
+    items_prop = None
+    physical_type = str(nested_field.field_type)
+
+    if logical_type == "array":
+        items_prop = _type_to_property("items", nested_field.field_type.element_type, nested_field.field_type.element_required)
+    elif isinstance(nested_field.field_type, iceberg_types.MapType):
+        # For map types, store key/value types in customProperties and use "map" as physicalType
+        physical_type = "map"
+        custom_props["mapKeyType"] = _data_type_from_iceberg(nested_field.field_type.key_type)
+        custom_props["mapValueType"] = _data_type_from_iceberg(nested_field.field_type.value_type)
+        custom_props["mapValueRequired"] = str(nested_field.field_type.value_required).lower()
+        # Handle nested maps in value type
+        if isinstance(nested_field.field_type.value_type, iceberg_types.MapType):
+            custom_props["mapValuePhysicalType"] = "map"
+            custom_props["mapNestedKeyType"] = _data_type_from_iceberg(nested_field.field_type.value_type.key_type)
+            custom_props["mapNestedValueType"] = _data_type_from_iceberg(nested_field.field_type.value_type.value_type)
+            custom_props["mapNestedValueRequired"] = str(nested_field.field_type.value_type.value_required).lower()
+    elif logical_type == "object" and hasattr(nested_field.field_type, "fields"):
+        nested_properties = [_property_from_nested_field(nf) for nf in nested_field.field_type.fields]
+
+    return create_property(
+        name=nested_field.name,
+        logical_type=logical_type,
+        physical_type=physical_type,
+        description=nested_field.doc,
+        required=nested_field.required if nested_field.required else None,
+        properties=nested_properties,
+        items=items_prop,
+        custom_properties=custom_props if custom_props else None,
+    )
 
-    if iceberg_field.initial_default is not None:
-        config["icebergInitialDefault"] = iceberg_field.initial_default
 
-    if iceberg_field.write_default is not None:
-        config["icebergWriteDefault"] = iceberg_field.write_default
+def _type_to_property(name: str, iceberg_type: iceberg_types.IcebergType, required: bool = True) -> SchemaProperty:
+    """Convert an Iceberg type to an ODCS SchemaProperty."""
+    logical_type = _data_type_from_iceberg(iceberg_type)
 
-    return config
+    nested_properties = None
+    items_prop = None
 
+    if logical_type == "array":
+        items_prop = _type_to_property("items", iceberg_type.element_type, iceberg_type.element_required)
+    elif logical_type == "object" and hasattr(iceberg_type, "fields"):
+        nested_properties = [_property_from_nested_field(nf) for nf in iceberg_type.fields]
 
-def _data_type_from_iceberg(type: iceberg_types.IcebergType) -> str:
-    """
-    Convert an Iceberg field type to a datacontract field type
+    return create_property(
+        name=name,
+        logical_type=logical_type,
+        physical_type=str(iceberg_type),
+        required=required if required else None,
+        properties=nested_properties,
+        items=items_prop,
+    )
 
-    Args:
-        type: The Iceberg field type
 
-    Returns:
-        str: The datacontract field type
-    """
-    if isinstance(type, iceberg_types.BooleanType):
+def _data_type_from_iceberg(iceberg_type: iceberg_types.IcebergType) -> str:
+    """Convert an Iceberg field type to an ODCS logical type."""
+    if isinstance(iceberg_type, iceberg_types.BooleanType):
         return "boolean"
-    if isinstance(type, iceberg_types.IntegerType):
+    if isinstance(iceberg_type, iceberg_types.IntegerType):
         return "integer"
-    if isinstance(type, iceberg_types.LongType):
-        return "long"
-    if isinstance(type, iceberg_types.FloatType):
-        return "float"
-    if isinstance(type, iceberg_types.DoubleType):
-        return "double"
-    if isinstance(type, iceberg_types.DecimalType):
-        return "decimal"
-    if isinstance(type, iceberg_types.DateType):
+    if isinstance(iceberg_type, iceberg_types.LongType):
+        return "integer"
+    if isinstance(iceberg_type, iceberg_types.FloatType):
+        return "number"
+    if isinstance(iceberg_type, iceberg_types.DoubleType):
+        return "number"
+    if isinstance(iceberg_type, iceberg_types.DecimalType):
+        return "number"
+    if isinstance(iceberg_type, iceberg_types.DateType):
         return "date"
-    if isinstance(type, iceberg_types.TimeType):
-        # there isn't a great mapping for the iceberg type "time", just map to string for now
+    if isinstance(iceberg_type, iceberg_types.TimeType):
         return "string"
-    if isinstance(type, iceberg_types.TimestampType):
-        return "timestamp_ntz"
-    if isinstance(type, iceberg_types.TimestamptzType):
-        return "timestamp_tz"
-    if isinstance(type, iceberg_types.StringType):
+    if isinstance(iceberg_type, iceberg_types.TimestampType):
+        return "date"
+    if isinstance(iceberg_type, iceberg_types.TimestamptzType):
+        return "date"
+    if isinstance(iceberg_type, iceberg_types.StringType):
         return "string"
-    if isinstance(type, iceberg_types.UUIDType):
+    if isinstance(iceberg_type, iceberg_types.UUIDType):
         return "string"
-    if isinstance(type, iceberg_types.BinaryType):
-        return "bytes"
-    if isinstance(type, iceberg_types.FixedType):
-        return "bytes"
-    if isinstance(type, iceberg_types.MapType):
-        return "map"
-    if isinstance(type, iceberg_types.ListType):
+    if isinstance(iceberg_type, iceberg_types.BinaryType):
+        return "array"
+    if isinstance(iceberg_type, iceberg_types.FixedType):
+        return "array"
+    if isinstance(iceberg_type, iceberg_types.MapType):
+        return "object"
+    if isinstance(iceberg_type, iceberg_types.ListType):
         return "array"
-    if isinstance(type, iceberg_types.StructType):
+    if isinstance(iceberg_type, iceberg_types.StructType):
         return "object"
 
-    raise ValueError(f"Unknown Iceberg type: {type}")
+    raise ValueError(f"Unknown Iceberg type: {iceberg_type}")
diff --git a/datacontract/imports/importer.py b/datacontract/imports/importer.py
index 61f1d2179..24961fb8c 100644
--- a/datacontract/imports/importer.py
+++ b/datacontract/imports/importer.py
@@ -1,7 +1,6 @@
 from abc import ABC, abstractmethod
 from enum import Enum
 
-from datacontract_specification.model import DataContractSpecification
 from open_data_contract_standard.model import OpenDataContractStandard
 
 
@@ -12,10 +11,13 @@ def __init__(self, import_format) -> None:
     @abstractmethod
     def import_source(
         self,
-        data_contract_specification: DataContractSpecification | OpenDataContractStandard,
         source: str,
         import_args: dict,
-    ) -> DataContractSpecification | OpenDataContractStandard:
+    ) -> OpenDataContractStandard:
+        """Import a data contract from a source.
+
+        All importers now return OpenDataContractStandard (ODCS) format.
+        """
         pass
 
 
@@ -40,12 +42,3 @@ class ImportFormat(str, Enum):
     @classmethod
     def get_supported_formats(cls):
         return list(map(lambda c: c.value, cls))
-
-
-class Spec(str, Enum):
-    datacontract_specification = "datacontract_specification"
-    odcs = "odcs"
-
-    @classmethod
-    def get_supported_types(cls):
-        return list(map(lambda c: c.value, cls))
diff --git a/datacontract/imports/json_importer.py b/datacontract/imports/json_importer.py
index 5bbfd65cc..219a910d3 100644
--- a/datacontract/imports/json_importer.py
+++ b/datacontract/imports/json_importer.py
@@ -3,15 +3,22 @@
 import re
 from typing import Any, Dict, List, Optional, Tuple
 
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
+
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Model, Server
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+    create_server,
+)
 
 
 class JsonImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_json(data_contract_specification, source)
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_json(source)
 
 
 def is_ndjson(file_path: str) -> bool:
@@ -29,15 +36,12 @@ def is_ndjson(file_path: str) -> bool:
     return False
 
 
-def import_json(
-    data_contract_specification: DataContractSpecification, source: str, include_examples: bool = False
-) -> DataContractSpecification:
-    # use the file name as base model name
+def import_json(source: str, include_examples: bool = False) -> OpenDataContractStandard:
+    """Import a JSON file and create an ODCS data contract."""
     base_model_name = os.path.splitext(os.path.basename(source))[0]
 
-    # check if file is newline-delimited JSON
+    # Check if file is newline-delimited JSON
     if is_ndjson(source):
-        # load NDJSON data
         json_data = []
         with open(source, "r", encoding="utf-8") as file:
             for line in file:
@@ -48,108 +52,132 @@ def import_json(
                     except json.JSONDecodeError:
                         continue
     else:
-        # load regular JSON data
         with open(source, "r", encoding="utf-8") as file:
             json_data = json.load(file)
 
-    if data_contract_specification.servers is None:
-        data_contract_specification.servers = {}
-
-    data_contract_specification.servers["production"] = Server(type="local", path=source, format="json")
-
-    # initialisation
-    models = {}
+    odcs = create_odcs()
+    odcs.servers = [create_server(name="production", server_type="local", path=source, format="json")]
 
     if isinstance(json_data, list) and json_data:
-        # Array of items
         if all(isinstance(item, dict) for item in json_data[:5]):
             # Array of objects, as table
-            fields = {}
+            properties = []
+            field_defs = {}
             for item in json_data[:20]:
                 for key, value in item.items():
-                    field_def = generate_field_definition(value, key, base_model_name, models)
-                    if key in fields:
-                        fields[key] = merge_field_definitions(fields[key], field_def)
+                    field_def = generate_field_definition(value, key)
+                    if key in field_defs:
+                        field_defs[key] = merge_field_definitions(field_defs[key], field_def)
                     else:
-                        fields[key] = field_def
+                        field_defs[key] = field_def
 
-            models[base_model_name] = {
-                "type": "table",
-                "description": f"Generated from JSON array in {source}",
-                "fields": fields,
-                "examples": json_data[:3] if include_examples else None,
-            }
+            properties = [dict_to_property(name, field_def) for name, field_def in field_defs.items()]
+
+            schema_obj = create_schema_object(
+                name=base_model_name,
+                physical_type="table",
+                description=f"Generated from JSON array in {source}",
+                properties=properties,
+            )
         else:
             # Simple array
             item_type, item_format = infer_array_type(json_data[:20])
-            models[base_model_name] = {
-                "type": "array",
-                "description": f"Generated from JSON array in {source}",
-                "items": {"type": item_type, "format": item_format} if item_format else {"type": item_type},
-                "examples": [json_data[:5]] if include_examples else None,
-            }
+            schema_obj = create_schema_object(
+                name=base_model_name,
+                physical_type="array",
+                description=f"Generated from JSON array in {source}",
+            )
     elif isinstance(json_data, dict):
-        # Single object
-        fields = {}
+        properties = []
         for key, value in json_data.items():
-            fields[key] = generate_field_definition(value, key, base_model_name, models)
-
-        models[base_model_name] = {
-            "type": "object",
-            "description": f"Generated from JSON object in {source}",
-            "fields": fields,
-            "examples": [json_data] if include_examples else None,
-        }
+            field_def = generate_field_definition(value, key)
+            properties.append(dict_to_property(key, field_def))
+
+        schema_obj = create_schema_object(
+            name=base_model_name,
+            physical_type="object",
+            description=f"Generated from JSON object in {source}",
+            properties=properties,
+        )
     else:
-        # Primitive value
         field_type, field_format = determine_type_and_format(json_data)
-        models[base_model_name] = {
-            "type": field_type,
-            "description": f"Generated from JSON primitive in {source}",
-            "format": field_format,
-            "examples": [json_data] if include_examples and field_type != "boolean" else None,
-        }
-
-    for model_name, model_def in models.items():
-        model_type = model_def.pop("type")
-        data_contract_specification.models[model_name] = Model(type=model_type, **model_def)
-
-    return data_contract_specification
-
-
-def generate_field_definition(
-    value: Any, field_name: str, parent_model: str, models: Dict[str, Dict[str, Any]]
-) -> Dict[str, Any]:
-    """Generate a field definition for a JSON value, creating nested models."""
-
+        schema_obj = create_schema_object(
+            name=base_model_name,
+            physical_type=field_type,
+            description=f"Generated from JSON primitive in {source}",
+        )
+
+    odcs.schema_ = [schema_obj]
+    return odcs
+
+
+def dict_to_property(name: str, field_def: Dict[str, Any]) -> SchemaProperty:
+    """Convert a field definition dict to an ODCS SchemaProperty."""
+    logical_type = map_json_type_to_odcs(field_def.get("type", "string"))
+
+    nested_properties = None
+    if field_def.get("type") == "object" and "fields" in field_def:
+        nested_properties = [dict_to_property(k, v) for k, v in field_def["fields"].items()]
+
+    items_prop = None
+    if field_def.get("type") == "array" and "items" in field_def:
+        items_prop = dict_to_property("items", field_def["items"])
+
+    examples = field_def.get("examples")
+
+    custom_props = {}
+    if field_def.get("format"):
+        custom_props["format"] = field_def.get("format")
+
+    return create_property(
+        name=name,
+        logical_type=logical_type,
+        physical_type=field_def.get("type"),
+        examples=examples,
+        properties=nested_properties,
+        items=items_prop,
+        custom_properties=custom_props if custom_props else None,
+    )
+
+
+def map_json_type_to_odcs(json_type: str) -> str:
+    """Map JSON type to ODCS logical type."""
+    type_mapping = {
+        "string": "string",
+        "integer": "integer",
+        "number": "number",
+        "boolean": "boolean",
+        "array": "array",
+        "object": "object",
+        "null": "string",
+    }
+    return type_mapping.get(json_type, "string")
+
+
+def generate_field_definition(value: Any, field_name: str) -> Dict[str, Any]:
+    """Generate a field definition for a JSON value."""
     if isinstance(value, dict):
-        # Handle object fields
         fields = {}
         for key, nested_value in value.items():
-            fields[key] = generate_field_definition(nested_value, key, parent_model, models)
-
+            fields[key] = generate_field_definition(nested_value, key)
         return {"type": "object", "fields": fields}
 
     elif isinstance(value, list):
-        # Handle array fields
         if not value:
             return {"type": "array", "items": {"type": "string"}}
 
         if all(isinstance(item, dict) for item in value):
-            # Array of objects
             fields = {}
             for item in value:
                 for key, nested_value in item.items():
-                    field_def = generate_field_definition(nested_value, key, parent_model, models)
+                    field_def = generate_field_definition(nested_value, key)
                     if key in fields:
                         fields[key] = merge_field_definitions(fields[key], field_def)
                     else:
                         fields[key] = field_def
-
             return {"type": "array", "items": {"type": "object", "fields": fields}}
 
         elif all(isinstance(item, list) for item in value):
-            # Array of arrays
             inner_type, inner_format = infer_array_type(value[0])
             return {
                 "type": "array",
@@ -157,36 +185,24 @@ def generate_field_definition(
                     "type": "array",
                     "items": {"type": inner_type, "format": inner_format} if inner_format else {"type": inner_type},
                 },
-                "examples": value[:5],  # Include examples for nested arrays
             }
-
         else:
-            # Array of simple or mixed types
             item_type, item_format = infer_array_type(value)
             items_def = {"type": item_type}
             if item_format:
                 items_def["format"] = item_format
-
             field_def = {"type": "array", "items": items_def}
-
-            # Add examples if appropriate
             sample_values = [item for item in value[:5] if item is not None]
             if sample_values:
                 field_def["examples"] = sample_values
-
             return field_def
-
     else:
-        # Handle primitive types
         field_type, field_format = determine_type_and_format(value)
         field_def = {"type": field_type}
         if field_format:
             field_def["format"] = field_format
-
-        # Add examples
         if value is not None and field_type != "boolean":
             field_def["examples"] = [value]
-
         return field_def
 
 
@@ -195,11 +211,9 @@ def infer_array_type(array: List) -> Tuple[str, Optional[str]]:
     if not array:
         return "string", None
 
-    # if all items are dictionaries with the same structure
     if all(isinstance(item, dict) for item in array):
         return "object", None
 
-    # if all items are of the same primitive type
     non_null_items = [item for item in array if item is not None]
     if not non_null_items:
         return "null", None
@@ -208,7 +222,6 @@ def infer_array_type(array: List) -> Tuple[str, Optional[str]]:
     types = {t for t, _ in types_and_formats}
     formats = {f for _, f in types_and_formats if f is not None}
 
-    # simplify type combinations
     if types == {"integer", "number"}:
         return "number", None
     if len(types) == 1:
@@ -216,17 +229,15 @@ def infer_array_type(array: List) -> Tuple[str, Optional[str]]:
         format_name = next(iter(formats)) if len(formats) == 1 else None
         return type_name, format_name
     if all(t in {"string", "integer", "number", "boolean", "null"} for t in types):
-        # If all string values have the same format, keep it
         if len(formats) == 1 and "string" in types:
             return "string", next(iter(formats))
         return "string", None
 
-    # Mixed types
     return "string", None
 
 
 def determine_type_and_format(value: Any) -> Tuple[str, Optional[str]]:
-    """determine the datacontract type and format for a JSON value."""
+    """Determine the datacontract type and format for a JSON value."""
     if value is None:
         return "null", None
     elif isinstance(value, bool):
@@ -264,22 +275,16 @@ def merge_field_definitions(field1: Dict[str, Any], field2: Dict[str, Any]) -> D
         return field1
     if field2.get("type") == "object" and field1.get("type") != "object":
         return field2
-    # Handle type differences
+
     if field1.get("type") != field2.get("type"):
-        type1, _ = field1.get("type", "string"), field1.get("format")
-        type2, _ = field2.get("type", "string"), field2.get("format")
+        type1 = field1.get("type", "string")
+        type2 = field2.get("type", "string")
 
-        if type1 == "integer" and type2 == "number" or type1 == "number" and type2 == "integer":
-            common_type = "number"
-            common_format = None
+        if (type1 == "integer" and type2 == "number") or (type1 == "number" and type2 == "integer"):
+            result["type"] = "number"
         elif "string" in [type1, type2]:
-            common_type = "string"
-            common_format = None
-        elif all(t in ["string", "integer", "number", "boolean", "null"] for t in [type1, type2]):
-            common_type = "string"
-            common_format = None
+            result["type"] = "string"
         elif type1 == "array" and type2 == "array":
-            # Handle mixed array types
             items1 = field1.get("items", {})
             items2 = field2.get("items", {})
             if items1.get("type") == "object" or items2.get("type") == "object":
@@ -292,28 +297,21 @@ def merge_field_definitions(field1: Dict[str, Any], field2: Dict[str, Any]) -> D
                 merged_items = merge_field_definitions(items1, items2)
                 return {"type": "array", "items": merged_items}
         else:
-            common_type = "array" if "array" in [type1, type2] else "object"
-            common_format = None
+            result["type"] = "array" if "array" in [type1, type2] else "object"
 
-        result["type"] = common_type
-        if common_format:
-            result["format"] = common_format
-        elif "format" in result:
+        if "format" in result:
             del result["format"]
 
-    # Merge examples
     if "examples" in field2:
         if "examples" in result:
             combined = result["examples"] + [ex for ex in field2["examples"] if ex not in result["examples"]]
-            result["examples"] = combined[:5]  # Limit to 5 examples
+            result["examples"] = combined[:5]
         else:
             result["examples"] = field2["examples"]
 
-    # Handle nested structures
     if result.get("type") == "array" and "items" in field1 and "items" in field2:
         result["items"] = merge_field_definitions(field1["items"], field2["items"])
     elif result.get("type") == "object" and "fields" in field1 and "fields" in field2:
-        # Merge fields from both objects
         merged_fields = field1["fields"].copy()
         for key, field_def in field2["fields"].items():
             if key in merged_fields:
diff --git a/datacontract/imports/jsonschema_importer.py b/datacontract/imports/jsonschema_importer.py
index eb93c2e83..032eefec2 100644
--- a/datacontract/imports/jsonschema_importer.py
+++ b/datacontract/imports/jsonschema_importer.py
@@ -1,46 +1,54 @@
 import json
+from typing import Any, Dict, List
 
 import fastjsonschema
+from open_data_contract_standard.model import DataQuality, OpenDataContractStandard, SchemaProperty
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Definition, Field, Model
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+)
 from datacontract.model.exceptions import DataContractException
 
 
 class JsonSchemaImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_jsonschema(data_contract_specification, source)
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_jsonschema(source)
 
 
-def import_jsonschema(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification:
-    if data_contract_specification.models is None:
-        data_contract_specification.models = {}
-
+def import_jsonschema(source: str) -> OpenDataContractStandard:
+    """Import a JSON Schema and create an ODCS data contract."""
     json_schema = load_and_validate_json_schema(source)
 
     title = json_schema.get("title", "default_model")
     description = json_schema.get("description")
-    type_ = json_schema.get("type")
-    properties = json_schema.get("properties", {})
+    type_ = json_schema.get("type", "object")
+    json_properties = json_schema.get("properties", {})
     required_properties = json_schema.get("required", [])
 
-    fields_kwargs = jsonschema_to_args(properties, required_properties)
-    fields = {name: Field(**kwargs) for name, kwargs in fields_kwargs.items()}
+    odcs = create_odcs(name=title)
+
+    properties = jsonschema_to_properties(json_properties, required_properties)
 
-    model = Model(description=description, type=type_, title=title, fields=fields)
-    data_contract_specification.models[title] = model
+    schema_obj = create_schema_object(
+        name=title,
+        physical_type=type_,
+        description=description,
+        business_name=title,
+        properties=properties,
+    )
 
-    definitions = json_schema.get("definitions", {})
-    for name, schema in definitions.items():
-        kwargs = schema_to_args(schema)
-        data_contract_specification.definitions[name] = Definition(name=name, **kwargs)
+    odcs.schema_ = [schema_obj]
 
-    return data_contract_specification
+    return odcs
 
 
-def load_and_validate_json_schema(source):
+def load_and_validate_json_schema(source: str) -> dict:
+    """Load and validate a JSON Schema file."""
     try:
         with open(source, "r") as file:
             json_schema = json.loads(file.read())
@@ -67,80 +75,160 @@ def load_and_validate_json_schema(source):
     return json_schema
 
 
-def jsonschema_to_args(properties, required_properties):
-    args = {}
-    for property, property_schema in properties.items():
-        is_required = property in required_properties
-        args[property] = schema_to_args(property_schema, is_required)
-
-    return args
-
-
-def schema_to_args(property_schema, is_required: bool = None) -> dict:
-    direct_mappings = {
-        "title",
-        "description",
-        "format",
-        "pattern",
-        "enum",
-        "tags",
-        "pii",
-        "minLength",
-        "maxLength",
-        "minimum",
-        "exclusiveMinimum",
-        "maximum",
-        "exclusiveMaximum",
-    }
-
-    field_kwargs = {key: value for key, value in property_schema.items() if key in direct_mappings}
-
-    if is_required is not None:
-        field_kwargs["required"] = is_required
-
-    property_type = determine_type(property_schema)
-    if property_type is not None:
-        field_kwargs["type"] = property_type
-
-    if property_type == "array":
-        nested_item_type, nested_items = determine_nested_item_type(property_schema)
-
-        if nested_items is not None:
-            field_kwargs["items"] = schema_to_args(nested_item_type)
-
-    nested_properties = property_schema.get("properties")
-    if nested_properties is not None:
-        # recursive call for complex nested properties
-        required = property_schema.get("required", [])
-        field_kwargs["fields"] = jsonschema_to_args(nested_properties, required)
-
-    return field_kwargs
-
-
-def determine_nested_item_type(property_schema):
-    nested_items = property_schema.get("items")
-    nested_items_is_list = isinstance(nested_items, list)
-    if nested_items_is_list and len(nested_items) != 1:
-        raise DataContractException(
-            type="schema",
-            name="Parse json schema",
-            reason=f"Union types for arrays are currently not supported ({nested_items})",
-            engine="datacontract",
+def jsonschema_to_properties(
+    json_properties: Dict[str, Any], required_properties: List[str]
+) -> List[SchemaProperty]:
+    """Convert JSON Schema properties to ODCS SchemaProperty list."""
+    properties = []
+
+    for prop_name, prop_schema in json_properties.items():
+        is_required = prop_name in required_properties
+        prop = schema_to_property(prop_name, prop_schema, is_required)
+        properties.append(prop)
+
+    return properties
+
+
+def schema_to_property(
+    name: str, prop_schema: Dict[str, Any], is_required: bool = None
+) -> SchemaProperty:
+    """Convert a JSON Schema property to an ODCS SchemaProperty."""
+    # Determine the type
+    property_type = determine_type(prop_schema)
+    logical_type = map_jsonschema_type_to_odcs(property_type)
+
+    # Extract common attributes
+    title = prop_schema.get("title")
+    description = prop_schema.get("description")
+    pattern = prop_schema.get("pattern")
+    min_length = prop_schema.get("minLength")
+    max_length = prop_schema.get("maxLength")
+    minimum = prop_schema.get("minimum")
+    maximum = prop_schema.get("maximum")
+    format_val = prop_schema.get("format")
+
+    # Handle exclusiveMinimum/exclusiveMaximum (draft-04: boolean, draft-06+: number)
+    exclusive_minimum = None
+    exclusive_maximum = None
+    raw_exclusive_min = prop_schema.get("exclusiveMinimum")
+    raw_exclusive_max = prop_schema.get("exclusiveMaximum")
+
+    if isinstance(raw_exclusive_min, bool):
+        # Draft-04: boolean, use minimum value as exclusive
+        if raw_exclusive_min and minimum is not None:
+            exclusive_minimum = minimum
+            minimum = None
+    elif raw_exclusive_min is not None:
+        # Draft-06+: number value
+        exclusive_minimum = raw_exclusive_min
+
+    if isinstance(raw_exclusive_max, bool):
+        # Draft-04: boolean, use maximum value as exclusive
+        if raw_exclusive_max and maximum is not None:
+            exclusive_maximum = maximum
+            maximum = None
+    elif raw_exclusive_max is not None:
+        # Draft-06+: number value
+        exclusive_maximum = raw_exclusive_max
+
+    # Handle enum as quality rule (invalidValues with validValues, mustBe: 0)
+    quality_rules = []
+    enum_values = prop_schema.get("enum")
+    if enum_values:
+        quality_rules.append(
+            DataQuality(
+                type="library",
+                metric="invalidValues",
+                arguments={"validValues": enum_values},
+                mustBe=0,
+            )
         )
-    if nested_items_is_list and len(nested_items) == 1:
-        nested_item_type = nested_items[0]
-    elif not nested_items_is_list and nested_items is not None:
-        nested_item_type = nested_items
-    return nested_item_type, nested_items
-
 
-def determine_type(property_schema):
-    property_type = property_schema.get("type")
-    type_is_list = isinstance(property_type, list)
-    if type_is_list:
+    # Build custom properties for attributes not directly mapped
+    custom_props = {}
+    if prop_schema.get("pii"):
+        custom_props["pii"] = prop_schema.get("pii")
+
+    # Handle nested properties for objects
+    nested_properties = None
+    if property_type == "object":
+        nested_json_props = prop_schema.get("properties")
+        if nested_json_props:
+            nested_required = prop_schema.get("required", [])
+            nested_properties = jsonschema_to_properties(nested_json_props, nested_required)
+
+    # Handle array items
+    items_prop = None
+    if property_type == "array":
+        nested_items = prop_schema.get("items")
+        if nested_items:
+            if isinstance(nested_items, list):
+                if len(nested_items) == 1:
+                    items_prop = schema_to_property("items", nested_items[0])
+                elif len(nested_items) > 1:
+                    raise DataContractException(
+                        type="schema",
+                        name="Parse json schema",
+                        reason=f"Union types for arrays are currently not supported ({nested_items})",
+                        engine="datacontract",
+                    )
+            else:
+                items_prop = schema_to_property("items", nested_items)
+
+    prop = create_property(
+        name=name,
+        logical_type=logical_type,
+        physical_type=property_type,
+        description=description,
+        required=is_required if is_required else None,
+        pattern=pattern,
+        min_length=min_length,
+        max_length=max_length,
+        minimum=minimum,
+        maximum=maximum,
+        exclusive_minimum=exclusive_minimum,
+        exclusive_maximum=exclusive_maximum,
+        format=format_val,
+        properties=nested_properties,
+        items=items_prop,
+        custom_properties=custom_props if custom_props else None,
+    )
+
+    # Set title as businessName if present
+    if title:
+        prop.businessName = title
+
+    # Attach quality rules to property
+    if quality_rules:
+        prop.quality = quality_rules
+
+    return prop
+
+
+def determine_type(prop_schema: Dict[str, Any]) -> str:
+    """Determine the type from a JSON Schema property."""
+    property_type = prop_schema.get("type")
+
+    if isinstance(property_type, list):
+        # Handle union types like ["string", "null"]
         non_null_types = [t for t in property_type if t != "null"]
         if non_null_types:
             property_type = non_null_types[0]
         else:
-            property_type = None
-    return property_type
+            property_type = "string"
+
+    return property_type or "string"
+
+
+def map_jsonschema_type_to_odcs(json_type: str) -> str:
+    """Map JSON Schema type to ODCS logical type."""
+    type_mapping = {
+        "string": "string",
+        "integer": "integer",
+        "number": "number",
+        "boolean": "boolean",
+        "array": "array",
+        "object": "object",
+        "null": "string",
+    }
+    return type_mapping.get(json_type, "string")
diff --git a/datacontract/imports/odcs_helper.py b/datacontract/imports/odcs_helper.py
new file mode 100644
index 000000000..5c01daf0a
--- /dev/null
+++ b/datacontract/imports/odcs_helper.py
@@ -0,0 +1,306 @@
+"""Helper functions for creating ODCS (OpenDataContractStandard) objects."""
+
+from typing import Any, Dict, List
+
+from open_data_contract_standard.model import (
+    CustomProperty,
+    OpenDataContractStandard,
+    SchemaObject,
+    SchemaProperty,
+    Server,
+)
+
+
+def create_odcs(
+    id: str = None,
+    name: str = None,
+    version: str = "1.0.0",
+    status: str = "draft",
+) -> OpenDataContractStandard:
+    """Create a new OpenDataContractStandard instance with default values."""
+    return OpenDataContractStandard(
+        apiVersion="v3.1.0",
+        kind="DataContract",
+        id=id or "my-data-contract",
+        name=name or "My Data Contract",
+        version=version,
+        status=status,
+    )
+
+
+def create_schema_object(
+    name: str,
+    physical_type: str = "table",
+    description: str = None,
+    business_name: str = None,
+    properties: List[SchemaProperty] = None,
+) -> SchemaObject:
+    """Create a SchemaObject (equivalent to DCS Model)."""
+    schema = SchemaObject(
+        name=name,
+        physicalName=name,
+        logicalType="object",
+        physicalType=physical_type,
+    )
+    if description:
+        schema.description = description
+    if business_name:
+        schema.businessName = business_name
+    if properties:
+        schema.properties = properties
+    return schema
+
+
+def create_property(
+    name: str,
+    logical_type: str,
+    physical_type: str = None,
+    description: str = None,
+    required: bool = None,
+    primary_key: bool = None,
+    primary_key_position: int = None,
+    unique: bool = None,
+    classification: str = None,
+    tags: List[str] = None,
+    examples: List[Any] = None,
+    min_length: int = None,
+    max_length: int = None,
+    pattern: str = None,
+    minimum: float = None,
+    maximum: float = None,
+    exclusive_minimum: float = None,
+    exclusive_maximum: float = None,
+    precision: int = None,
+    scale: int = None,
+    format: str = None,
+    properties: List["SchemaProperty"] = None,
+    items: "SchemaProperty" = None,
+    custom_properties: Dict[str, Any] = None,
+) -> SchemaProperty:
+    """Create a SchemaProperty (equivalent to DCS Field)."""
+    prop = SchemaProperty(name=name)
+    prop.logicalType = logical_type
+
+    if physical_type:
+        prop.physicalType = physical_type
+    if description:
+        prop.description = description
+    if required is not None:
+        prop.required = required
+    if primary_key:
+        prop.primaryKey = primary_key
+        prop.primaryKeyPosition = primary_key_position or 1
+    if unique:
+        prop.unique = unique
+    if classification:
+        prop.classification = classification
+    if tags:
+        prop.tags = tags
+    if examples:
+        prop.examples = examples
+    if properties:
+        prop.properties = properties
+    if items:
+        prop.items = items
+
+    # Logical type options
+    logical_type_options = {}
+    if min_length is not None:
+        logical_type_options["minLength"] = min_length
+    if max_length is not None:
+        logical_type_options["maxLength"] = max_length
+    if pattern:
+        logical_type_options["pattern"] = pattern
+    if minimum is not None:
+        logical_type_options["minimum"] = minimum
+    if maximum is not None:
+        logical_type_options["maximum"] = maximum
+    if exclusive_minimum is not None:
+        logical_type_options["exclusiveMinimum"] = exclusive_minimum
+    if exclusive_maximum is not None:
+        logical_type_options["exclusiveMaximum"] = exclusive_maximum
+    if precision is not None:
+        logical_type_options["precision"] = precision
+    if scale is not None:
+        logical_type_options["scale"] = scale
+    if format:
+        logical_type_options["format"] = format
+    if logical_type_options:
+        prop.logicalTypeOptions = logical_type_options
+
+    # Custom properties
+    if custom_properties:
+        prop.customProperties = [
+            CustomProperty(property=k, value=v) for k, v in custom_properties.items()
+        ]
+
+    return prop
+
+
+def create_server(
+    name: str,
+    server_type: str,
+    environment: str = None,
+    host: str = None,
+    port: int = None,
+    database: str = None,
+    schema: str = None,
+    account: str = None,
+    project: str = None,
+    dataset: str = None,
+    path: str = None,
+    location: str = None,
+    catalog: str = None,
+    topic: str = None,
+    format: str = None,
+) -> Server:
+    """Create a Server object."""
+    server = Server(server=name, type=server_type)
+    if environment:
+        server.environment = environment
+    if host:
+        server.host = host
+    if port:
+        server.port = port
+    if database:
+        server.database = database
+    if schema:
+        server.schema_ = schema
+    if account:
+        server.account = account
+    if project:
+        server.project = project
+    if dataset:
+        server.dataset = dataset
+    if path:
+        server.path = path
+    if location:
+        server.location = location
+    if catalog:
+        server.catalog = catalog
+    if topic:
+        server.topic = topic
+    if format:
+        server.format = format
+    return server
+
+
+# Type mapping from various SQL dialects to ODCS logical types
+SQL_TO_LOGICAL_TYPE = {
+    # String types
+    "varchar": "string",
+    "char": "string",
+    "nvarchar": "string",
+    "nchar": "string",
+    "text": "string",
+    "ntext": "string",
+    "string": "string",
+    "clob": "string",
+    "nclob": "string",
+    # Integer types
+    "int": "integer",
+    "integer": "integer",
+    "smallint": "integer",
+    "tinyint": "integer",
+    "mediumint": "integer",
+    "int2": "integer",
+    "int4": "integer",
+    "bigint": "integer",
+    "int8": "integer",
+    "long": "integer",
+    # Float types
+    "float": "number",
+    "real": "number",
+    "float4": "number",
+    "float8": "number",
+    "double": "number",
+    "double precision": "number",
+    # Decimal types
+    "decimal": "number",
+    "numeric": "number",
+    "number": "number",
+    # Boolean types
+    "boolean": "boolean",
+    "bool": "boolean",
+    "bit": "boolean",
+    # Date/time types
+    "date": "date",
+    "timestamp": "date",
+    "datetime": "date",
+    "datetime2": "date",
+    "timestamptz": "date",
+    "timestamp_tz": "date",
+    "timestamp_ntz": "date",
+    "time": "string",
+    # Binary types
+    "binary": "array",
+    "varbinary": "array",
+    "blob": "array",
+    "bytes": "array",
+    "bytea": "array",
+    # Complex types
+    "array": "array",
+    "object": "object",
+    "struct": "object",
+    "record": "object",
+    "map": "object",
+    "json": "object",
+    "jsonb": "object",
+    "variant": "object",
+}
+
+
+def map_sql_type_to_logical(sql_type: str) -> str:
+    """Map a SQL type string to an ODCS logical type."""
+    if sql_type is None:
+        return "string"
+
+    sql_type_lower = sql_type.lower().strip()
+
+    # Handle parameterized types (e.g., VARCHAR(255), DECIMAL(10,2))
+    base_type = sql_type_lower.split("(")[0].strip()
+
+    return SQL_TO_LOGICAL_TYPE.get(base_type, "string")
+
+
+# Type mapping from Avro to ODCS logical types
+AVRO_TO_LOGICAL_TYPE = {
+    "null": None,
+    "string": "string",
+    "bytes": "array",
+    "int": "integer",
+    "long": "integer",
+    "float": "number",
+    "double": "number",
+    "boolean": "boolean",
+    "record": "object",
+    "array": "array",
+    "map": "object",
+    "enum": "string",
+    "fixed": "array",
+}
+
+
+def map_avro_type_to_logical(avro_type: str) -> str:
+    """Map an Avro type string to an ODCS logical type."""
+    return AVRO_TO_LOGICAL_TYPE.get(avro_type, "string")
+
+
+# Avro logical type mapping
+AVRO_LOGICAL_TYPE_MAPPING = {
+    "decimal": "number",
+    "date": "date",
+    "time-millis": "string",
+    "time-micros": "string",
+    "timestamp-millis": "date",
+    "timestamp-micros": "date",
+    "local-timestamp-millis": "date",
+    "local-timestamp-micros": "date",
+    "duration": "string",
+    "uuid": "string",
+}
+
+
+def map_avro_logical_type(avro_logical_type: str) -> str:
+    """Map an Avro logical type to an ODCS logical type."""
+    return AVRO_LOGICAL_TYPE_MAPPING.get(avro_logical_type, "string")
diff --git a/datacontract/imports/odcs_importer.py b/datacontract/imports/odcs_importer.py
index 3e40ce090..a397ba1c5 100644
--- a/datacontract/imports/odcs_importer.py
+++ b/datacontract/imports/odcs_importer.py
@@ -1,24 +1,22 @@
 import yaml
+from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.imports.importer import Importer
 from datacontract.lint.resources import read_resource
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-)
 from datacontract.model.exceptions import DataContractException
 
 
 class OdcsImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_odcs(data_contract_specification, source)
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_odcs(source)
 
 
-def import_odcs(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification:
+def import_odcs(source: str) -> OpenDataContractStandard:
+    """Import an ODCS file directly - since ODCS is now the internal format, this is simpler."""
     try:
-        odcs_contract = yaml.safe_load(read_resource(source))
-
+        odcs_yaml = yaml.safe_load(read_resource(source))
     except Exception as e:
         raise DataContractException(
             type="schema",
@@ -28,10 +26,9 @@ def import_odcs(data_contract_specification: DataContractSpecification, source:
             original_exception=e,
         )
 
-    odcs_kind = odcs_contract.get("kind")
-    odcs_api_version = odcs_contract.get("apiVersion")
+    odcs_kind = odcs_yaml.get("kind")
+    odcs_api_version = odcs_yaml.get("apiVersion")
 
-    # if odcs_kind is not DataContract throw exception
     if odcs_kind != "DataContract":
         raise DataContractException(
             type="schema",
@@ -44,13 +41,12 @@ def import_odcs(data_contract_specification: DataContractSpecification, source:
         raise DataContractException(
             type="schema",
             name="Importing ODCS contract",
-            reason=f"Unsupported ODCS API version: {odcs_api_version}",
+            reason=f"Unsupported ODCS API version: {odcs_api_version}. Only v3.x is supported.",
             engine="datacontract",
         )
     elif odcs_api_version.startswith("v3."):
-        from datacontract.imports.odcs_v3_importer import import_odcs_v3_as_dcs
-
-        return import_odcs_v3_as_dcs(data_contract_specification, source)
+        # Parse directly as ODCS
+        return OpenDataContractStandard.model_validate(odcs_yaml)
     else:
         raise DataContractException(
             type="schema",
diff --git a/datacontract/imports/odcs_v3_importer.py b/datacontract/imports/odcs_v3_importer.py
deleted file mode 100644
index 72e496520..000000000
--- a/datacontract/imports/odcs_v3_importer.py
+++ /dev/null
@@ -1,548 +0,0 @@
-import datetime
-import logging
-import re
-from typing import Any, Dict, List
-from venv import logger
-
-import yaml
-from datacontract_specification.model import Quality
-from open_data_contract_standard.model import CustomProperty, OpenDataContractStandard, SchemaProperty
-
-from datacontract.imports.importer import Importer
-from datacontract.lint.resources import read_resource
-from datacontract.model.data_contract_specification import (
-    DATACONTRACT_TYPES,
-    Availability,
-    DataContractSpecification,
-    Field,
-    Info,
-    Model,
-    Retention,
-    Server,
-    ServerRole,
-    ServiceLevel,
-    Terms,
-)
-from datacontract.model.exceptions import DataContractException
-
-
-class _SafeLoaderNoTimestamp(yaml.SafeLoader):
-    """SafeLoader that keeps dates/timestamps as strings instead of converting to datetime objects."""
-
-    pass
-
-
-# Remove the timestamp implicit resolver so dates like 2022-01-15 stay as strings
-_SafeLoaderNoTimestamp.yaml_implicit_resolvers = {
-    k: [(tag, regexp) for tag, regexp in v if tag != "tag:yaml.org,2002:timestamp"]
-    for k, v in _SafeLoaderNoTimestamp.yaml_implicit_resolvers.copy().items()
-}
-
-
-class OdcsImporter(Importer):
-    def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_odcs_v3_as_dcs(data_contract_specification, source)
-
-
-def import_odcs_v3_as_dcs(
-    data_contract_specification: DataContractSpecification, source: str
-) -> DataContractSpecification:
-    source_str = read_resource(source)
-    odcs = parse_odcs_v3_from_str(source_str)
-    return import_from_odcs(data_contract_specification, odcs)
-
-
-def parse_odcs_v3_from_str(source_str):
-    try:
-        # Use custom loader to keep dates as strings instead of datetime objects
-        data = yaml.load(source_str, Loader=_SafeLoaderNoTimestamp)
-        odcs = OpenDataContractStandard(**data)
-    except Exception as e:
-        raise DataContractException(
-            type="schema",
-            name="Parse ODCS contract",
-            reason=f"Failed to parse odcs contract from {source_str}",
-            engine="datacontract",
-            original_exception=e,
-        )
-    return odcs
-
-
-def import_from_odcs(data_contract_specification: DataContractSpecification, odcs: OpenDataContractStandard):
-    data_contract_specification.id = odcs.id
-    data_contract_specification.info = import_info(odcs)
-    data_contract_specification.servers = import_servers(odcs)
-    data_contract_specification.terms = import_terms(odcs)
-    data_contract_specification.servicelevels = import_servicelevels(odcs)
-    data_contract_specification.models = import_models(odcs)
-    data_contract_specification.tags = import_tags(odcs)
-    return data_contract_specification
-
-
-def import_info(odcs: Any) -> Info:
-    info = Info()
-
-    info.title = odcs.name if odcs.name is not None else ""
-
-    if odcs.version is not None:
-        info.version = odcs.version
-
-    # odcs.description.purpose => datacontract.description
-    if odcs.description is not None and odcs.description.purpose is not None:
-        info.description = odcs.description.purpose
-
-    # odcs.domain => datacontract.owner
-    owner = get_owner(odcs.customProperties)
-    if owner is not None:
-        info.owner = owner
-
-    # add dataProduct as custom property
-    if odcs.dataProduct is not None:
-        info.dataProduct = odcs.dataProduct
-
-    # add tenant as custom property
-    if odcs.tenant is not None:
-        info.tenant = odcs.tenant
-
-    return info
-
-
-def import_server_roles(roles: List[Dict]) -> List[ServerRole] | None:
-    if roles is None:
-        return None
-    result = []
-    for role in roles:
-        server_role = ServerRole()
-        server_role.name = role.role
-        server_role.description = role.description
-        result.append(server_role)
-
-
-def import_servers(odcs: OpenDataContractStandard) -> Dict[str, Server] | None:
-    if odcs.servers is None:
-        return None
-    servers = {}
-    for odcs_server in odcs.servers:
-        server_name = odcs_server.server
-        if server_name is None:
-            logger.warning("Server name is missing, skipping server")
-            continue
-
-        server = Server()
-        server.type = odcs_server.type
-        server.description = odcs_server.description
-        server.environment = odcs_server.environment
-        server.format = odcs_server.format
-        server.project = odcs_server.project
-        server.dataset = odcs_server.dataset
-        server.path = odcs_server.path
-        server.delimiter = odcs_server.delimiter
-        server.endpointUrl = odcs_server.endpointUrl
-        server.location = odcs_server.location
-        server.account = odcs_server.account
-        server.database = odcs_server.database
-        server.schema_ = odcs_server.schema_
-        server.service_name = odcs_server.serviceName
-        server.host = odcs_server.host
-        server.port = odcs_server.port
-        server.catalog = odcs_server.catalog
-        server.stagingDir = odcs_server.stagingDir
-        server.topic = getattr(odcs_server, "topic", None)
-        server.http_path = getattr(odcs_server, "http_path", None)
-        server.token = getattr(odcs_server, "token", None)
-        server.driver = getattr(odcs_server, "driver", None)
-        server.roles = import_server_roles(odcs_server.roles)
-        server.storageAccount = (
-            to_azure_storage_account(odcs_server.location)
-            if server.type == "azure" and "://" in server.location
-            else None
-        )
-
-        servers[server_name] = server
-    return servers
-
-
-def import_terms(odcs: Any) -> Terms | None:
-    if odcs.description is None:
-        return None
-    if odcs.description.usage is not None or odcs.description.limitations is not None or odcs.price is not None:
-        terms = Terms()
-        if odcs.description.usage is not None:
-            terms.usage = odcs.description.usage
-        if odcs.description.limitations is not None:
-            terms.limitations = odcs.description.limitations
-        if odcs.price is not None:
-            terms.billing = f"{odcs.price.priceAmount} {odcs.price.priceCurrency} / {odcs.price.priceUnit}"
-
-        return terms
-    else:
-        return None
-
-
-def import_servicelevels(odcs: Any) -> ServiceLevel:
-    # find the two properties we can map (based on the examples)
-    sla_properties = odcs.slaProperties if odcs.slaProperties is not None else []
-    availability = next((p for p in sla_properties if p.property == "generalAvailability"), None)
-    retention = next((p for p in sla_properties if p.property == "retention"), None)
-
-    if availability is not None or retention is not None:
-        servicelevel = ServiceLevel()
-
-        if availability is not None:
-            value = availability.value
-            if isinstance(value, datetime.datetime):
-                value = value.isoformat()
-            servicelevel.availability = Availability(description=value)
-
-        if retention is not None:
-            servicelevel.retention = Retention(period=f"{retention.value}{retention.unit}")
-
-        return servicelevel
-    else:
-        return None
-
-
-def get_server_type(odcs: OpenDataContractStandard) -> str | None:
-    servers = import_servers(odcs)
-    if servers is None or len(servers) == 0:
-        return None
-    # get first server from map
-    server = next(iter(servers.values()))
-    return server.type
-
-
-def get_composite_primary_keys(properties: List[SchemaProperty]) -> list[str]:
-    primary_keys = [
-        (property.name, property.primaryKeyPosition)
-        for property in properties
-        if property.name and property.primaryKey is not None and property.primaryKey
-    ]
-
-    primary_keys.sort(key=lambda x: x[1] or -1)
-    return [name for name, _ in primary_keys]
-
-
-def import_models(odcs: Any) -> Dict[str, Model]:
-    custom_type_mappings = get_custom_type_mappings(odcs.customProperties)
-
-    odcs_schemas = odcs.schema_ if odcs.schema_ is not None else []
-    result = {}
-
-    for odcs_schema in odcs_schemas:
-        schema_name = odcs_schema.name
-        schema_physical_name = odcs_schema.physicalName
-        schema_description = odcs_schema.description if odcs_schema.description is not None else ""
-        model_name = schema_physical_name if schema_physical_name is not None else schema_name
-        model = Model(
-            description=" ".join(schema_description.splitlines()) if schema_description else "",
-            type="table",
-            tags=odcs_schema.tags if odcs_schema.tags is not None else None,
-        )
-        model.fields = import_fields(odcs_schema.properties, custom_type_mappings, server_type=get_server_type(odcs))
-        if has_composite_primary_key(odcs_properties=odcs_schema.properties):
-            model.primaryKey = get_composite_primary_keys(odcs_schema.properties)
-        if odcs_schema.quality is not None:
-            model.quality = convert_quality_list(odcs_schema.quality)
-        model.title = schema_name
-        if odcs_schema.dataGranularityDescription is not None:
-            model.config = {"dataGranularityDescription": odcs_schema.dataGranularityDescription}
-        result[model_name] = model
-
-    return result
-
-
-def convert_quality_list(odcs_quality_list):
-    """Convert a list of ODCS DataQuality objects to datacontract Quality objects"""
-    quality_list = []
-
-    if odcs_quality_list is not None:
-        for odcs_quality in odcs_quality_list:
-            quality = Quality(type=odcs_quality.type)
-
-            if odcs_quality.description is not None:
-                quality.description = odcs_quality.description
-            if odcs_quality.query is not None:
-                quality.query = odcs_quality.query
-            if odcs_quality.rule is not None:
-                quality.metric = odcs_quality.rule
-            if odcs_quality.mustBe is not None:
-                quality.mustBe = odcs_quality.mustBe
-            if odcs_quality.mustNotBe is not None:
-                quality.mustNotBe = odcs_quality.mustNotBe
-            if odcs_quality.mustBeGreaterThan is not None:
-                quality.mustBeGreaterThan = odcs_quality.mustBeGreaterThan
-            if odcs_quality.mustBeGreaterOrEqualTo is not None:
-                quality.mustBeGreaterOrEqualTo = odcs_quality.mustBeGreaterOrEqualTo
-            if odcs_quality.mustBeLessThan is not None:
-                quality.mustBeLessThan = odcs_quality.mustBeLessThan
-            if odcs_quality.mustBeLessOrEqualTo is not None:
-                quality.mustBeLessOrEqualTo = odcs_quality.mustBeLessOrEqualTo
-            if odcs_quality.mustBeBetween is not None:
-                quality.mustBeBetween = odcs_quality.mustBeBetween
-            if odcs_quality.mustNotBeBetween is not None:
-                quality.mustNotBeBetween = odcs_quality.mustNotBeBetween
-            if odcs_quality.engine is not None:
-                quality.engine = odcs_quality.engine
-            if odcs_quality.implementation is not None:
-                quality.implementation = odcs_quality.implementation
-            if odcs_quality.businessImpact is not None:
-                quality.model_extra["businessImpact"] = odcs_quality.businessImpact
-            if odcs_quality.dimension is not None:
-                quality.model_extra["dimension"] = odcs_quality.dimension
-            if odcs_quality.schedule is not None:
-                quality.model_extra["schedule"] = odcs_quality.schedule
-            if odcs_quality.scheduler is not None:
-                quality.model_extra["scheduler"] = odcs_quality.scheduler
-            if odcs_quality.severity is not None:
-                quality.model_extra["severity"] = odcs_quality.severity
-            if odcs_quality.method is not None:
-                quality.model_extra["method"] = odcs_quality.method
-            if odcs_quality.customProperties is not None:
-                quality.model_extra["customProperties"] = []
-                for item in odcs_quality.customProperties:
-                    quality.model_extra["customProperties"].append(
-                        {
-                            "property": item.property,
-                            "value": item.value,
-                        }
-                    )
-
-            quality_list.append(quality)
-
-    return quality_list
-
-
-def import_field_config(odcs_property: SchemaProperty, server_type=None) -> dict[Any, Any] | None:
-    config = {}
-    if odcs_property.criticalDataElement is not None:
-        config["criticalDataElement"] = odcs_property.criticalDataElement
-    if odcs_property.encryptedName is not None:
-        config["encryptedName"] = odcs_property.encryptedName
-    if odcs_property.partitionKeyPosition is not None:
-        config["partitionKeyPosition"] = odcs_property.partitionKeyPosition
-    if odcs_property.partitioned is not None:
-        config["partitioned"] = odcs_property.partitioned
-
-    if odcs_property.customProperties is not None:
-        for item in odcs_property.customProperties:
-            config[item.property] = item.value
-
-    physical_type = odcs_property.physicalType
-    if physical_type is not None:
-        if server_type == "postgres" or server_type == "postgresql":
-            config["postgresType"] = physical_type
-        elif server_type == "bigquery":
-            config["bigqueryType"] = physical_type
-        elif server_type == "snowflake":
-            config["snowflakeType"] = physical_type
-        elif server_type == "redshift":
-            config["redshiftType"] = physical_type
-        elif server_type == "sqlserver":
-            config["sqlserverType"] = physical_type
-        elif server_type == "databricks":
-            config["databricksType"] = physical_type
-        elif server_type == "oracle":
-            config["oracleType"] = physical_type
-        else:
-            config["physicalType"] = physical_type
-
-    if len(config) == 0:
-        return None
-
-    return config
-
-
-def has_composite_primary_key(odcs_properties: List[SchemaProperty]) -> bool:
-    primary_keys = [prop for prop in odcs_properties if prop.primaryKey is not None and prop.primaryKey]
-    return len(primary_keys) > 1
-
-
-def import_fields(
-    odcs_properties: List[SchemaProperty], custom_type_mappings: Dict[str, str], server_type
-) -> Dict[str, Field]:
-    result = {}
-
-    if odcs_properties is None:
-        return result
-
-    for odcs_property in odcs_properties:
-        field = import_field(odcs_property, odcs_properties, custom_type_mappings, server_type)
-        if field is not None:
-            result[odcs_property.name] = field
-
-    return result
-
-
-def import_field(
-    odcs_property: SchemaProperty,
-    odcs_properties: List[SchemaProperty],
-    custom_type_mappings: Dict[str, str],
-    server_type: str,
-) -> Field | None:
-    """
-    Import a single ODCS property as a datacontract Field.
-    Returns None if the property cannot be mapped.
-    """
-    logger = logging.getLogger(__name__)
-
-    mapped_type = map_type(odcs_property.logicalType, custom_type_mappings, odcs_property.physicalType)
-
-    if mapped_type is None:
-        type_info = f"logicalType={odcs_property.logicalType}, physicalType={odcs_property.physicalType}"
-        logger.warning(
-            f"Can't map field '{odcs_property.name}' ({type_info}) to the datacontract mapping types. "
-            f"Both logicalType and physicalType are missing or unmappable. "
-            f"Consider introducing a customProperty 'dc_mapping_' that defines your expected type as the 'value'"
-        )
-        return None
-
-    description = odcs_property.description if odcs_property.description is not None else None
-    field = Field(
-        description=" ".join(description.splitlines()) if description is not None else None,
-        type=mapped_type,
-        title=odcs_property.businessName,
-        required=odcs_property.required if odcs_property.required is not None else None,
-        primaryKey=to_primary_key(odcs_property, odcs_properties),
-        unique=odcs_property.unique if odcs_property.unique else None,
-        examples=odcs_property.examples if odcs_property.examples is not None else None,
-        classification=odcs_property.classification if odcs_property.classification is not None else None,
-        tags=odcs_property.tags if odcs_property.tags is not None else None,
-        quality=convert_quality_list(odcs_property.quality),
-        fields=import_fields(odcs_property.properties, custom_type_mappings, server_type)
-        if odcs_property.properties is not None
-        else {},
-        config=import_field_config(odcs_property, server_type),
-        format=getattr(odcs_property, "format", None),
-    )
-
-    # mapped_type is array
-    if field.type == "array" and odcs_property.items is not None:
-        field.items = import_field(odcs_property.items, [], custom_type_mappings, server_type)
-
-    # enum from quality validValues as enum
-    if field.type == "string":
-        for q in field.quality:
-            if hasattr(q, "validValues"):
-                field.enum = q.validValues
-
-    return field
-
-
-def to_primary_key(odcs_property: SchemaProperty, odcs_properties: list[SchemaProperty]) -> bool | None:
-    if odcs_property.primaryKey is None:
-        return None
-    if has_composite_primary_key(odcs_properties):
-        return None
-    return odcs_property.primaryKey
-
-
-def map_type(odcs_logical_type: str, custom_mappings: Dict[str, str], physical_type: str = None) -> str | None:
-    # Try to map logicalType first
-    if odcs_logical_type is not None:
-        t = odcs_logical_type.lower()
-        if t in DATACONTRACT_TYPES:
-            return t
-        elif custom_mappings.get(t) is not None:
-            return custom_mappings.get(t)
-
-    # Fallback to physicalType if logicalType is not mapped
-    if physical_type is not None:
-        pt = physical_type.lower()
-        # Remove parameters from physical type (e.g., VARCHAR(50) -> varchar, DECIMAL(10,2) -> decimal)
-        pt_base = pt.split("(")[0].strip()
-
-        # Try direct mapping of physical type
-        if pt in DATACONTRACT_TYPES:
-            return pt
-        elif pt_base in DATACONTRACT_TYPES:
-            return pt_base
-        elif custom_mappings.get(pt) is not None:
-            return custom_mappings.get(pt)
-        elif custom_mappings.get(pt_base) is not None:
-            return custom_mappings.get(pt_base)
-        # Common physical type mappings
-        elif pt_base in ["varchar", "char", "nvarchar", "nchar", "text", "ntext", "string", "character varying"]:
-            return "string"
-        elif pt_base in ["int", "integer", "smallint", "tinyint", "mediumint", "int2", "int4", "int8"]:
-            return "int"
-        elif pt_base in ["bigint", "long", "int64"]:
-            return "long"
-        elif pt_base in ["float", "real", "float4", "float8"]:
-            return "float"
-        elif pt_base in ["double", "double precision"]:
-            return "double"
-        elif pt_base in ["decimal", "numeric", "number"]:
-            return "decimal"
-        elif pt_base in ["boolean", "bool", "bit"]:
-            return "boolean"
-        elif pt_base in ["timestamp", "datetime", "datetime2", "timestamptz", "timestamp with time zone"]:
-            return "timestamp"
-        elif pt_base in ["date"]:
-            return "date"
-        elif pt_base in ["time"]:
-            return "time"
-        elif pt_base in ["json", "jsonb"]:
-            return "json"
-        elif pt_base in ["array"]:
-            return "array"
-        elif pt_base in ["object", "struct", "record"]:
-            return "object"
-        elif pt_base in ["bytes", "binary", "varbinary", "blob", "bytea"]:
-            return "bytes"
-        else:
-            return None
-    return None
-
-
-def get_custom_type_mappings(odcs_custom_properties: List[CustomProperty]) -> Dict[str, str]:
-    result = {}
-    if odcs_custom_properties is not None:
-        for prop in odcs_custom_properties:
-            if prop.property.startswith("dc_mapping_"):
-                odcs_type_name = prop.property[11:]  # Changed substring to slice
-                datacontract_type = prop.value
-                result[odcs_type_name] = datacontract_type
-
-    return result
-
-
-def get_owner(odcs_custom_properties: List[CustomProperty]) -> str | None:
-    if odcs_custom_properties is not None:
-        for prop in odcs_custom_properties:
-            if prop.property == "owner":
-                return prop.value
-
-    return None
-
-
-def import_tags(odcs: OpenDataContractStandard) -> List[str] | None:
-    if odcs.tags is None:
-        return None
-    return odcs.tags
-
-
-def to_azure_storage_account(location: str) -> str | None:
-    """
-    Converts a storage location string to extract the storage account name.
-    ODCS v3.0 has no explicit field for the storage account. It uses the location field, which is a URI.
-
-    This function parses a storage location string to identify and return the
-    storage account name. It handles two primary patterns:
-    1. Protocol://containerName@storageAccountName
-    2. Protocol://storageAccountName
-
-    :param location: The storage location string to parse, typically following
-                     the format protocol://containerName@storageAccountName. or
-                     protocol://storageAccountName.
-    :return: The extracted storage account name if found, otherwise None
-    """
-    # to catch protocol://containerName@storageAccountName. pattern from location
-    match = re.search(r"(?<=@)([^.]*)", location, re.IGNORECASE)
-    if match:
-        return match.group()
-    else:
-        # to catch protocol://storageAccountName. pattern from location
-        match = re.search(r"(?<=//)(?!@)([^.]*)", location, re.IGNORECASE)
-    return match.group() if match else None
diff --git a/datacontract/imports/parquet_importer.py b/datacontract/imports/parquet_importer.py
index b19c79ab2..3265acda8 100644
--- a/datacontract/imports/parquet_importer.py
+++ b/datacontract/imports/parquet_importer.py
@@ -1,81 +1,96 @@
 import os.path
 
 import pyarrow
+from open_data_contract_standard.model import OpenDataContractStandard
 from pyarrow import parquet
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Field,
-    Model,
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
 )
 from datacontract.model.exceptions import DataContractException
 
 
 class ParquetImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_parquet(data_contract_specification, source)
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_parquet(source)
 
 
-def import_parquet(data_contract_specification: DataContractSpecification, source: str) -> DataContractSpecification:
+def import_parquet(source: str) -> OpenDataContractStandard:
+    """Import a Parquet file and create an ODCS data contract."""
     # use filename as schema name, remove .parquet suffix, avoid breaking the yaml output by replacing dots
     schema_name = os.path.basename(source).removesuffix(".parquet").replace(".", "_")
 
-    fields: dict[str, Field] = {}
+    properties = []
 
     arrow_schema = parquet.read_schema(source)
     for field_name in arrow_schema.names:
         parquet_field = arrow_schema.field(field_name)
 
-        field = map_pyarrow_field_to_specification_field(parquet_field, "parquet")
+        prop = map_pyarrow_field_to_property(parquet_field, field_name)
 
         if not parquet_field.nullable:
-            field.required = True
+            prop.required = True
 
-        fields[field_name] = field
+        properties.append(prop)
 
-    data_contract_specification.models[schema_name] = Model(fields=fields)
+    odcs = create_odcs()
+    schema_obj = create_schema_object(
+        name=schema_name,
+        physical_type="parquet",
+        properties=properties,
+    )
+    odcs.schema_ = [schema_obj]
 
-    return data_contract_specification
+    return odcs
 
 
-def map_pyarrow_field_to_specification_field(pyarrow_field: pyarrow.Field, file_format: str) -> Field:
+def map_pyarrow_field_to_property(pyarrow_field: pyarrow.Field, field_name: str):
+    """Map a PyArrow field to an ODCS SchemaProperty."""
     if pyarrow.types.is_boolean(pyarrow_field.type):
-        return Field(type="boolean")
+        return create_property(name=field_name, logical_type="boolean", physical_type="BOOLEAN")
     if pyarrow.types.is_int32(pyarrow_field.type):
-        return Field(type="int")
+        return create_property(name=field_name, logical_type="integer", physical_type="INT32")
     if pyarrow.types.is_int64(pyarrow_field.type):
-        return Field(type="long")
+        return create_property(name=field_name, logical_type="integer", physical_type="INT64")
     if pyarrow.types.is_integer(pyarrow_field.type):
-        return Field(type="number")
+        return create_property(name=field_name, logical_type="integer", physical_type=str(pyarrow_field.type))
     if pyarrow.types.is_float32(pyarrow_field.type):
-        return Field(type="float")
+        return create_property(name=field_name, logical_type="number", physical_type="FLOAT")
     if pyarrow.types.is_float64(pyarrow_field.type):
-        return Field(type="double")
+        return create_property(name=field_name, logical_type="number", physical_type="DOUBLE")
     if pyarrow.types.is_decimal(pyarrow_field.type):
-        return Field(type="decimal", precision=pyarrow_field.type.precision, scale=pyarrow_field.type.scale)
+        return create_property(
+            name=field_name,
+            logical_type="number",
+            physical_type="DECIMAL",
+            precision=pyarrow_field.type.precision,
+            scale=pyarrow_field.type.scale,
+        )
     if pyarrow.types.is_timestamp(pyarrow_field.type):
-        return Field(type="timestamp")
+        return create_property(name=field_name, logical_type="timestamp", physical_type="TIMESTAMP")
     if pyarrow.types.is_date(pyarrow_field.type):
-        return Field(type="date")
+        return create_property(name=field_name, logical_type="date", physical_type="DATE")
     if pyarrow.types.is_null(pyarrow_field.type):
-        return Field(type="null")
+        return create_property(name=field_name, logical_type="string", physical_type="NULL")
     if pyarrow.types.is_binary(pyarrow_field.type):
-        return Field(type="bytes")
+        return create_property(name=field_name, logical_type="array", physical_type="BINARY")
     if pyarrow.types.is_string(pyarrow_field.type):
-        return Field(type="string")
+        return create_property(name=field_name, logical_type="string", physical_type="STRING")
     if pyarrow.types.is_map(pyarrow_field.type) or pyarrow.types.is_dictionary(pyarrow_field.type):
-        return Field(type="map")
+        return create_property(name=field_name, logical_type="object", physical_type="MAP")
     if pyarrow.types.is_struct(pyarrow_field.type):
-        return Field(type="struct")
+        return create_property(name=field_name, logical_type="object", physical_type="STRUCT")
     if pyarrow.types.is_list(pyarrow_field.type):
-        return Field(type="array")
+        return create_property(name=field_name, logical_type="array", physical_type="LIST")
 
     raise DataContractException(
         type="schema",
-        name=f"Parse {file_format} schema",
+        name="Parse parquet schema",
         reason=f"{pyarrow_field.type} currently not supported.",
         engine="datacontract",
     )
diff --git a/datacontract/imports/protobuf_importer.py b/datacontract/imports/protobuf_importer.py
index c6d3572f0..c88b05446 100644
--- a/datacontract/imports/protobuf_importer.py
+++ b/datacontract/imports/protobuf_importer.py
@@ -1,40 +1,45 @@
 import os
 import re
 import tempfile
+from typing import List
 
 from google.protobuf import descriptor_pb2
 from grpc_tools import protoc
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+)
 from datacontract.model.exceptions import DataContractException
 
 
-def map_type_from_protobuf(field_type: int):
+def map_type_from_protobuf(field_type: int) -> str:
+    """Map protobuf field type to ODCS logical type."""
     protobuf_type_mapping = {
-        1: "double",
-        2: "float",
-        3: "long",
-        4: "long",  # uint64 mapped to long
-        5: "integer",  # int32 mapped to integer
-        6: "string",  # fixed64 mapped to string
-        7: "string",  # fixed32 mapped to string
-        8: "boolean",
-        9: "string",
-        12: "bytes",
-        13: "integer",  # uint32 mapped to integer
-        15: "integer",  # sfixed32 mapped to integer
-        16: "long",  # sfixed64 mapped to long
-        17: "integer",  # sint32 mapped to integer
-        18: "long",  # sint64 mapped to long
+        1: "number",  # double
+        2: "number",  # float
+        3: "integer",  # int64
+        4: "integer",  # uint64
+        5: "integer",  # int32
+        6: "string",  # fixed64
+        7: "string",  # fixed32
+        8: "boolean",  # bool
+        9: "string",  # string
+        12: "array",  # bytes
+        13: "integer",  # uint32
+        15: "integer",  # sfixed32
+        16: "integer",  # sfixed64
+        17: "integer",  # sint32
+        18: "integer",  # sint64
     }
     return protobuf_type_mapping.get(field_type, "string")
 
 
 def parse_imports_raw(proto_file: str) -> list:
-    """
-    Parse import statements from a .proto file and return the raw import paths as written.
-    """
+    """Parse import statements from a .proto file and return the raw import paths."""
     try:
         with open(proto_file, "r") as f:
             content = f.read()
@@ -49,33 +54,14 @@ def parse_imports_raw(proto_file: str) -> list:
     return re.findall(r'import\s+"(.+?)";', content)
 
 
-def parse_imports(proto_file: str) -> list:
-    """
-    Parse import statements from a .proto file and return a list of imported file paths.
-    """
-    imported_files = parse_imports_raw(proto_file)
-    proto_dir = os.path.dirname(proto_file)
-    return [os.path.join(proto_dir, imp) for imp in imported_files]
-
-
 def compile_proto_to_binary(proto_files: list, output_file: str, proto_root: str = None):
-    """
-    Compile the provided proto files into a single descriptor set using grpc_tools.protoc.
-
-    Args:
-        proto_files: List of proto file paths to compile
-        output_file: Path to the output descriptor set file
-        proto_root: Root directory for proto imports (used as primary proto path)
-    """
-    # Use proto_root as the primary proto path if provided
-    # Otherwise, fall back to using directories of each proto file
+    """Compile the provided proto files into a single descriptor set."""
     if proto_root:
         proto_dirs = {proto_root}
     else:
         proto_dirs = set(os.path.dirname(os.path.abspath(proto)) for proto in proto_files)
     proto_paths = [f"--proto_path={d}" for d in proto_dirs]
 
-    # Normalize all proto files to absolute paths
     abs_proto_files = [os.path.abspath(proto) for proto in proto_files]
 
     args = [""] + proto_paths + [f"--descriptor_set_out={output_file}"] + abs_proto_files
@@ -91,16 +77,11 @@ def compile_proto_to_binary(proto_files: list, output_file: str, proto_root: str
 
 
 def extract_enum_values_from_fds(fds: descriptor_pb2.FileDescriptorSet, enum_name: str) -> dict:
-    """
-    Search the FileDescriptorSet for an enum definition with the given name
-    and return a dictionary of its values (name to number).
-    """
+    """Search the FileDescriptorSet for an enum definition."""
     for file_descriptor in fds.file:
-        # Check top-level enums.
         for enum in file_descriptor.enum_type:
             if enum.name == enum_name:
                 return {value.name: value.number for value in enum.value}
-        # Check enums defined inside messages.
         for message in file_descriptor.message_type:
             for enum in message.enum_type:
                 if enum.name == enum_name:
@@ -108,64 +89,71 @@ def extract_enum_values_from_fds(fds: descriptor_pb2.FileDescriptorSet, enum_nam
     return {}
 
 
-def extract_message_fields_from_fds(fds: descriptor_pb2.FileDescriptorSet, message_name: str) -> dict:
-    """
-    Given a FileDescriptorSet and a message name, return a dict with its field definitions.
-    This function recurses for nested messages and handles enums.
-    """
+def extract_message_fields_to_properties(
+    fds: descriptor_pb2.FileDescriptorSet, message_name: str
+) -> List[SchemaProperty]:
+    """Extract message fields from a FileDescriptorSet as ODCS properties."""
     for file_descriptor in fds.file:
         for msg in file_descriptor.message_type:
             if msg.name == message_name:
-                fields = {}
+                properties = []
                 for field in msg.field:
-                    if field.type == 11:  # TYPE_MESSAGE
-                        nested_msg_name = field.type_name.split(".")[-1]
-                        nested_fields = extract_message_fields_from_fds(fds, nested_msg_name)
-                        if field.label == 3:  # repeated field
-                            field_info = {
-                                "description": f"List of {nested_msg_name}",
-                                "type": "array",
-                                "items": {"type": "object", "fields": nested_fields},
-                            }
-                        else:
-                            field_info = {
-                                "description": f"Nested object of {nested_msg_name}",
-                                "type": "object",
-                                "fields": nested_fields,
-                            }
-                    elif field.type == 14:  # TYPE_ENUM
-                        enum_name = field.type_name.split(".")[-1]
-                        enum_values = extract_enum_values_from_fds(fds, enum_name)
-                        field_info = {
-                            "description": f"Enum field {field.name}",
-                            "type": "string",
-                            "values": enum_values,
-                            "required": (field.label == 2),
-                        }
-                    else:
-                        field_info = {
-                            "description": f"Field {field.name}",
-                            "type": map_type_from_protobuf(field.type),
-                            "required": (field.label == 2),
-                        }
-                    fields[field.name] = field_info
-                return fields
-    return {}
-
-
-def import_protobuf(
-    data_contract_specification: DataContractSpecification, sources: list, import_args: dict = None
-) -> DataContractSpecification:
-    """
-    Gather all proto files (including those imported), compile them into one descriptor,
-    then generate models with nested fields and enums resolved.
+                    prop = convert_proto_field_to_property(fds, field)
+                    properties.append(prop)
+                return properties
+    return []
+
+
+def convert_proto_field_to_property(fds: descriptor_pb2.FileDescriptorSet, field) -> SchemaProperty:
+    """Convert a protobuf field to an ODCS SchemaProperty."""
+    if field.type == 11:  # TYPE_MESSAGE
+        nested_msg_name = field.type_name.split(".")[-1]
+        nested_properties = extract_message_fields_to_properties(fds, nested_msg_name)
+        if field.label == 3:  # repeated field
+            items_prop = create_property(
+                name="items",
+                logical_type="object",
+                physical_type="message",
+                properties=nested_properties,
+            )
+            return create_property(
+                name=field.name,
+                logical_type="array",
+                physical_type="repeated message",
+                description=f"List of {nested_msg_name}",
+                items=items_prop,
+            )
+        else:
+            return create_property(
+                name=field.name,
+                logical_type="object",
+                physical_type="message",
+                description=f"Nested object of {nested_msg_name}",
+                properties=nested_properties,
+            )
+    elif field.type == 14:  # TYPE_ENUM
+        enum_name = field.type_name.split(".")[-1]
+        enum_values = extract_enum_values_from_fds(fds, enum_name)
+        return create_property(
+            name=field.name,
+            logical_type="string",
+            physical_type="enum",
+            description=f"Enum field {field.name}",
+            required=field.label == 2,
+            custom_properties={"enumValues": enum_values} if enum_values else None,
+        )
+    else:
+        return create_property(
+            name=field.name,
+            logical_type=map_type_from_protobuf(field.type),
+            physical_type=str(field.type),
+            description=f"Field {field.name}",
+            required=field.label == 2,
+        )
 
-    The generated data contract uses generic defaults instead of specific hardcoded ones.
-    """
 
-    # --- Step 1: Gather all proto files (main and imported)
-    # Determine the root proto path (directory of the first source file)
-    # This is used to resolve imports that are relative to the project root
+def import_protobuf(sources: list, import_args: dict = None) -> OpenDataContractStandard:
+    """Import protobuf files and generate an ODCS data contract."""
     proto_root = os.path.dirname(os.path.abspath(sources[0])) if sources else ""
 
     proto_files_set = set()
@@ -176,19 +164,17 @@ def import_protobuf(
             proto_files_set.add(proto)
             proto_dir = os.path.dirname(proto)
             for imp in parse_imports_raw(proto):
-                # Try resolving relative to the importing file's directory first
                 resolved = os.path.join(proto_dir, imp)
                 if not os.path.exists(resolved):
-                    # Try resolving relative to the proto root
                     resolved = os.path.join(proto_root, imp)
                 if os.path.exists(resolved) and resolved not in proto_files_set:
                     queue.append(resolved)
     all_proto_files = list(proto_files_set)
 
-    # --- Step 2: Compile all proto files into a single descriptor set.
     temp_descriptor = tempfile.NamedTemporaryFile(suffix=".pb", delete=False)
     descriptor_file = temp_descriptor.name
-    temp_descriptor.close()  # Allow protoc to write to the file
+    temp_descriptor.close()
+
     try:
         compile_proto_to_binary(all_proto_files, descriptor_file, proto_root)
 
@@ -206,89 +192,43 @@ def import_protobuf(
                 original_exception=e,
             )
 
-        # --- Step 3: Build models from the descriptor set.
-        all_models = {}
-        # Create a set of the main proto file basenames.
+        odcs = create_odcs()
+        odcs.schema_ = []
+
         source_proto_basenames = {os.path.basename(proto) for proto in sources}
 
         for file_descriptor in fds.file:
-            # Only process file descriptors that correspond to your main proto files.
             if os.path.basename(file_descriptor.name) not in source_proto_basenames:
                 continue
 
             for message in file_descriptor.message_type:
-                fields = {}
+                properties = []
                 for field in message.field:
-                    if field.type == 11:  # TYPE_MESSAGE
-                        nested_msg_name = field.type_name.split(".")[-1]
-                        nested_fields = extract_message_fields_from_fds(fds, nested_msg_name)
-                        if field.label == 3:
-                            field_info = {
-                                "description": f"List of {nested_msg_name}",
-                                "type": "array",
-                                "items": {"type": "object", "fields": nested_fields},
-                            }
-                        else:
-                            field_info = {
-                                "description": f"Nested object of {nested_msg_name}",
-                                "type": "object",
-                                "fields": nested_fields,
-                            }
-                        fields[field.name] = field_info
-                    elif field.type == 14:  # TYPE_ENUM
-                        enum_name = field.type_name.split(".")[-1]
-                        enum_values = extract_enum_values_from_fds(fds, enum_name)
-                        field_info = {
-                            "description": f"Enum field {field.name}",
-                            "type": "string",
-                            "values": enum_values,
-                            "required": (field.label == 2),
-                        }
-                        fields[field.name] = field_info
-                    else:
-                        field_info = {
-                            "description": f"Field {field.name}",
-                            "type": map_type_from_protobuf(field.type),
-                            "required": (field.label == 2),
-                        }
-                        fields[field.name] = field_info
-
-                all_models[message.name] = {
-                    "description": f"Details of {message.name}.",
-                    "type": "table",
-                    "fields": fields,
-                }
-
-        data_contract_specification.models = all_models
-
-        return data_contract_specification
+                    prop = convert_proto_field_to_property(fds, field)
+                    properties.append(prop)
+
+                schema_obj = create_schema_object(
+                    name=message.name,
+                    physical_type="message",
+                    description=f"Details of {message.name}.",
+                    properties=properties,
+                )
+                odcs.schema_.append(schema_obj)
+
+        return odcs
     finally:
-        # Clean up the temporary descriptor file.
         if os.path.exists(descriptor_file):
             os.remove(descriptor_file)
 
 
 class ProtoBufImporter(Importer):
     def __init__(self, name):
-        # 'name' is passed by the importer factory.
         self.name = name
 
     def import_source(
         self,
-        data_contract_specification: DataContractSpecification,
         source: str,
         import_args: dict = None,
-    ) -> DataContractSpecification:
-        """
-        Import a protobuf file (and its imports) into the given DataContractSpecification.
-
-        Parameters:
-          - data_contract_specification: the initial specification to update.
-          - source: the protobuf file path.
-          - import_args: optional dictionary with additional arguments (e.g. 'output_dir').
-
-        Returns:
-          The updated DataContractSpecification.
-        """
-        # Wrap the source in a list because import_protobuf expects a list of sources.
-        return import_protobuf(data_contract_specification, [source], import_args)
+    ) -> OpenDataContractStandard:
+        """Import a protobuf file into an ODCS data contract."""
+        return import_protobuf([source], import_args)
diff --git a/datacontract/imports/spark_importer.py b/datacontract/imports/spark_importer.py
index 79ce845b0..26ff8f189 100644
--- a/datacontract/imports/spark_importer.py
+++ b/datacontract/imports/spark_importer.py
@@ -3,14 +3,15 @@
 import tempfile
 
 from databricks.sdk import WorkspaceClient
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 from pyspark.sql import DataFrame, SparkSession, types
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Field,
-    Model,
-    Server,
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+    create_server,
 )
 
 logger = logging.getLogger(__name__)
@@ -19,43 +20,21 @@
 class SparkImporter(Importer):
     def import_source(
         self,
-        data_contract_specification: DataContractSpecification,
         source: str,
         import_args: dict,
-    ) -> DataContractSpecification:
-        """
-        Imports data from a Spark source into the data contract specification.
-
-        Args:
-            data_contract_specification: The data contract specification object.
-            source: The source string indicating the Spark tables to read.
-            import_args: Additional arguments for the import process.
-        Returns:
-            dict: The updated data contract specification.
-        """
+    ) -> OpenDataContractStandard:
+        """Imports data from a Spark source into an ODCS data contract."""
         dataframe = import_args.get("dataframe", None)
         description = import_args.get("description", None)
-        return import_spark(data_contract_specification, source, dataframe, description)
+        return import_spark(source, dataframe, description)
 
 
 def import_spark(
-    data_contract_specification: DataContractSpecification,
     source: str,
     dataframe: DataFrame | None = None,
     description: str | None = None,
-) -> DataContractSpecification:
-    """
-    Imports schema(s) from Spark into a Data Contract Specification.
-
-    Args:
-        data_contract_specification (DataContractSpecification): The contract spec to update.
-        source (str): Comma-separated Spark table/view names.
-        dataframe (DataFrame | None): Optional Spark DataFrame to import.
-        description (str | None): Optional table-level description.
-
-    Returns:
-        DataContractSpecification: The updated contract spec with imported models.
-    """
+) -> OpenDataContractStandard:
+    """Imports schema(s) from Spark into an ODCS data contract."""
 
     tmp_dir = tempfile.TemporaryDirectory(prefix="datacontract-cli-spark")
     atexit.register(tmp_dir.cleanup)
@@ -66,169 +45,152 @@ def import_spark(
         .config("spark.ui.enabled", "false")
         .getOrCreate()
     )
-    data_contract_specification.servers["local"] = Server(type="dataframe")
+
+    odcs = create_odcs()
+    odcs.servers = [create_server(name="local", server_type="dataframe")]
+    odcs.schema_ = []
 
     if dataframe is not None:
         if not isinstance(dataframe, DataFrame):
             raise TypeError("Expected 'dataframe' to be a pyspark.sql.DataFrame")
-        data_contract_specification.models[source] = import_from_spark_df(spark, source, dataframe, description)
-        return data_contract_specification
+        schema_obj = import_from_spark_df(spark, source, dataframe, description)
+        odcs.schema_.append(schema_obj)
+        return odcs
 
     if not source:
         raise ValueError("Either 'dataframe' or a valid 'source' must be provided")
 
     for table_name in map(str.strip, source.split(",")):
         df = spark.read.table(table_name)
-        data_contract_specification.models[table_name] = import_from_spark_df(spark, table_name, df, description)
-
-    return data_contract_specification
+        schema_obj = import_from_spark_df(spark, table_name, df, description)
+        odcs.schema_.append(schema_obj)
 
+    return odcs
 
-def import_from_spark_df(spark: SparkSession, source: str, df: DataFrame, description: str) -> Model:
-    """
-    Converts a Spark DataFrame into a Model.
 
-    Args:
-        spark: SparkSession
-        source: A comma-separated string of Spark temporary views to read.
-        df: The Spark DataFrame to convert.
-        description: Table level comment
-
-    Returns:
-        Model: The generated data contract model.
-    """
-    model = Model()
+def import_from_spark_df(spark: SparkSession, source: str, df: DataFrame, description: str):
+    """Converts a Spark DataFrame into an ODCS SchemaObject."""
     schema = df.schema
 
-    if description is None:
-        model.description = _table_comment_from_spark(spark, source)
-    else:
-        model.description = description
+    table_description = description
+    if table_description is None:
+        table_description = _table_comment_from_spark(spark, source)
 
+    properties = []
     for field in schema:
-        model.fields[field.name] = _field_from_struct_type(field)
-
-    return model
-
-
-def _field_from_struct_type(spark_field: types.StructField) -> Field:
-    """
-    Converts a Spark StructField into a Field object for the data contract.
-
-    Args:
-        spark_field: The Spark StructField to convert.
-
-    Returns:
-        Field: The generated Field object.
-    """
-    field = Field()
-    field.required = not spark_field.nullable
-    field.description = spark_field.metadata.get("comment")
-
-    return _type_from_data_type(field, spark_field.dataType)
-
+        prop = _property_from_struct_type(field)
+        properties.append(prop)
+
+    return create_schema_object(
+        name=source,
+        physical_type="table",
+        description=table_description,
+        properties=properties,
+    )
 
-def _type_from_data_type(field: Field, spark_type: types.DataType) -> Field:
-    """
-    Maps Spark data types to the Data Contract type system and updates the field.
 
-    Args:
-        field: The Field object to update.
-        spark_type: The Spark data type to map.
+def _property_from_struct_type(spark_field: types.StructField) -> SchemaProperty:
+    """Converts a Spark StructField into an ODCS SchemaProperty."""
+    logical_type = _data_type_from_spark(spark_field.dataType)
+    description = spark_field.metadata.get("comment") if spark_field.metadata else None
+    required = not spark_field.nullable
+
+    nested_properties = None
+    items_prop = None
+
+    if logical_type == "array":
+        items_prop = _type_to_property("items", spark_field.dataType.elementType, not spark_field.dataType.containsNull)
+    elif logical_type == "object" and isinstance(spark_field.dataType, types.StructType):
+        nested_properties = [_property_from_struct_type(sf) for sf in spark_field.dataType.fields]
+
+    return create_property(
+        name=spark_field.name,
+        logical_type=logical_type,
+        physical_type=str(spark_field.dataType),
+        description=description,
+        required=required if required else None,
+        properties=nested_properties,
+        items=items_prop,
+    )
 
-    Returns:
-        Field: The updated Field object.
-    """
-    field.type = _data_type_from_spark(spark_type)
 
-    if field.type == "array":
-        field.items = _type_from_data_type(Field(required=not spark_type.containsNull), spark_type.elementType)
+def _type_to_property(name: str, spark_type: types.DataType, required: bool = True) -> SchemaProperty:
+    """Convert a Spark data type to an ODCS SchemaProperty."""
+    logical_type = _data_type_from_spark(spark_type)
 
-    elif field.type == "map":
-        field.keys = _type_from_data_type(Field(required=True), spark_type.keyType)
-        field.values = _type_from_data_type(Field(required=not spark_type.valueContainsNull), spark_type.valueType)
+    nested_properties = None
+    items_prop = None
 
-    elif field.type == "struct":
-        field.fields = {sf.name: _field_from_struct_type(sf) for sf in spark_type.fields}
+    if logical_type == "array":
+        items_prop = _type_to_property("items", spark_type.elementType, not spark_type.containsNull)
+    elif logical_type == "object" and isinstance(spark_type, types.StructType):
+        nested_properties = [_property_from_struct_type(sf) for sf in spark_type.fields]
 
-    return field
+    return create_property(
+        name=name,
+        logical_type=logical_type,
+        physical_type=str(spark_type),
+        required=required if required else None,
+        properties=nested_properties,
+        items=items_prop,
+    )
 
 
 def _data_type_from_spark(spark_type: types.DataType) -> str:
-    """
-    Maps Spark data types to the Data Contract type system.
-
-    Args:
-        spark_type: The Spark data type to map.
-
-    Returns:
-        str: The corresponding Data Contract type.
-    """
+    """Maps Spark data types to ODCS logical types."""
     if isinstance(spark_type, types.StringType):
         return "string"
     elif isinstance(spark_type, (types.IntegerType, types.ShortType)):
         return "integer"
     elif isinstance(spark_type, types.LongType):
-        return "long"
+        return "integer"
     elif isinstance(spark_type, types.FloatType):
-        return "float"
+        return "number"
     elif isinstance(spark_type, types.DoubleType):
-        return "double"
+        return "number"
     elif isinstance(spark_type, types.StructType):
-        return "struct"
+        return "object"
     elif isinstance(spark_type, types.ArrayType):
         return "array"
     elif isinstance(spark_type, types.MapType):
-        return "map"
+        return "object"
     elif isinstance(spark_type, types.TimestampType):
-        return "timestamp"
+        return "date"
     elif isinstance(spark_type, types.TimestampNTZType):
-        return "timestamp_ntz"
+        return "date"
     elif isinstance(spark_type, types.DateType):
         return "date"
     elif isinstance(spark_type, types.BooleanType):
         return "boolean"
     elif isinstance(spark_type, types.BinaryType):
-        return "bytes"
+        return "array"
     elif isinstance(spark_type, types.DecimalType):
-        return "decimal"
+        return "number"
     elif isinstance(spark_type, types.NullType):
-        return "null"
+        return "string"
     elif isinstance(spark_type, types.VarcharType):
-        return "varchar"
+        return "string"
     elif isinstance(spark_type, types.VariantType):
-        return "variant"
+        return "object"
     else:
         raise ValueError(f"Unsupported Spark type: {spark_type}")
 
 
 def _table_comment_from_spark(spark: SparkSession, source: str):
-    """
-    Attempts to retrieve the table-level comment from a Spark table using multiple fallback methods.
-
-    Args:
-        spark (SparkSession): The active Spark session.
-        source (str): The name of the table (without catalog or schema).
-
-    Returns:
-        str or None: The table-level comment, if found.
-    """
-
-    # Get Current Catalog and Schema from Spark Session
+    """Attempts to retrieve the table-level comment from a Spark table."""
     try:
         current_catalog = spark.sql("SELECT current_catalog()").collect()[0][0]
     except Exception:
-        current_catalog = "hive_metastore"  # Fallback for non-Unity Catalog clusters
+        current_catalog = "hive_metastore"
     try:
         current_schema = spark.catalog.currentDatabase()
     except Exception:
         current_schema = spark.sql("SELECT current_database()").collect()[0][0]
 
-    # Get table comment if it exists
     table_comment = ""
     source = f"{current_catalog}.{current_schema}.{source}"
+
     try:
-        # Initialize WorkspaceClient for Unity Catalog API calls
         workspace_client = WorkspaceClient()
         created_table = workspace_client.tables.get(full_name=f"{source}")
         table_comment = created_table.comment
@@ -237,7 +199,6 @@ def _table_comment_from_spark(spark: SparkSession, source: str):
     except Exception:
         pass
 
-    # Fallback to Spark Catalog API for Hive Metastore or Non-UC Tables
     try:
         table_comment = spark.catalog.getTable(f"{source}").description
         logger.info(f"'{source}' table comment retrieved using 'spark.catalog.getTable({source}).description'")
@@ -245,7 +206,6 @@ def _table_comment_from_spark(spark: SparkSession, source: str):
     except Exception:
         pass
 
-    # Final Fallback Using DESCRIBE TABLE EXTENDED
     try:
         rows = spark.sql(f"DESCRIBE TABLE EXTENDED {source}").collect()
         for row in rows:
@@ -258,5 +218,4 @@ def _table_comment_from_spark(spark: SparkSession, source: str):
         pass
 
     logger.info(f"{source} table comment could not be retrieved")
-
     return None
diff --git a/datacontract/imports/sql_importer.py b/datacontract/imports/sql_importer.py
index e18fef716..5d3f4ac0c 100644
--- a/datacontract/imports/sql_importer.py
+++ b/datacontract/imports/sql_importer.py
@@ -2,26 +2,31 @@
 import os
 
 import sqlglot
+from open_data_contract_standard.model import OpenDataContractStandard
 from sqlglot.dialects.dialect import Dialects
 
 from datacontract.imports.importer import Importer
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+    create_server,
+)
 from datacontract.model.exceptions import DataContractException
 from datacontract.model.run import ResultEnum
 
 
 class SqlImporter(Importer):
     def import_source(
-        self, data_contract_specification: DataContractSpecification, source: str, import_args: dict
-    ) -> DataContractSpecification:
-        return import_sql(data_contract_specification, self.import_format, source, import_args)
+        self, source: str, import_args: dict
+    ) -> OpenDataContractStandard:
+        return import_sql(self.import_format, source, import_args)
 
 
 def import_sql(
-    data_contract_specification: DataContractSpecification, format: str, source: str, import_args: dict = None
-) -> DataContractSpecification:
+    format: str, source: str, import_args: dict = None
+) -> OpenDataContractStandard:
     sql = read_file(source)
-
     dialect = to_dialect(import_args)
 
     try:
@@ -36,48 +41,59 @@ def import_sql(
             result=ResultEnum.error,
         )
 
-    server_type: str | None = to_server_type(source, dialect)
+    odcs = create_odcs()
+    odcs.schema_ = []
+
+    server_type = to_server_type(source, dialect)
     if server_type is not None:
-        data_contract_specification.servers[server_type] = Server(type=server_type)
+        odcs.servers = [create_server(name=server_type, server_type=server_type)]
 
     tables = parsed.find_all(sqlglot.expressions.Table)
 
     for table in tables:
-        if data_contract_specification.models is None:
-            data_contract_specification.models = {}
-
         table_name = table.this.name
+        properties = []
 
-        fields = {}
+        primary_key_position = 1
         for column in parsed.find_all(sqlglot.exp.ColumnDef):
             if column.parent.this.name != table_name:
                 continue
 
-            field = Field()
             col_name = column.this.name
             col_type = to_col_type(column, dialect)
-            field.type = map_type_from_sql(col_type)
+            logical_type = map_type_from_sql(col_type)
             col_description = get_description(column)
-            field.description = col_description
-            field.maxLength = get_max_length(column)
+            max_length = get_max_length(column)
             precision, scale = get_precision_scale(column)
-            field.precision = precision
-            field.scale = scale
-            field.primaryKey = get_primary_key(column)
-            field.required = column.find(sqlglot.exp.NotNullColumnConstraint) is not None or None
-            physical_type_key = to_physical_type_key(dialect)
-            field.config = {
-                physical_type_key: col_type,
-            }
-
-            fields[col_name] = field
-
-        data_contract_specification.models[table_name] = Model(
-            type="table",
-            fields=fields,
+            is_primary_key = get_primary_key(column)
+            is_required = column.find(sqlglot.exp.NotNullColumnConstraint) is not None or None
+
+            prop = create_property(
+                name=col_name,
+                logical_type=logical_type,
+                physical_type=col_type,
+                description=col_description,
+                max_length=max_length,
+                precision=precision,
+                scale=scale,
+                primary_key=is_primary_key,
+                primary_key_position=primary_key_position if is_primary_key else None,
+                required=is_required if is_required else None,
+            )
+
+            if is_primary_key:
+                primary_key_position += 1
+
+            properties.append(prop)
+
+        schema_obj = create_schema_object(
+            name=table_name,
+            physical_type="table",
+            properties=properties,
         )
+        odcs.schema_.append(schema_obj)
 
-    return data_contract_specification
+    return odcs
 
 
 def get_primary_key(column) -> bool | None:
@@ -201,6 +217,7 @@ def get_precision_scale(column):
 
 
 def map_type_from_sql(sql_type: str) -> str | None:
+    """Map SQL type to ODCS logical type."""
     if sql_type is None:
         return None
 
@@ -221,71 +238,57 @@ def map_type_from_sql(sql_type: str) -> str | None:
     elif sql_type_normed.startswith("ntext"):
         return "string"
     elif sql_type_normed.startswith("int") and not sql_type_normed.startswith("interval"):
-        return "int"
+        return "integer"
     elif sql_type_normed.startswith("bigint"):
-        return "long"
+        return "integer"
     elif sql_type_normed.startswith("tinyint"):
-        return "int"
+        return "integer"
     elif sql_type_normed.startswith("smallint"):
-        return "int"
+        return "integer"
     elif sql_type_normed.startswith("float"):
-        return "float"
+        return "number"
     elif sql_type_normed.startswith("double"):
-        return "double"
+        return "number"
     elif sql_type_normed.startswith("decimal"):
-        return "decimal"
+        return "number"
     elif sql_type_normed.startswith("numeric"):
-        return "decimal"
+        return "number"
     elif sql_type_normed.startswith("bool"):
         return "boolean"
     elif sql_type_normed.startswith("bit"):
         return "boolean"
     elif sql_type_normed.startswith("binary"):
-        return "bytes"
+        return "array"
     elif sql_type_normed.startswith("varbinary"):
-        return "bytes"
+        return "array"
     elif sql_type_normed.startswith("raw"):
-        return "bytes"
+        return "array"
     elif sql_type_normed == "blob" or sql_type_normed == "bfile":
-        return "bytes"
+        return "array"
     elif sql_type_normed == "date":
         return "date"
     elif sql_type_normed == "time":
         return "string"
     elif sql_type_normed.startswith("timestamp"):
-        return map_timestamp(sql_type_normed)
+        return "date"
     elif sql_type_normed == "datetime" or sql_type_normed == "datetime2":
-        return "timestamp_ntz"
+        return "date"
     elif sql_type_normed == "smalldatetime":
-        return "timestamp_ntz"
+        return "date"
     elif sql_type_normed == "datetimeoffset":
-        return "timestamp_tz"
+        return "date"
     elif sql_type_normed == "uniqueidentifier":  # tsql
         return "string"
     elif sql_type_normed == "json":
-        return "string"
+        return "object"
     elif sql_type_normed == "xml":  # tsql
         return "string"
     elif sql_type_normed.startswith("number"):
         return "number"
     elif sql_type_normed == "clob" or sql_type_normed == "nclob":
-        return "text"
+        return "string"
     else:
-        return "variant"
-
-
-def map_timestamp(timestamp_type: str) -> str:
-    match timestamp_type:
-        case "timestamp" | "timestampntz" | "timestamp_ntz":
-            return "timestamp_ntz"
-        case "timestamptz" | "timestamp_tz" | "timestamp with time zone":
-            return "timestamp_tz"
-        case localTimezone if localTimezone.startswith("timestampltz"):
-            return "timestamp_tz"
-        case timezoneWrittenOut if timezoneWrittenOut.endswith("time zone"):
-            return "timestamp_tz"
-        case _:
-            return "timestamp"
+        return "object"
 
 
 def read_file(path):
diff --git a/datacontract/imports/unity_importer.py b/datacontract/imports/unity_importer.py
index ce657a393..bd0fe27b3 100644
--- a/datacontract/imports/unity_importer.py
+++ b/datacontract/imports/unity_importer.py
@@ -4,59 +4,37 @@
 
 from databricks.sdk import WorkspaceClient
 from databricks.sdk.service.catalog import ColumnInfo, TableInfo
-from open_data_contract_standard.model import OpenDataContractStandard
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 
 from datacontract.imports.importer import Importer
-from datacontract.imports.sql_importer import map_type_from_sql, to_physical_type_key
-from datacontract.model.data_contract_specification import DataContractSpecification, Field, Model, Server
+from datacontract.imports.odcs_helper import (
+    create_odcs,
+    create_property,
+    create_schema_object,
+    create_server,
+)
+from datacontract.imports.sql_importer import map_type_from_sql
 from datacontract.model.exceptions import DataContractException
 
 
 class UnityImporter(Importer):
-    """
-    UnityImporter class for importing data contract specifications from Unity Catalog.
-    """
+    """UnityImporter class for importing data contract specifications from Unity Catalog."""
 
     def import_source(
         self,
-        data_contract_specification: DataContractSpecification | OpenDataContractStandard,
         source: str,
         import_args: dict,
-    ) -> DataContractSpecification | OpenDataContractStandard:
-        """
-        Import data contract specification from a source.
-
-        :param data_contract_specification: The data contract specification to be imported.
-        :type data_contract_specification: DataContractSpecification
-        :param source: The source from which to import the data contract specification.
-        :type source: str
-        :param import_args: Additional arguments for the import process.
-        :type import_args: dict
-        :return: The imported data contract specification.
-        :rtype: DataContractSpecification
-        """
+    ) -> OpenDataContractStandard:
+        """Import data contract specification from a source."""
         if source is not None:
-            data_contract_specification = import_unity_from_json(data_contract_specification, source)
+            return import_unity_from_json(source)
         else:
             unity_table_full_name_list = import_args.get("unity_table_full_name")
-            data_contract_specification = import_unity_from_api(data_contract_specification, unity_table_full_name_list)
-        return data_contract_specification
-
-
-def import_unity_from_json(
-    data_contract_specification: DataContractSpecification | OpenDataContractStandard, source: str
-) -> DataContractSpecification | OpenDataContractStandard:
-    """
-    Import data contract specification from a JSON file.
-
-    :param data_contract_specification: The data contract specification to be imported.
-    :type data_contract_specification: DataContractSpecification
-    :param source: The path to the JSON file.
-    :type source: str
-    :return: The imported data contract specification.
-    :rtype: DataContractSpecification
-    :raises DataContractException: If there is an error parsing the JSON file.
-    """
+            return import_unity_from_api(unity_table_full_name_list)
+
+
+def import_unity_from_json(source: str) -> OpenDataContractStandard:
+    """Import data contract specification from a JSON file."""
     try:
         with open(source, "r") as file:
             json_contents = json.loads(file.read())
@@ -69,28 +47,16 @@ def import_unity_from_json(
             engine="datacontract",
             original_exception=e,
         )
-    return convert_unity_schema(data_contract_specification, unity_schema)
-
-
-def import_unity_from_api(
-    data_contract_specification: DataContractSpecification, unity_table_full_name_list: List[str] = None
-) -> DataContractSpecification:
-    """
-    Import data contract specification from Unity Catalog API.
-
-    :param data_contract_specification: The data contract specification to be imported.
-    :type data_contract_specification: DataContractSpecification
-    :param unity_table_full_name_list: The full name of the Unity table.
-    :type unity_table_full_name_list: list[str]
-    :return: The imported data contract specification.
-    :rtype: DataContractSpecification
-    :raises DataContractException: If there is an error retrieving the schema from the API.
-    """
+
+    odcs = create_odcs()
+    return convert_unity_schema(odcs, unity_schema)
+
+
+def import_unity_from_api(unity_table_full_name_list: List[str] = None) -> OpenDataContractStandard:
+    """Import data contract specification from Unity Catalog API."""
     try:
-        # print(f"Retrieving Unity Catalog schema for table: {unity_table_full_name}")
         profile = os.getenv("DATACONTRACT_DATABRICKS_PROFILE")
         host, token = os.getenv("DATACONTRACT_DATABRICKS_SERVER_HOSTNAME"), os.getenv("DATACONTRACT_DATABRICKS_TOKEN")
-        # print(f"Databricks host: {host}, token: {'***' if token else 'not set'}")
         exception = DataContractException(
             type="configuration",
             name="Databricks configuration",
@@ -119,6 +85,9 @@ def import_unity_from_api(
             original_exception=e,
         )
 
+    odcs = create_odcs()
+    odcs.schema_ = []
+
     for unity_table_full_name in unity_table_full_name_list:
         try:
             unity_schema: TableInfo = workspace_client.tables.get(unity_table_full_name)
@@ -130,90 +99,67 @@ def import_unity_from_api(
                 engine="datacontract",
                 original_exception=e,
             )
-        data_contract_specification = convert_unity_schema(data_contract_specification, unity_schema)
-
-    return data_contract_specification
+        odcs = convert_unity_schema(odcs, unity_schema)
 
+    return odcs
 
-def convert_unity_schema(
-    data_contract_specification: DataContractSpecification | OpenDataContractStandard, unity_schema: TableInfo
-) -> DataContractSpecification | OpenDataContractStandard:
-    """
-    Convert Unity schema to data contract specification.
 
-    :param data_contract_specification: The data contract specification to be converted.
-    :type data_contract_specification: DataContractSpecification
-    :param unity_schema: The Unity schema to be converted.
-    :type unity_schema: TableInfo
-    :return: The converted data contract specification.
-    :rtype: DataContractSpecification
-    """
-    if data_contract_specification.models is None:
-        data_contract_specification.models = {}
-
-    if data_contract_specification.servers is None:
-        data_contract_specification.servers = {}
+def convert_unity_schema(odcs: OpenDataContractStandard, unity_schema: TableInfo) -> OpenDataContractStandard:
+    """Convert Unity schema to ODCS data contract."""
+    if odcs.schema_ is None:
+        odcs.schema_ = []
 
     # Configure databricks server with catalog and schema from Unity table info
     schema_name = unity_schema.schema_name
     catalog_name = unity_schema.catalog_name
+
     if catalog_name and schema_name:
-        server_name = "myserver"  # Default server name
+        if odcs.servers is None:
+            odcs.servers = []
 
-        data_contract_specification.servers[server_name] = Server(
-            type="databricks",
+        server = create_server(
+            name="databricks",
+            server_type="databricks",
             catalog=catalog_name,
             schema=schema_name,
         )
+        odcs.servers = [server]
 
-    fields = import_table_fields(unity_schema.columns)
+    properties = import_table_fields(unity_schema.columns)
 
     table_id = unity_schema.name or unity_schema.table_id
 
-    data_contract_specification.models[table_id] = Model(fields=fields, type="table")
+    schema_obj = create_schema_object(
+        name=table_id,
+        physical_type="table",
+        description=unity_schema.comment,
+        properties=properties,
+    )
 
     if unity_schema.name:
-        data_contract_specification.models[table_id].title = unity_schema.name
-
-    if unity_schema.comment:
-        data_contract_specification.models[table_id].description = unity_schema.comment
-
-    return data_contract_specification
-
-
-def import_table_fields(columns: List[ColumnInfo]) -> dict[str, Field]:
-    """
-    Import table fields from Unity schema columns.
+        schema_obj.businessName = unity_schema.name
 
-    Here we are first converting the `ColumnInfo.type_json` to a Spark StructField object
-    so we can leave the complexity of the Spark field types to the Spark JSON schema parser,
-    then re-use the logic in `datacontract.imports.spark_importer` to convert the StructField
-    into a Field object.
+    odcs.schema_.append(schema_obj)
 
-    :param columns: The list of Unity schema columns.
-    :type columns: List[ColumnInfo]
-    :return: A dictionary of imported fields.
-    :rtype: dict[str, Field]
-    """
-    imported_fields = {}
+    return odcs
 
-    for column in columns:
-        imported_fields[column.name] = _to_field(column)
 
-    return imported_fields
+def import_table_fields(columns: List[ColumnInfo]) -> List[SchemaProperty]:
+    """Import table fields from Unity schema columns."""
+    return [_to_property(column) for column in columns]
 
 
-def _to_field(column: ColumnInfo) -> Field:
-    field = Field()
-    # The second condition evaluates for complex types (e.g. variant)
-    if column.type_name is not None or (column.type_name is None and column.type_text is not None):
-        sql_type = str(column.type_text)
-        field.type = map_type_from_sql(sql_type)
-    physical_type_key = to_physical_type_key("databricks")
-    field.config = {
-        physical_type_key: sql_type,
-    }
-    field.required = column.nullable is None or not column.nullable
-    field.description = column.comment if column.comment else None
+def _to_property(column: ColumnInfo) -> SchemaProperty:
+    """Convert a Unity ColumnInfo to an ODCS SchemaProperty."""
+    sql_type = str(column.type_text) if column.type_text else "string"
+    logical_type = map_type_from_sql(sql_type)
+    required = column.nullable is None or not column.nullable
 
-    return field
+    return create_property(
+        name=column.name,
+        logical_type=logical_type if logical_type else "string",
+        physical_type=sql_type,
+        description=column.comment,
+        required=required if required else None,
+        custom_properties={"databricksType": sql_type} if sql_type else None,
+    )
diff --git a/datacontract/lint/resolve.py b/datacontract/lint/resolve.py
index 04e9f5552..428d861e7 100644
--- a/datacontract/lint/resolve.py
+++ b/datacontract/lint/resolve.py
@@ -1,23 +1,14 @@
 import importlib.resources as resources
 import logging
-import os
-import warnings
 from pathlib import Path
 
 import fastjsonschema
 import yaml
 from fastjsonschema import JsonSchemaValueException
-from open_data_contract_standard.model import OpenDataContractStandard
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaProperty
 
-from datacontract.imports.odcs_v3_importer import import_from_odcs, parse_odcs_v3_from_str
 from datacontract.lint.resources import read_resource
 from datacontract.lint.schema import fetch_schema
-from datacontract.lint.urls import fetch_resource
-from datacontract.model.data_contract_specification import (
-    DataContractSpecification,
-    Definition,
-    DeprecatedQuality,
-)
 from datacontract.model.exceptions import DataContractException
 from datacontract.model.odcs import is_open_data_contract_standard, is_open_data_product_standard
 from datacontract.model.run import ResultEnum
@@ -36,22 +27,18 @@ class _SafeLoaderNoTimestamp(yaml.SafeLoader):
 }
 
 
-def resolve_data_contract(
+def resolve_data_contract_dict(
     data_contract_location: str = None,
     data_contract_str: str = None,
-    data_contract: DataContractSpecification = None,
-    schema_location: str = None,
-    inline_definitions: bool = False,
-    inline_quality: bool = False,
-) -> DataContractSpecification:
+    data_contract: OpenDataContractStandard = None,
+) -> dict:
+    """Resolve a data contract and return it as a dictionary."""
     if data_contract_location is not None:
-        return resolve_data_contract_from_location(
-            data_contract_location, schema_location, inline_definitions, inline_quality
-        )
+        return _to_yaml(read_resource(data_contract_location))
     elif data_contract_str is not None:
-        return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions, inline_quality)
+        return _to_yaml(data_contract_str)
     elif data_contract is not None:
-        return data_contract
+        return data_contract.model_dump()
     else:
         raise DataContractException(
             type="lint",
@@ -62,22 +49,20 @@ def resolve_data_contract(
         )
 
 
-def resolve_data_contract_v2(
+def resolve_data_contract(
     data_contract_location: str = None,
     data_contract_str: str = None,
-    data_contract: DataContractSpecification | OpenDataContractStandard = None,
+    data_contract: OpenDataContractStandard = None,
     schema_location: str = None,
     inline_definitions: bool = False,
-    inline_quality: bool = False,
-) -> DataContractSpecification | OpenDataContractStandard:
+) -> OpenDataContractStandard:
+    """Resolve and parse a data contract from various sources."""
     if data_contract_location is not None:
-        return resolve_data_contract_from_location_v2(
-            data_contract_location, schema_location, inline_definitions, inline_quality
+        return resolve_data_contract_from_location(
+            data_contract_location, schema_location, inline_definitions
         )
     elif data_contract_str is not None:
-        return _resolve_data_contract_from_str_v2(
-            data_contract_str, schema_location, inline_definitions, inline_quality
-        )
+        return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions)
     elif data_contract is not None:
         return data_contract
     else:
@@ -90,212 +75,42 @@ def resolve_data_contract_v2(
         )
 
 
-def resolve_data_contract_dict(
-    data_contract_location: str = None,
-    data_contract_str: str = None,
-    data_contract: DataContractSpecification = None,
-) -> dict:
-    if data_contract_location is not None:
-        return _to_yaml(read_resource(data_contract_location))
-    elif data_contract_str is not None:
-        return _to_yaml(data_contract_str)
-    elif data_contract is not None:
-        return data_contract.model_dump()
-    else:
-        raise DataContractException(
-            type="lint",
-            result=ResultEnum.failed,
-            name="Check that data contract YAML is valid",
-            reason="Data contract needs to be provided",
-            engine="datacontract",
-        )
-
-
-def resolve_data_contract_from_location_v2(
-    location, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False
-) -> DataContractSpecification | OpenDataContractStandard:
-    data_contract_str = read_resource(location)
-    return _resolve_data_contract_from_str_v2(data_contract_str, schema_location, inline_definitions, inline_quality)
-
-
 def resolve_data_contract_from_location(
-    location, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False
-) -> DataContractSpecification:
+    location, schema_location: str = None, inline_definitions: bool = False
+) -> OpenDataContractStandard:
     data_contract_str = read_resource(location)
-    return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions, inline_quality)
-
-
-def inline_definitions_into_data_contract(spec: DataContractSpecification):
-    for model in spec.models.values():
-        for field in model.fields.values():
-            inline_definition_into_field(field, spec)
+    return _resolve_data_contract_from_str(data_contract_str, schema_location, inline_definitions)
 
 
-def inline_definition_into_field(field, spec):
-    # iterate recursively over arrays
-    if field.items is not None:
-        inline_definition_into_field(field.items, spec)
-
-    # iterate recursively over nested fields
-    if field.fields is not None:
-        for nested_field_name, nested_field in field.fields.items():
-            inline_definition_into_field(nested_field, spec)
-
-    if not field.ref:
+def inline_definitions_into_data_contract(data_contract: OpenDataContractStandard):
+    """Inline any definition references into the schema properties."""
+    if data_contract.schema_ is None:
         return
 
-    definition = _resolve_definition_ref(field.ref, spec)
-    for field_name in field.model_fields.keys():
-        if field_name in definition.model_fields_set and field_name not in field.model_fields_set:
-            setattr(field, field_name, getattr(definition, field_name))
-    # extras
-    for extra_field_name, extra_field_value in definition.model_extra.items():
-        if extra_field_name not in field.model_extra.keys():
-            setattr(field, extra_field_name, extra_field_value)
+    for schema_obj in data_contract.schema_:
+        if schema_obj.properties:
+            for prop in schema_obj.properties:
+                inline_definition_into_property(prop, data_contract)
 
 
-def _resolve_definition_ref(ref, spec) -> Definition:
-    logging.info(f"Resolving definition ref {ref}")
-
-    if "#" in ref:
-        path, definition_path = ref.split("#")
-    else:
-        path, definition_path = ref, None
-
-    if path.startswith("http://") or path.startswith("https://"):
-        logging.info(f"Resolving definition url {path}")
-
-        definition_str = fetch_resource(path)
-        definition_dict = _to_yaml(definition_str)
-        definition = Definition(**definition_dict)
-        if definition_path is not None:
-            return _find_by_path_in_definition(definition_path, definition)
-        else:
-            return definition
-    elif path.startswith("file://"):
-        logging.info(f"Resolving definition file path {path}")
-
-        path = path.replace("file://", "")
-        definition_str = _fetch_file(path)
-        definition_dict = _to_yaml(definition_str)
-        if definition_path:
-            path_parts = [part for part in definition_path.split("/") if part != ""]
-            for path_part in path_parts:
-                definition_dict = definition_dict.get(path_part, None)
-                if not definition_dict:
-                    raise DataContractException(
-                        type="lint",
-                        result="failed",
-                        name="Check that data contract YAML is valid",
-                        reason=f"Cannot resolve definition {definition_path}, {path_part} not found",
-                        engine="datacontract",
-                    )
-        # this assumes that definitions_dict is a definitions dict, however,
-        # all we know is that it is a file!
-        definition = Definition(**definition_dict)
-        # if definition_path is not None:
-        #     definition = _find_by_path_in_definition(definition_path, definition)
-        return definition
-    elif ref.startswith("#"):
-        logging.info(f"Resolving definition local path {path}")
-
-        definition_path = ref[1:]
-
-        return _find_by_path_in_spec(definition_path, spec)
-    else:
-        raise DataContractException(
-            type="lint",
-            result=ResultEnum.failed,
-            name="Check that data contract YAML is valid",
-            reason=f"Cannot resolve reference {ref}",
-            engine="datacontract",
-        )
-
-
-def _find_by_path_in_spec(definition_path: str, spec: DataContractSpecification):
-    path_elements = definition_path.split("/")
-    definition_key = path_elements[2]
-    if definition_key not in spec.definitions:
-        raise DataContractException(
-            type="lint",
-            result=ResultEnum.failed,
-            name="Check that data contract YAML is valid",
-            reason=f"Cannot resolve definition {definition_key}",
-            engine="datacontract",
-        )
-    definition = spec.definitions[definition_key]
-    definition = _find_subfield_in_definition(definition, path_elements[3:])
-    return definition
-
-
-def _find_by_path_in_definition(definition_path: str, definition: Definition):
-    if definition_path == "" or definition_path == "/":
-        return definition
-
-    path_elements = definition_path.split("/")
-    return _find_subfield_in_definition(definition, path_elements[1:])
+def inline_definition_into_property(prop: SchemaProperty, data_contract: OpenDataContractStandard):
+    """Recursively inline definitions into a property and its nested properties."""
+    # Iterate over items for arrays
+    if prop.items is not None:
+        inline_definition_into_property(prop.items, data_contract)
 
+    # Iterate over nested properties
+    if prop.properties is not None:
+        for nested_prop in prop.properties:
+            inline_definition_into_property(nested_prop, data_contract)
 
-def _find_subfield_in_definition(definition: Definition, path_elements):
-    while len(path_elements) > 0 and path_elements[0] == "fields":
-        definition = definition.fields[path_elements[1]]
-        path_elements = path_elements[2:]
+    # No definition $ref support in ODCS at the moment
+    # ODCS uses a different approach - definitions would be handled differently
 
-    return definition
 
-
-def _fetch_file(path) -> str:
-    if not os.path.exists(path):
-        raise DataContractException(
-            type="export",
-            result=ResultEnum.failed,
-            name="Check that data contract definition is valid",
-            reason=f"Cannot resolve reference {path}",
-            engine="datacontract",
-        )
-    with open(path, "r") as file:
-        return file.read()
-
-
-def _resolve_quality_ref(quality: DeprecatedQuality):
-    """
-    Return the content of a ref file path
-    @param quality data contract quality specification
-    """
-    if isinstance(quality.specification, dict):
-        specification = quality.specification
-        if quality.type == "great-expectations":
-            for model, model_quality in specification.items():
-                specification[model] = _get_quality_ref_file(model_quality)
-        else:
-            if "$ref" in specification:
-                quality.specification = _get_quality_ref_file(specification)
-
-
-def _get_quality_ref_file(quality_spec: str | object) -> str | object:
-    """
-    Get the file associated with a quality reference
-    @param quality_spec quality specification
-    @returns: the content of the quality file
-    """
-    if isinstance(quality_spec, dict) and "$ref" in quality_spec:
-        ref = quality_spec["$ref"]
-        if not os.path.exists(ref):
-            raise DataContractException(
-                type="export",
-                result=ResultEnum.failed,
-                name="Check that data contract quality is valid",
-                reason=f"Cannot resolve reference {ref}",
-                engine="datacontract",
-            )
-        with open(ref, "r") as file:
-            quality_spec = file.read()
-    return quality_spec
-
-
-def _resolve_data_contract_from_str_v2(
-    data_contract_str, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False
-) -> DataContractSpecification | OpenDataContractStandard:
+def _resolve_data_contract_from_str(
+    data_contract_str, schema_location: str = None, inline_definitions: bool = False
+) -> OpenDataContractStandard:
     yaml_dict = _to_yaml(data_contract_str)
 
     if is_open_data_product_standard(yaml_dict):
@@ -310,61 +125,40 @@ def _resolve_data_contract_from_str_v2(
 
     if is_open_data_contract_standard(yaml_dict):
         logging.info("Importing ODCS v3")
-        # if ODCS, then validate the ODCS schema and import to DataContractSpecification directly
-        odcs = parse_odcs_v3_from_str(data_contract_str)
-        return odcs
-
-    logging.info("Importing DCS")
-    return _resolve_dcs_from_yaml_dict(inline_definitions, inline_quality, schema_location, yaml_dict)
-
-
-def _resolve_data_contract_from_str(
-    data_contract_str, schema_location: str = None, inline_definitions: bool = False, inline_quality: bool = False
-) -> DataContractSpecification:
-    yaml_dict = _to_yaml(data_contract_str)
-
-    if schema_location is None:
-        if is_open_data_contract_standard(yaml_dict):
-            logging.info("Using ODCS 3.1.0 schema to validate data contract")
-            # TODO refactor this to a specific function
+        # Validate the ODCS schema
+        if schema_location is None:
             schema_location = resources.files("datacontract").joinpath("schemas", "odcs-3.1.0.schema.json")
+        _validate_json_schema(yaml_dict, schema_location)
 
-    _validate_json_schema(yaml_dict, schema_location)
-
-    if is_open_data_contract_standard(yaml_dict):
-        logging.info("Importing ODCS v3")
-        # if ODCS, then validate the ODCS schema and import to DataContractSpecification directly
-        odcs = parse_odcs_v3_from_str(data_contract_str)
+        # Parse ODCS directly
+        odcs = _parse_odcs_from_dict(yaml_dict)
+        if inline_definitions:
+            inline_definitions_into_data_contract(odcs)
+        return odcs
 
-        data_contract_specification = DataContractSpecification(dataContractSpecification="1.2.1")
-        return import_from_odcs(data_contract_specification, odcs)
+    # For DCS format, we need to convert it to ODCS
+    logging.info("Importing DCS format - converting to ODCS")
+    from datacontract.imports.dcs_importer import convert_dcs_to_odcs, parse_dcs_from_dict
 
-    logging.info("Importing DCS")
-    return _resolve_dcs_from_yaml_dict(inline_definitions, inline_quality, schema_location, yaml_dict)
+    dcs = parse_dcs_from_dict(yaml_dict)
+    odcs = convert_dcs_to_odcs(dcs)
+    if inline_definitions:
+        inline_definitions_into_data_contract(odcs)
+    return odcs
 
 
-def _resolve_dcs_from_yaml_dict(inline_definitions, inline_quality, schema_location, yaml_dict):
-    _validate_json_schema(yaml_dict, schema_location)
-    data_contract_specification = yaml_dict
-    spec = DataContractSpecification(**data_contract_specification)
-    if inline_definitions:
-        inline_definitions_into_data_contract(spec)
-    ## Suppress DeprecationWarning when accessing spec.quality,
-    ## iif it is in fact *not* used.
-    with warnings.catch_warnings(record=True) as recorded_warnings:
-        spec_quality = spec.quality
-    for w in recorded_warnings:
-        if not issubclass(w.category, DeprecationWarning) or spec_quality is not None:
-            warnings.warn_explicit(
-                message=w.message,
-                category=w.category,
-                filename=w.filename,
-                lineno=w.lineno,
-                source=w.source,
-            )
-    if spec_quality and inline_quality:
-        _resolve_quality_ref(spec_quality)
-    return spec
+def _parse_odcs_from_dict(yaml_dict: dict) -> OpenDataContractStandard:
+    """Parse ODCS from a dictionary."""
+    try:
+        return OpenDataContractStandard(**yaml_dict)
+    except Exception as e:
+        raise DataContractException(
+            type="schema",
+            name="Parse ODCS contract",
+            reason=f"Failed to parse ODCS contract: {str(e)}",
+            engine="datacontract",
+            original_exception=e,
+        )
 
 
 def _to_yaml(data_contract_str) -> dict:
diff --git a/datacontract/model/data_contract_specification/__init__.py b/datacontract/model/data_contract_specification/__init__.py
deleted file mode 100644
index 2141d2da0..000000000
--- a/datacontract/model/data_contract_specification/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from datacontract_specification.model import *
diff --git a/datacontract/output/test_results_writer.py b/datacontract/output/test_results_writer.py
index 274a3f169..7cae4888a 100644
--- a/datacontract/output/test_results_writer.py
+++ b/datacontract/output/test_results_writer.py
@@ -2,11 +2,11 @@
 from typing import Optional
 
 import typer
+from open_data_contract_standard.model import OpenDataContractStandard
 from rich import box
 from rich.console import Console
 from rich.table import Table
 
-from datacontract.model.data_contract_specification import DataContractSpecification
 from datacontract.model.run import Run
 from datacontract.output.junit_test_results import write_junit_test_results
 from datacontract.output.output_format import OutputFormat
@@ -17,13 +17,13 @@ def write_test_result(
     console: Console,
     output_format: OutputFormat,
     output_path: Path,
-    data_contract: Optional[DataContractSpecification] = None,
+    data_contract: Optional[OpenDataContractStandard] = None,
 ):
     if output_format == OutputFormat.junit:
         write_junit_test_results(run, console, output_path)
 
     if run.server and data_contract and data_contract.servers:
-        server = data_contract.servers.get(run.server)
+        server = next((s for s in data_contract.servers if s.server == run.server), None)
         if server:
             details = []
             if server.type:
@@ -50,8 +50,6 @@ def write_test_result(
                 details.append(f"location={server.location}")
             if server.path:
                 details.append(f"path={server.path}")
-            if server.topic:
-                details.append(f"topic={server.topic}")
             details_str = ", ".join(details) if details else ""
             if details_str:
                 console.print(f"Server: {run.server} ({details_str})")
diff --git a/datacontract/schemas/odcs-3.1.0.schema.json b/datacontract/schemas/odcs-3.1.0.schema.json
index 85604e37c..3596e68b0 100644
--- a/datacontract/schemas/odcs-3.1.0.schema.json
+++ b/datacontract/schemas/odcs-3.1.0.schema.json
@@ -1,2809 +1,2928 @@
 {
-    "$schema": "https://json-schema.org/draft/2019-09/schema",
-    "title": "Open Data Contract Standard (ODCS)",
-    "description": "An open data contract specification to establish agreement between data producers and consumers.",
-    "type": "object",
-    "properties": {
-      "version": {
-        "type": "string",
-        "description": "Current version of the data contract."
-      },
-      "kind": {
-        "type": "string",
-        "default": "DataContract",
-        "description": "The kind of file this is. Valid value is `DataContract`.",
-        "enum": ["DataContract"]
-      },
-      "apiVersion": {
-        "type": "string",
-        "default": "v3.1.0",
-        "description": "Version of the standard used to build data contract. Default value is v3.1.0.",
-        "enum": ["v3.1.0","v3.0.2","v3.0.1", "v3.0.0", "v2.2.2", "v2.2.1", "v2.2.0"]
-      },
-      "id": {
-        "type": "string",
-        "description": "A unique identifier used to reduce the risk of dataset name collisions, such as a UUID."
-      },
-      "name": {
-        "type": "string",
-        "description": "Name of the data contract."
-      },
-      "tenant": {
-        "type": "string",
-        "description": "Indicates the property the data is primarily associated with. Value is case insensitive."
-      },
-      "tags": {
-        "$ref": "#/$defs/Tags"
-      },
-      "status": {
-        "type": "string",
-        "description": "Current status of the dataset.",
-        "examples": [
-          "proposed", "draft", "active", "deprecated", "retired"
-        ]
-      },
-      "servers": {
-        "type": "array",
-        "description": "List of servers where the datasets reside.",
-        "items": {
-          "$ref": "#/$defs/Server"
-        }
-      },
-      "dataProduct": {
-        "type": "string",
-        "description": "The name of the data product."
-      },
-      "description": {
-        "type": "object",
-        "description": "High level description of the dataset.",
-        "properties": {
-          "usage": {
-            "type": "string",
-            "description": "Intended usage of the dataset."
-          },
-          "purpose": {
-            "type": "string",
-            "description": "Purpose of the dataset."
-          },
-          "limitations": {
-            "type": "string",
-            "description": "Limitations of the dataset."
-          },
-          "authoritativeDefinitions": {
-            "$ref": "#/$defs/AuthoritativeDefinitions"
-          },
-          "customProperties": {
-            "$ref": "#/$defs/CustomProperties"
-          }
-        }
-      },
-      "domain": {
-        "type": "string",
-        "description": "Name of the logical data domain.",
-        "examples": ["imdb_ds_aggregate", "receiver_profile_out", "transaction_profile_out"]
-      },
-      "schema": {
-        "type": "array",
-        "description": "A list of elements within the schema to be cataloged.",
-        "items": {
-          "$ref": "#/$defs/SchemaObject"
+  "$schema": "https://json-schema.org/draft/2019-09/schema",
+  "title": "Open Data Contract Standard (ODCS)",
+  "description": "An open data contract specification to establish agreement between data producers and consumers.",
+  "type": "object",
+  "properties": {
+    "version": {
+      "type": "string",
+      "description": "Current version of the data contract."
+    },
+    "kind": {
+      "type": "string",
+      "default": "DataContract",
+      "description": "The kind of file this is. Valid value is `DataContract`.",
+      "enum": ["DataContract"]
+    },
+    "apiVersion": {
+      "type": "string",
+      "default": "v3.1.0",
+      "description": "Version of the standard used to build data contract. Default value is v3.1.0.",
+      "enum": ["v3.1.0", "v3.0.2", "v3.0.1", "v3.0.0", "v2.2.2", "v2.2.1", "v2.2.0"]
+    },
+    "id": {
+      "type": "string",
+      "description": "A unique identifier used to reduce the risk of dataset name collisions, such as a UUID."
+    },
+    "name": {
+      "type": "string",
+      "description": "Name of the data contract."
+    },
+    "tenant": {
+      "type": "string",
+      "description": "Indicates the property the data is primarily associated with. Value is case insensitive."
+    },
+    "tags": {
+      "$ref": "#/$defs/Tags"
+    },
+    "status": {
+      "type": "string",
+      "description": "Current status of the dataset.",
+      "examples": [
+        "proposed", "draft", "active", "deprecated", "retired"
+      ]
+    },
+    "servers": {
+      "type": "array",
+      "description": "List of servers where the datasets reside.",
+      "items": {
+        "$ref": "#/$defs/Server"
+      }
+    },
+    "dataProduct": {
+      "type": "string",
+      "description": "The name of the data product."
+    },
+    "description": {
+      "type": "object",
+      "description": "High level description of the dataset.",
+      "properties": {
+        "usage": {
+          "type": "string",
+          "description": "Intended usage of the dataset."
+        },
+        "purpose": {
+          "type": "string",
+          "description": "Purpose of the dataset."
+        },
+        "limitations": {
+          "type": "string",
+          "description": "Limitations of the dataset."
+        },
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
         }
-      },
-      "support": {
-        "$ref": "#/$defs/Support"
-      },
-      "price": {
-        "$ref": "#/$defs/Pricing"
-      },
-      "team": {
-        "oneOf": [
-          {
-            "$ref": "#/$defs/Team",
-            "description": "Team information object with members array (v3.1.0+)."
-          },
-          {
-            "type": "array",
-            "description": "DEPRECATED: Array of team members. Use the Team object structure instead. This array format is maintained for backward compatibility with v3.0.2 and earlier versions and will be removed in ODCS 4.0.",
-            "deprecated": true,
-            "items": {
-              "$ref": "#/$defs/TeamMember"
-            }
+      }
+    },
+    "domain": {
+      "type": "string",
+      "description": "Name of the logical data domain.",
+      "examples": ["imdb_ds_aggregate", "receiver_profile_out", "transaction_profile_out"]
+    },
+    "schema": {
+      "type": "array",
+      "description": "A list of elements within the schema to be cataloged.",
+      "items": {
+        "$ref": "#/$defs/SchemaObject"
+      }
+    },
+    "support": {
+      "$ref": "#/$defs/Support"
+    },
+    "price": {
+      "$ref": "#/$defs/Pricing"
+    },
+    "team": {
+      "oneOf": [
+        {
+          "$ref": "#/$defs/Team",
+          "description": "Team information object with members array (v3.1.0+)."
+        },
+        {
+          "type": "array",
+          "description": "DEPRECATED: Array of team members. Use the Team object structure instead. This array format is maintained for backward compatibility with v3.0.2 and earlier versions and will be removed in ODCS 4.0.",
+          "deprecated": true,
+          "items": {
+            "$ref": "#/$defs/TeamMember"
           }
-        ]
-      },
-      "roles": {
-        "type": "array",
-        "description": "A list of roles that will provide user access to the dataset.",
-        "items": {
-          "$ref": "#/$defs/Role"
-        }
-      },
-      "slaDefaultElement": {
-        "type": "string",
-        "description": "DEPRECATED SINCE 3.1. WILL BE REMOVED IN ODCS 4.0. Element (using the element path notation) to do the checks on.",
-        "deprecated": true
-      },
-      "slaProperties": {
-        "type": "array",
-        "description": "A list of key/value pairs for SLA specific properties. There is no limit on the type of properties (more details to come).",
-        "items": {
-          "$ref": "#/$defs/ServiceLevelAgreementProperty"
         }
-      },
-      "authoritativeDefinitions": {
-        "$ref": "#/$defs/AuthoritativeDefinitions"
-      },
-      "customProperties": {
-        "$ref": "#/$defs/CustomProperties"
-      },
-      "contractCreatedTs": {
-        "type": "string",
-        "format": "date-time",
-        "description": "Timestamp in UTC of when the data contract was created."
+      ]
+    },
+    "roles": {
+      "type": "array",
+      "description": "A list of roles that will provide user access to the dataset.",
+      "items": {
+        "$ref": "#/$defs/Role"
       }
     },
-    "required": ["version", "apiVersion", "kind", "id", "status"],
-    "additionalProperties": false,
-    "unevaluatedProperties": false,
-    "$defs": {
-      "ShorthandReference": {
-        "type": "string",
-        "description": "Shorthand notation using name fields (table_name.column_name)",
-        "pattern": "^[A-Za-z_][A-Za-z0-9_]*\\.[A-Za-z_][A-Za-z0-9_]*$"
-      },
-      "FullyQualifiedReference": {
-        "type": "string",
-        "description": "Fully qualified notation using id fields (section/id/properties/id), optionally prefixed with external file reference",
-        "pattern": "^(?:(?:https?:\\/\\/)?[A-Za-z0-9._\\-\\/]+\\.yaml#)?\\/?[A-Za-z_][A-Za-z0-9_]*\\/[A-Za-z0-9_-]+(?:\\/[A-Za-z_][A-Za-z0-9_]*\\/[A-Za-z0-9_-]+)*$"
-      },
-      "StableId": {
-        "type": "string",
-        "description": "Stable technical identifier for references. Must be unique within its containing array. Cannot contain special characters ('-', '_' allowed).",
-        "pattern": "^[A-Za-z0-9_-]+$"
+    "slaDefaultElement": {
+      "type": "string",
+      "description": "DEPRECATED SINCE 3.1. WILL BE REMOVED IN ODCS 4.0. Element (using the element path notation) to do the checks on.",
+      "deprecated": true
+    },
+    "slaProperties": {
+      "type": "array",
+      "description": "A list of key/value pairs for SLA specific properties. There is no limit on the type of properties (more details to come).",
+      "items": {
+        "$ref": "#/$defs/ServiceLevelAgreementProperty"
+      }
+    },
+    "authoritativeDefinitions": {
+      "$ref": "#/$defs/AuthoritativeDefinitions"
+    },
+    "customProperties": {
+      "$ref": "#/$defs/CustomProperties"
+    },
+    "contractCreatedTs": {
+      "type": "string",
+      "format": "date-time",
+      "description": "Timestamp in UTC of when the data contract was created."
+    }
+  },
+  "required": ["version", "apiVersion", "kind", "id", "status"],
+  "additionalProperties": false,
+  "unevaluatedProperties": false,
+  "$defs": {
+    "ShorthandReference": {
+      "type": "string",
+      "description": "Shorthand notation using name fields (table_name.column_name)",
+      "pattern": "^[A-Za-z_][A-Za-z0-9_]*\\.[A-Za-z_][A-Za-z0-9_]*$"
+    },
+    "FullyQualifiedReference": {
+      "type": "string",
+      "description": "Fully qualified notation using id fields (section/id/properties/id), optionally prefixed with external file reference",
+      "pattern": "^(?:(?:https?:\\/\\/)?[A-Za-z0-9._\\-\\/]+\\.yaml#)?\\/?[A-Za-z_][A-Za-z0-9_]*\\/[A-Za-z0-9_-]+(?:\\/[A-Za-z_][A-Za-z0-9_]*\\/[A-Za-z0-9_-]+)*$"
+    },
+    "StableId": {
+      "type": "string",
+      "description": "Stable technical identifier for references. Must be unique within its containing array. Cannot contain special characters ('-', '_' allowed).",
+      "pattern": "^[A-Za-z0-9_-]+$"
+    },
+    "Server": {
+      "type": "object",
+      "description": "Data source details of where data is physically stored.",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "server": {
+          "type": "string",
+          "description": "Identifier of the server."
+        },
+        "type": {
+          "type": "string",
+          "description": "Type of the server.",
+          "enum": [
+            "api", "athena", "azure", "bigquery", "clickhouse", "databricks", "denodo", "dremio",
+            "duckdb", "glue", "cloudsql", "db2", "hive", "impala", "informix", "kafka", "kinesis", "local",
+            "mysql", "oracle", "postgresql", "postgres", "presto", "pubsub",
+            "redshift", "s3", "sftp", "snowflake", "sqlserver", "synapse", "trino", "vertica", "zen", "custom"
+          ]
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the server."
+        },
+        "environment": {
+          "type": "string",
+          "description": "Environment of the server.",
+          "examples": ["prod", "preprod", "dev", "uat"]
+        },
+        "roles": {
+          "type": "array",
+          "description": "List of roles that have access to the server.",
+          "items": {
+            "$ref": "#/$defs/Role"
+          }
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
       },
-      "Server": {
-        "type": "object",
-        "description": "Data source details of where data is physically stored.",
-        "properties": {
-          "id": {
-            "$ref": "#/$defs/StableId"
-          },
-          "server": {
-            "type": "string",
-            "description": "Identifier of the server."
-          },
-          "type": {
-            "type": "string",
-            "description": "Type of the server.",
-            "enum": [
-              "api", "athena", "azure", "bigquery", "clickhouse", "databricks", "denodo", "dremio",
-              "duckdb", "glue", "cloudsql", "db2", "hive", "informix", "kafka", "kinesis", "local",
-              "mysql", "oracle", "postgresql", "postgres", "presto", "pubsub",
-              "redshift", "s3", "sftp", "snowflake", "sqlserver", "synapse", "trino", "vertica", "custom"
-            ]
-          },
-          "description": {
-            "type": "string",
-            "description": "Description of the server."
-          },
-          "environment": {
-            "type": "string",
-            "description": "Environment of the server.",
-            "examples": ["prod", "preprod", "dev", "uat"]
+      "allOf": [
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "api"
+              }
+            },
+            "required": ["type"]
           },
-          "roles": {
-            "type": "array",
-            "description": "List of roles that have access to the server.",
-            "items": {
-              "$ref": "#/$defs/Role"
-            }
+          "then": {
+            "$ref": "#/$defs/ServerSource/ApiServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "athena"
+              }
+            },
+            "required": ["type"]
           },
-          "customProperties": {
-            "$ref": "#/$defs/CustomProperties"
+          "then": {
+            "$ref": "#/$defs/ServerSource/AthenaServer"
           }
         },
-        "allOf": [
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "api"
-                }
-              },
-              "required": ["type"]
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "azure"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/ApiServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "athena"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/AzureServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "bigquery"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/AthenaServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "azure"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/BigQueryServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "clickhouse"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/AzureServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "bigquery"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/ClickHouseServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "databricks"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/BigQueryServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "clickhouse"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/DatabricksServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "denodo"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/ClickHouseServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "databricks"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/DenodoServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "dremio"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/DatabricksServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "denodo"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/DremioServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "duckdb"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/DenodoServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "dremio"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/DuckdbServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "glue"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/DremioServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "duckdb"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/GlueServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "cloudsql"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/DuckdbServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "glue"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/GoogleCloudSqlServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "db2"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/GlueServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "cloudsql"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/IBMDB2Server"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "hive"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/GoogleCloudSqlServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "db2"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/HiveServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "impala"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/IBMDB2Server"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "hive"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/ImpalaServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "informix"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/HiveServer"
-            }
+            "required": ["type"]
           },
-
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "informix"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/InformixServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "zen"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/InformixServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "custom"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/ZenServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "custom"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/CustomServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "kafka"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/CustomServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "kafka"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/KafkaServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "kinesis"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/KafkaServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "kinesis"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/KinesisServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "local"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/KinesisServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "local"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/LocalServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "mysql"
-                }
-              },
-              "required": ["type"]
+          "then": {
+            "$ref": "#/$defs/ServerSource/LocalServer"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "mysql"
+              }
             },
-            "then": {
-              "$ref": "#/$defs/ServerSource/MySqlServer"
-            }
+            "required": ["type"]
           },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "oracle"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/OracleServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "postgresql"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/PostgresServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "postgres"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/PostgresServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "presto"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/PrestoServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "pubsub"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/PubSubServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "redshift"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/RedshiftServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "s3"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/S3Server"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "sftp"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/SftpServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "snowflake"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/SnowflakeServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "sqlserver"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/SqlserverServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "synapse"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/SynapseServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "trino"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/TrinoServer"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "vertica"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/ServerSource/VerticaServer"
-            }
+          "then": {
+            "$ref": "#/$defs/ServerSource/MySqlServer"
           }
-        ],
-        "required": ["server", "type"],
-        "unevaluatedProperties": false
-      },
-      "ServerSource": {
-        "ApiServer": {
-          "type": "object",
-          "title": "AthenaServer",
-          "properties": {
-            "location": {
-              "type": "string",
-              "format": "uri",
-              "description": "The url to the API.",
-              "examples": [
-                "https://api.example.com/v1"
-              ]
-            }
-          },
-          "required": [
-            "location"
-          ]
         },
-        "AthenaServer": {
-          "type": "object",
-          "title": "AthenaServer",
-          "properties": {
-            "stagingDir": {
-              "type": "string",
-              "format": "uri",
-              "description": "Amazon Athena automatically stores query results and metadata information for each query that runs in a query result location that you can specify in Amazon S3.",
-              "examples": [
-                "s3://my_storage_account_name/my_container/path"
-              ]
-            },
-            "schema": {
-              "type": "string",
-              "description": "Identify the schema in the data source in which your tables exist."
-            },
-            "catalog": {
-              "type": "string",
-              "description": "Identify the name of the Data Source, also referred to as a Catalog.",
-              "default": "awsdatacatalog"
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "oracle"
+              }
             },
-            "regionName": {
-              "type": "string",
-              "description": "The region your AWS account uses.",
-              "examples": ["eu-west-1"]
-            }
+            "required": ["type"]
           },
-          "required": [
-            "stagingDir",
-            "schema"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/OracleServer"
+          }
         },
-        "AzureServer": {
-          "type": "object",
-          "title": "AzureServer",
-          "properties": {
-            "location": {
-              "type": "string",
-              "format": "uri",
-              "description": "Fully qualified path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs.",
-              "examples": [
-                "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet",
-                "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet"
-              ]
-            },
-            "format": {
-              "type": "string",
-              "examples": [
-                "parquet",
-                "delta",
-                "json",
-                "csv"
-              ],
-              "description": "File format."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "postgresql"
+              }
             },
-            "delimiter": {
-              "type": "string",
-              "examples": [
-                "new_line",
-                "array"
-              ],
-              "description": "Only for format = json. How multiple json documents are delimited within one file"
-            }
+            "required": ["type"]
           },
-          "required": [
-            "location",
-            "format"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/PostgresServer"
+          }
         },
-        "BigQueryServer": {
-          "type": "object",
-          "title": "BigQueryServer",
-          "properties": {
-            "project": {
-              "type": "string",
-              "description": "The GCP project name."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "postgres"
+              }
             },
-            "dataset": {
-              "type": "string",
-              "description": "The GCP dataset name."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "project",
-            "dataset"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/PostgresServer"
+          }
         },
-        "ClickHouseServer": {
-          "type": "object",
-          "title": "ClickHouseServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the ClickHouse server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port to the ClickHouse server."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "presto"
+              }
             },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "host",
-            "port",
-            "database"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/PrestoServer"
+          }
         },
-        "DatabricksServer": {
-          "type": "object",
-          "title": "DatabricksServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The Databricks host",
-              "examples": [
-                "dbc-abcdefgh-1234.cloud.databricks.com"
-              ]
-            },
-            "catalog": {
-              "type": "string",
-              "description": "The name of the Hive or Unity catalog"
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "pubsub"
+              }
             },
-            "schema": {
-              "type": "string",
-              "description": "The schema name in the catalog"
-            }
+            "required": ["type"]
           },
-          "required": [
-            "catalog",
-            "schema"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/PubSubServer"
+          }
         },
-        "DenodoServer": {
-          "type": "object",
-          "title": "DenodoServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the Denodo server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port of the Denodo server."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "redshift"
+              }
             },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "host",
-            "port"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/RedshiftServer"
+          }
         },
-        "DremioServer": {
-          "type": "object",
-          "title": "DremioServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the Dremio server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port of the Dremio server."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "s3"
+              }
             },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "host",
-            "port"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/S3Server"
+          }
         },
-        "DuckdbServer": {
-          "type": "object",
-          "title": "DuckdbServer",
-          "properties": {
-            "database": {
-              "type": "string",
-              "description": "Path to duckdb database file."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "sftp"
+              }
             },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "database"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/SftpServer"
+          }
         },
-        "GlueServer": {
-          "type": "object",
-          "title": "GlueServer",
-          "properties": {
-            "account": {
-              "type": "string",
-              "description": "The AWS Glue account",
-              "examples": [
-                "1234-5678-9012"
-              ]
-            },
-            "database": {
-              "type": "string",
-              "description": "The AWS Glue database name",
-              "examples": [
-                "my_database"
-              ]
-            },
-            "location": {
-              "type": "string",
-              "format": "uri",
-              "description": "The AWS S3 path. Must be in the form of a URL.",
-              "examples": [
-                "s3://datacontract-example-orders-latest/data/{model}"
-              ]
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "snowflake"
+              }
             },
-            "format": {
-              "type": "string",
-              "description": "The format of the files",
-              "examples": [
-                "parquet",
-                "csv",
-                "json",
-                "delta"
-              ]
-            }
+            "required": ["type"]
           },
-          "required": [
-            "account",
-            "database"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/SnowflakeServer"
+          }
         },
-        "GoogleCloudSqlServer": {
-          "type": "object",
-          "title": "GoogleCloudSqlServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the Google Cloud Sql server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port of the Google Cloud Sql server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "sqlserver"
+              }
             },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "host",
-            "port",
-            "database",
-            "schema"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/SqlserverServer"
+          }
         },
-        "IBMDB2Server": {
-          "type": "object",
-          "title": "IBMDB2Server",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the IBM DB2 server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port of the IBM DB2 server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "synapse"
+              }
             },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "host",
-            "port",
-            "database"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/SynapseServer"
+          }
         },
-        "HiveServer": {
-          "type": "object",
-          "title": "HiveServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host to the Hive server. "
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port to the Hive server. Defaults to 10000."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "trino"
+              }
             },
-            "database": {
-              "type": "string",
-              "description": "The name of the Hive database."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "host",
-            "database"
-          ]
+          "then": {
+            "$ref": "#/$defs/ServerSource/TrinoServer"
+          }
         },
-        "InformixServer": {
-          "type": "object",
-          "title": "InformixServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host to the Informix server. "
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port to the Informix server. Defaults to 9088."
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "vertica"
+              }
             },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            }
+            "required": ["type"]
           },
-          "required": [
-            "host",
-            "database"
-          ]
-        },
-        "CustomServer": {
-          "type": "object",
-          "title": "CustomServer",
-          "properties": {
-            "account": {
-              "type": "string",
-              "description": "Account used by the server."
-            },
-            "catalog": {
-              "type": "string",
-              "description": "Name of the catalog."
-            },
-            "database": {
-              "type": "string",
-              "description": "Name of the database."
-            },
-            "dataset": {
-              "type": "string",
-              "description": "Name of the dataset."
-            },
-            "delimiter": {
-              "type": "string",
-              "description": "Delimiter."
-            },
-            "endpointUrl": {
-              "type": "string",
-              "description": "Server endpoint.",
-              "format": "uri"
-            },
-            "format": {
-              "type": "string",
-              "description": "File format."
-            },
-            "host": {
-              "type": "string",
-              "description": "Host name or IP address."
-            },
-            "location": {
-              "type": "string",
-              "description": "A URL to a location.",
-              "format": "uri"
-            },
-            "path": {
-              "type": "string",
-              "description": "Relative or absolute path to the data file(s)."
-            },
-            "port": {
-              "type": "integer",
-              "description": "Port to the server. No default value is assumed for custom servers."
-            },
-            "project": {
-              "type": "string",
-              "description": "Project name."
-            },
-            "region": {
-              "type": "string",
-              "description": "Cloud region."
-            },
-            "regionName": {
-              "type": "string",
-              "description": "Region name."
-            },
-            "schema": {
-              "type": "string",
-              "description": "Name of the schema."
-            },
-            "serviceName": {
-              "type": "string",
-              "description": "Name of the service."
-            },
-            "stagingDir": {
-              "type": "string",
-              "description": "Staging directory."
-            },
-            "warehouse": {
-              "type": "string",
-              "description": "Name of the cluster or warehouse."
-            }
+          "then": {
+            "$ref": "#/$defs/ServerSource/VerticaServer"
+          }
+        }
+      ],
+      "required": ["server", "type"],
+      "unevaluatedProperties": false
+    },
+    "ServerSource": {
+      "ApiServer": {
+        "type": "object",
+        "title": "AthenaServer",
+        "properties": {
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "description": "The url to the API.",
+            "examples": [
+              "https://api.example.com/v1"
+            ]
           }
         },
-        "KafkaServer": {
-          "type": "object",
-          "title": "KafkaServer",
-          "description": "Kafka Server",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The bootstrap server of the kafka cluster."
-            },
-            "format": {
-              "type": "string",
-              "description": "The format of the messages.",
-              "examples": ["json", "avro", "protobuf", "xml"],
-              "default": "json"
-            }
+        "required": [
+          "location"
+        ]
+      },
+      "AthenaServer": {
+        "type": "object",
+        "title": "AthenaServer",
+        "properties": {
+          "stagingDir": {
+            "type": "string",
+            "format": "uri",
+            "description": "Amazon Athena automatically stores query results and metadata information for each query that runs in a query result location that you can specify in Amazon S3.",
+            "examples": [
+              "s3://my_storage_account_name/my_container/path"
+            ]
           },
-          "required": [
-            "host"
-          ]
-        },
-        "KinesisServer": {
-          "type": "object",
-          "title": "KinesisDataStreamsServer",
-          "description": "Kinesis Data Streams Server",
-          "properties": {
-            "region": {
-              "type": "string",
-              "description": "AWS region.",
-              "examples": [
-                "eu-west-1"
-              ]
-            },
-            "format": {
-              "type": "string",
-              "description": "The format of the record",
-              "examples": [
-                "json",
-                "avro",
-                "protobuf"
-              ]
-            }
+          "schema": {
+            "type": "string",
+            "description": "Identify the schema in the data source in which your tables exist."
+          },
+          "catalog": {
+            "type": "string",
+            "description": "Identify the name of the Data Source, also referred to as a Catalog.",
+            "default": "awsdatacatalog"
+          },
+          "regionName": {
+            "type": "string",
+            "description": "The region your AWS account uses.",
+            "examples": ["eu-west-1"]
           }
         },
-        "LocalServer": {
-          "type": "object",
-          "title": "LocalServer",
-          "properties": {
-            "path": {
-              "type": "string",
-              "description": "The relative or absolute path to the data file(s).",
-              "examples": [
-                "./folder/data.parquet",
-                "./folder/*.parquet"
-              ]
-            },
-            "format": {
-              "type": "string",
-              "description": "The format of the file(s)",
-              "examples": [
-                "json",
-                "parquet",
-                "delta",
-                "csv"
-              ]
-            }
+        "required": [
+          "stagingDir",
+          "schema"
+        ]
+      },
+      "AzureServer": {
+        "type": "object",
+        "title": "AzureServer",
+        "properties": {
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "description": "Fully qualified path to Azure Blob Storage or Azure Data Lake Storage (ADLS), supports globs.",
+            "examples": [
+              "az://my_storage_account_name.blob.core.windows.net/my_container/path/*.parquet",
+              "abfss://my_storage_account_name.dfs.core.windows.net/my_container_name/path/*.parquet"
+            ]
           },
-          "required": [
-            "path",
-            "format"
-          ]
+          "format": {
+            "type": "string",
+            "examples": [
+              "parquet",
+              "delta",
+              "json",
+              "csv"
+            ],
+            "description": "File format."
+          },
+          "delimiter": {
+            "type": "string",
+            "examples": [
+              "new_line",
+              "array"
+            ],
+            "description": "Only for format = json. How multiple json documents are delimited within one file"
+          }
         },
-        "MySqlServer": {
-          "type": "object",
-          "title": "MySqlServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the MySql server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port of the MySql server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            }
-          },
-          "required": [
-            "host",
-            "port",
-            "database"
-          ]
-        },
-        "OracleServer": {
-          "type": "object",
-          "title": "OracleServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host to the oracle server",
-              "examples": [
-                "localhost"
-              ]
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port to the oracle server.",
-              "examples": [
-                1523
-              ]
-            },
-            "serviceName": {
-              "type": "string",
-              "description": "The name of the service.",
-              "examples": [
-                "service"
-              ]
-            }
-          },
-          "required": [
-            "host",
-            "port",
-            "serviceName"
-          ]
-        },
-        "PostgresServer": {
-          "type": "object",
-          "title": "PostgresServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host to the Postgres server"
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port to the Postgres server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema in the database."
-            }
+        "required": [
+          "location",
+          "format"
+        ]
+      },
+      "BigQueryServer": {
+        "type": "object",
+        "title": "BigQueryServer",
+        "properties": {
+          "project": {
+            "type": "string",
+            "description": "The GCP project name."
           },
-          "required": [
-            "host",
-            "port",
-            "database",
-            "schema"
-          ]
+          "dataset": {
+            "type": "string",
+            "description": "The GCP dataset name."
+          }
         },
-        "PrestoServer": {
-          "type": "object",
-          "title": "PrestoServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host to the Presto server",
-              "examples": [
-                "localhost:8080"
-              ]
-            },
-            "catalog": {
-              "type": "string",
-              "description": "The name of the catalog.",
-              "examples": [
-                "postgres"
-              ]
-            },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema.",
-              "examples": [
-                "public"
-              ]
-            }
+        "required": [
+          "project",
+          "dataset"
+        ]
+      },
+      "ClickHouseServer": {
+        "type": "object",
+        "title": "ClickHouseServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the ClickHouse server."
           },
-          "required": [
-            "host"
-          ]
-        },
-        "PubSubServer": {
-          "type": "object",
-          "title": "PubSubServer",
-          "properties": {
-            "project": {
-              "type": "string",
-              "description": "The GCP project name."
-            }
+          "port": {
+            "type": "integer",
+            "description": "The port to the ClickHouse server."
           },
-          "required": [
-            "project"
-          ]
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          }
         },
-        "RedshiftServer": {
-          "type": "object",
-          "title": "RedshiftServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "An optional string describing the server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema."
-            },
-            "region": {
-              "type": "string",
-              "description": "AWS region of Redshift server.",
-              "examples": ["us-east-1"]
-            },
-            "account": {
-              "type": "string",
-              "description": "The account used by the server."
-            }
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
+      },
+      "DatabricksServer": {
+        "type": "object",
+        "title": "DatabricksServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The Databricks host",
+            "examples": [
+              "dbc-abcdefgh-1234.cloud.databricks.com"
+            ]
           },
-          "required": [
-            "database",
-            "schema"
-          ]
-        },
-        "S3Server": {
-          "type": "object",
-          "title": "S3Server",
-          "properties": {
-            "location": {
-              "type": "string",
-              "format": "uri",
-              "description": "S3 URL, starting with `s3://`",
-              "examples": [
-                "s3://datacontract-example-orders-latest/data/{model}/*.json"
-              ]
-            },
-            "endpointUrl": {
-              "type": "string",
-              "format": "uri",
-              "description": "The server endpoint for S3-compatible servers.",
-              "examples": ["https://minio.example.com"]
-            },
-            "format": {
-              "type": "string",
-              "examples": [
-                "parquet",
-                "delta",
-                "json",
-                "csv"
-              ],
-              "description": "File format."
-            },
-            "delimiter": {
-              "type": "string",
-              "examples": [
-                "new_line",
-                "array"
-              ],
-              "description": "Only for format = json. How multiple json documents are delimited within one file"
-            }
+          "catalog": {
+            "type": "string",
+            "description": "The name of the Hive or Unity catalog"
           },
-          "required": [
-            "location"
-          ]
+          "schema": {
+            "type": "string",
+            "description": "The schema name in the catalog"
+          }
         },
-        "SftpServer": {
-          "type": "object",
-          "title": "SftpServer",
-          "properties": {
-            "location": {
-              "type": "string",
-              "format": "uri",
-              "pattern": "^sftp://.*",
-              "description": "SFTP URL, starting with `sftp://`",
-              "examples": [
-                "sftp://123.123.12.123/{model}/*.json"
-              ]
-            },
-            "format": {
-              "type": "string",
-              "examples": [
-                "parquet",
-                "delta",
-                "json",
-                "csv"
-              ],
-              "description": "File format."
-            },
-            "delimiter": {
-              "type": "string",
-              "examples": [
-                "new_line",
-                "array"
-              ],
-              "description": "Only for format = json. How multiple json documents are delimited within one file"
-            }
+        "required": [
+          "catalog",
+          "schema"
+        ]
+      },
+      "DenodoServer": {
+        "type": "object",
+        "title": "DenodoServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the Denodo server."
           },
-          "required": [
-            "location"
-          ]
-        },
-        "SnowflakeServer": {
-          "type": "object",
-          "title": "SnowflakeServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host to the Snowflake server"
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port to the Snowflake server."
-            },
-            "account": {
-              "type": "string",
-              "description": "The Snowflake account used by the server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema."
-            },
-            "warehouse": {
-              "type": "string",
-              "description": "The name of the cluster of resources that is a Snowflake virtual warehouse."
-            }
+          "port": {
+            "type": "integer",
+            "description": "The port of the Denodo server."
           },
-          "required": [
-            "account",
-            "database",
-            "schema"
-          ]
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
+          }
         },
-        "SqlserverServer": {
-          "type": "object",
-          "title": "SqlserverServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host to the database server",
-              "examples": [
-                "localhost"
-              ]
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port to the database server.",
-              "default": 1433,
-              "examples": [
-                1433
-              ]
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database.",
-              "examples": [
-                "database"
-              ]
-            },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema in the database.",
-              "examples": [
-                "dbo"
-              ]
-            }
+        "required": [
+          "host",
+          "port"
+        ]
+      },
+      "DremioServer": {
+        "type": "object",
+        "title": "DremioServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host of the Dremio server."
           },
-          "required": [
-            "host",
-            "database",
-            "schema"
-          ]
-        },
-        "SynapseServer": {
-          "type": "object",
-          "title": "SynapseServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the Synapse server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port of the Synapse server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            }
+          "port": {
+            "type": "integer",
+            "description": "The port of the Dremio server."
           },
-          "required": [
-            "host",
-            "port",
-            "database"
-          ]
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          }
         },
-        "TrinoServer": {
-          "type": "object",
-          "title": "TrinoServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The Trino host URL.",
-              "examples": [
-                "localhost"
-              ]
-            },
-            "port": {
-              "type": "integer",
-              "description": "The Trino port."
-            },
-            "catalog": {
-              "type": "string",
-              "description": "The name of the catalog.",
-              "examples": [
-                "hive"
-              ]
-            },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema in the database.",
-              "examples": [
-                "my_schema"
-              ]
-            }
+        "required": [
+          "host",
+          "port"
+        ]
+      },
+      "DuckdbServer": {
+        "type": "object",
+        "title": "DuckdbServer",
+        "properties": {
+          "database": {
+            "type": "string",
+            "description": "Path to duckdb database file."
           },
-          "required": [
-            "host",
-            "port",
-            "catalog",
-            "schema"
-          ]
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          }
         },
-        "VerticaServer": {
-          "type": "object",
-          "title": "VerticaServer",
-          "properties": {
-            "host": {
-              "type": "string",
-              "description": "The host of the Vertica server."
-            },
-            "port": {
-              "type": "integer",
-              "description": "The port of the Vertica server."
-            },
-            "database": {
-              "type": "string",
-              "description": "The name of the database."
-            },
-            "schema": {
-              "type": "string",
-              "description": "The name of the schema."
-            }
-          },
-          "required": [
-            "host",
-            "port",
-            "database",
-            "schema"
-          ]
-        }
+        "required": [
+          "database"
+        ]
       },
-      "SchemaElement": {
+      "GlueServer": {
         "type": "object",
+        "title": "GlueServer",
         "properties": {
-          "id": {
-            "$ref": "#/$defs/StableId"
-          },
-          "name": {
+          "account": {
             "type": "string",
-            "description": "Name of the element."
+            "description": "The AWS Glue account",
+            "examples": [
+              "1234-5678-9012"
+            ]
           },
-          "physicalType": {
+          "database": {
             "type": "string",
-            "description": "The physical element data type in the data source.",
-            "examples": ["table", "view", "topic", "file"]
+            "description": "The AWS Glue database name",
+            "examples": [
+              "my_database"
+            ]
           },
-          "description": {
+          "location": {
             "type": "string",
-            "description": "Description of the element."
+            "format": "uri",
+            "description": "The AWS S3 path. Must be in the form of a URL.",
+            "examples": [
+              "s3://datacontract-example-orders-latest/data/{model}"
+            ]
           },
-          "businessName": {
+          "format": {
+            "type": "string",
+            "description": "The format of the files",
+            "examples": [
+              "parquet",
+              "csv",
+              "json",
+              "delta"
+            ]
+          }
+        },
+        "required": [
+          "account",
+          "database"
+        ]
+      },
+      "GoogleCloudSqlServer": {
+        "type": "object",
+        "title": "GoogleCloudSqlServer",
+        "properties": {
+          "host": {
             "type": "string",
-            "description": "The business name of the element."
+            "description": "The host of the Google Cloud Sql server."
           },
-          "authoritativeDefinitions": {
-            "$ref": "#/$defs/AuthoritativeDefinitions"
+          "port": {
+            "type": "integer",
+            "description": "The port of the Google Cloud Sql server."
           },
-          "tags": {
-            "$ref": "#/$defs/Tags"
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
           },
-          "customProperties": {
-            "$ref": "#/$defs/CustomProperties"
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
           }
-        }
+        },
+        "required": [
+          "host",
+          "port",
+          "database",
+          "schema"
+        ]
       },
-      "SchemaObject": {
+      "IBMDB2Server": {
         "type": "object",
+        "title": "IBMDB2Server",
         "properties": {
-          "logicalType": {
+          "host": {
             "type": "string",
-            "description": "The logical element data type.",
-            "enum": ["object"]
+            "description": "The host of the IBM DB2 server."
           },
-          "physicalName": {
+          "port": {
+            "type": "integer",
+            "description": "The port of the IBM DB2 server."
+          },
+          "database": {
             "type": "string",
-            "description": "Physical name.",
-            "examples": ["table_1_2_0"]
+            "description": "The name of the database."
           },
-          "dataGranularityDescription": {
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
+      },
+      "HiveServer": {
+        "type": "object",
+        "title": "HiveServer",
+        "properties": {
+          "host": {
             "type": "string",
-            "description": "Granular level of the data in the object.",
-            "examples": ["Aggregation by country"]
+            "description": "The host to the Hive server. "
           },
-          "properties": {
-            "type": "array",
-            "description": "A list of properties for the object.",
-            "items": {
-              "$ref": "#/$defs/SchemaProperty"
-            }
+          "port": {
+            "type": "integer",
+            "description": "The port to the Hive server. Defaults to 10000."
           },
-          "relationships": {
-            "type": "array",
-            "description": "A list of relationships to other properties. Each relationship must have 'from', 'to' and optionally 'type' field.",
-            "items": {
-              "$ref": "#/$defs/RelationshipSchemaLevel"
-            }
+          "database": {
+            "type": "string",
+            "description": "The name of the Hive database."
+          }
+        },
+        "required": [
+          "host",
+          "database"
+        ]
+      },
+      "ImpalaServer": {
+        "type": "object",
+        "title": "ImpalaServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the Impala server."
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the Impala server. Defaults to 21050."
           },
-          "quality": {
-            "$ref": "#/$defs/DataQualityChecks"
+          "database": {
+            "type": "string",
+            "description": "The name of the Impala database."
           }
         },
-        "allOf": [
-          {
-            "$ref": "#/$defs/SchemaElement"
+        "required": [
+          "host",
+          "database"
+        ]
+      },
+      "InformixServer": {
+        "type": "object",
+        "title": "InformixServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the Informix server. "
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the Informix server. Defaults to 9088."
+          },
+          "database": {
+            "type": "string",
+            "description": "The name of the database."
           }
-        ],
-        "required": ["name"],
-        "unevaluatedProperties": false
+        },
+        "required": [
+          "host",
+          "database"
+        ]
       },
-      "SchemaBaseProperty": {
+      "ZenServer": {
         "type": "object",
+        "title": "ZenServer",
         "properties": {
-          "primaryKey": {
-            "type": "boolean",
-            "description": "Boolean value specifying whether the element is primary or not. Default is false."
+          "host": {
+            "type": "string",
+            "description": "Hostname or IP address of the Zen server."
           },
-          "primaryKeyPosition": {
+          "port": {
             "type": "integer",
-            "default": -1,
-            "description": "If element is a primary key, the position of the primary key element. Starts from 1. Example of `account_id, name` being primary key columns, `account_id` has primaryKeyPosition 1 and `name` primaryKeyPosition 2. Default to -1."
+            "description": "Zen server SQL connections port. Defaults to 1583."
+          },
+          "database": {
+            "type": "string",
+            "description": "Database name to connect to on the Zen server."
+          }
+        },
+        "required": ["host", "database"]
+      },
+      "CustomServer": {
+        "type": "object",
+        "title": "CustomServer",
+        "properties": {
+          "account": {
+            "type": "string",
+            "description": "Account used by the server."
+          },
+          "catalog": {
+            "type": "string",
+            "description": "Name of the catalog."
+          },
+          "database": {
+            "type": "string",
+            "description": "Name of the database."
           },
-          "logicalType": {
+          "dataset": {
             "type": "string",
-            "description": "The logical element data type.",
-            "enum": ["string", "date", "timestamp", "time", "number", "integer", "object", "array", "boolean"]
+            "description": "Name of the dataset."
           },
-          "logicalTypeOptions": {
-            "type": "object",
-            "description": "Additional optional metadata to describe the logical type."
+          "delimiter": {
+            "type": "string",
+            "description": "Delimiter."
           },
-          "physicalType": {
+          "endpointUrl": {
             "type": "string",
-            "description": "The physical element data type in the data source. For example, VARCHAR(2), DOUBLE, INT."
+            "description": "Server endpoint.",
+            "format": "uri"
           },
-          "physicalName": {
+          "format": {
             "type": "string",
-            "description": "Physical name.",
-            "examples": ["col_str_a"]
+            "description": "File format."
           },
-          "required": {
-            "type": "boolean",
-            "default": false,
-            "description": "Indicates if the element may contain Null values; possible values are true and false. Default is false."
+          "host": {
+            "type": "string",
+            "description": "Host name or IP address."
           },
-          "unique": {
-            "type": "boolean",
-            "default": false,
-            "description": "Indicates if the element contains unique values; possible values are true and false. Default is false."
+          "location": {
+            "type": "string",
+            "description": "A URL to a location.",
+            "format": "uri"
           },
-          "partitioned": {
-            "type": "boolean",
-            "default": false,
-            "description": "Indicates if the element is partitioned; possible values are true and false."
+          "path": {
+            "type": "string",
+            "description": "Relative or absolute path to the data file(s)."
           },
-          "partitionKeyPosition": {
+          "port": {
             "type": "integer",
-            "default": -1,
-            "description": "If element is used for partitioning, the position of the partition element. Starts from 1. Example of `country, year` being partition columns, `country` has partitionKeyPosition 1 and `year` partitionKeyPosition 2. Default to -1."
+            "description": "Port to the server. No default value is assumed for custom servers."
           },
-          "classification": {
+          "project": {
             "type": "string",
-            "description": "Can be anything, like confidential, restricted, and public to more advanced categorization. Some companies like PayPal, use data classification indicating the class of data in the element; expected values are 1, 2, 3, 4, or 5.",
-            "examples": ["confidential", "restricted", "public"]
+            "description": "Project name."
           },
-          "encryptedName": {
+          "region": {
             "type": "string",
-            "description": "The element name within the dataset that contains the encrypted element value. For example, unencrypted element `email_address` might have an encryptedName of `email_address_encrypt`."
+            "description": "Cloud region."
           },
-          "transformSourceObjects": {
-            "type": "array",
-            "description": "List of objects in the data source used in the transformation.",
-            "items": {
-              "type": "string"
-            }
+          "regionName": {
+            "type": "string",
+            "description": "Region name."
           },
-          "transformLogic": {
+          "schema": {
             "type": "string",
-            "description": "Logic used in the element transformation."
+            "description": "Name of the schema."
           },
-          "transformDescription": {
+          "serviceName": {
             "type": "string",
-            "description": "Describes the transform logic in very simple terms."
+            "description": "Name of the service."
           },
-          "examples": {
-            "type": "array",
-            "description": "List of sample element values.",
-            "items": {
-              "$ref": "#/$defs/AnyType"
-            }
+          "stagingDir": {
+            "type": "string",
+            "description": "Staging directory."
           },
-          "criticalDataElement": {
-            "type": "boolean",
-            "default": false,
-            "description": "True or false indicator; If element is considered a critical data element (CDE) then true else false."
+          "warehouse": {
+            "type": "string",
+            "description": "Name of the cluster or warehouse."
           },
-          "relationships": {
-            "type": "array",
-            "description": "A list of relationships to other properties. When defined at property level, the 'from' field is implicit and should not be specified.",
-            "items": {
-              "$ref": "#/$defs/RelationshipPropertyLevel"
-            }
+          "stream": {
+            "type": "string",
+            "description": "Name of the data stream."
+          }
+        }
+      },
+      "KafkaServer": {
+        "type": "object",
+        "title": "KafkaServer",
+        "description": "Kafka Server",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The bootstrap server of the kafka cluster."
           },
-          "quality": {
-            "$ref": "#/$defs/DataQualityChecks"
+          "format": {
+            "type": "string",
+            "description": "The format of the messages.",
+            "examples": ["json", "avro", "protobuf", "xml"],
+            "default": "json"
           }
         },
-        "allOf": [
-          {
-            "$ref": "#/$defs/SchemaElement"
-          },
-          {
-            "if": {
-              "properties": {
-                "logicalType": {
-                  "const": "string"
-                }
-              }
-            },
-            "then": {
-              "properties": {
-                "logicalTypeOptions": {
-                  "type": "object",
-                  "additionalProperties": false,
-                  "properties": {
-                    "minLength": {
-                      "type": "integer",
-                      "minimum": 0,
-                      "description": "Minimum length of the string."
-                    },
-                    "maxLength": {
-                      "type": "integer",
-                      "minimum": 0,
-                      "description": "Maximum length of the string."
-                    },
-                    "pattern": {
-                      "type": "string",
-                      "description": "Regular expression pattern to define valid value. Follows regular expression syntax from ECMA-262 (https://262.ecma-international.org/5.1/#sec-15.10.1)."
-                    },
-                    "format": {
-                      "type": "string",
-                      "examples": ["password", "byte", "binary", "email", "uuid", "uri", "hostname", "ipv4", "ipv6"],
-                      "description": "Provides extra context about what format the string follows."
-                    }
-                  }
-                }
-              }
-            }
+        "required": [
+          "host"
+        ]
+      },
+      "KinesisServer": {
+        "type": "object",
+        "title": "KinesisDataStreamsServer",
+        "description": "Kinesis Data Streams Server",
+        "properties": {
+          "region": {
+            "type": "string",
+            "description": "AWS region.",
+            "examples": [
+              "eu-west-1"
+            ]
           },
-          {
-            "if": {
-              "properties": {
-                "logicalType": {
-                  "const": "date"
-                }
-              }
-            },
-            "then": {
-              "properties": {
-                "logicalTypeOptions": {
-                  "type": "object",
-                  "additionalProperties": false,
-                  "properties": {
-                    "format": {
-                      "type": "string",
-                      "examples": ["yyyy-MM-dd", "yyyy-MM-dd HH:mm:ss", "HH:mm:ss"],
-                      "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'."
-                    },
-                    "exclusiveMaximum": {
-                      "type": "string",
-                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
-                    },
-                    "maximum": {
-                      "type": "string",
-                      "description": "All date values are less than or equal to this value (values <= maximum)."
-                    },
-                    "exclusiveMinimum": {
-                      "type": "string",
-                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
-                    },
-                    "minimum": {
-                      "type": "string",
-                      "description": "All date values are greater than or equal to this value (values >= minimum)."
-                    }
-                  }
-                }
-              }
-            }
-          },
-          {
-            "if": {
-              "anyOf": [
-                {
-                  "properties": {
-                    "logicalType": {
-                      "const": "timestamp"
-                    }
-                  }
-                },
-                {
-                  "properties": {
-                    "logicalType": {
-                      "const": "time"
-                    }
-                  }
-                }
-              ]
-            },
-            "then": {
-              "properties": {
-                "logicalTypeOptions": {
-                  "type": "object",
-                  "additionalProperties": false,
-                  "properties": {
-                    "format": {
-                      "type": "string",
-                      "examples": ["yyyy-MM-dd", "yyyy-MM-dd HH:mm:ss", "HH:mm:ss"],
-                      "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'."
-                    },
-                    "exclusiveMaximum": {
-                      "type": "string",
-                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
-                    },
-                    "maximum": {
-                      "type": "string",
-                      "description": "All date values are less than or equal to this value (values <= maximum)."
-                    },
-                    "exclusiveMinimum": {
-                      "type": "string",
-                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
-                    },
-                    "minimum": {
-                      "type": "string",
-                      "description": "All date values are greater than or equal to this value (values >= minimum)."
-                    },
-                    "timezone": {
-                      "type": "boolean",
-                      "description": "Whether the timestamp defines the timezone or not. If true, timezone information is included in the timestamp."
-                    },
-                    "defaultTimezone": {
-                      "type": "string",
-                      "description": "The default timezone of the timestamp. If timezone is not defined, the default timezone UTC is used.",
-                      "default": "Etc/UTC"
-                    }
-                  }
-                }
-              }
-            }
-          },
-          {
-            "if": {
-              "anyOf": [
-                {
-                  "properties": {
-                    "logicalType": {
-                      "const": "integer"
-                    }
-                  }
-                }
-              ]
-            },
-            "then": {
-              "properties": {
-                "logicalTypeOptions": {
-                  "type": "object",
-                  "additionalProperties": false,
-                  "properties": {
-                    "multipleOf": {
-                      "type": "number",
-                      "exclusiveMinimum": 0,
-                      "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
-                    },
-                    "maximum": {
-                      "type": "number",
-                      "description": "All values are less than or equal to this value (values <= maximum)."
-                    },
-                    "exclusiveMaximum": {
-                      "type": "number",
-                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
-                    },
-                    "minimum": {
-                      "type": "number",
-                      "description": "All values are greater than or equal to this value (values >= minimum)."
-                    },
-                    "exclusiveMinimum": {
-                      "type": "number",
-                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
-                    },
-                    "format": {
-                      "type": "string",
-                      "default": "i32",
-                      "description": "Format of the value in terms of how many bits of space it can use and whether it is signed or unsigned (follows the Rust integer types).",
-                      "enum": ["i8", "i16", "i32", "i64", "i128", "u8", "u16", "u32", "u64", "u128"]
-                    }
-                  }
-                }
-              }
-            }
-          },
-          {
-            "if": {
-              "anyOf": [
-                {
-                  "properties": {
-                    "logicalType": {
-                      "const": "number"
-                    }
-                  }
-                }
-              ]
-            },
-            "then": {
-              "properties": {
-                "logicalTypeOptions": {
-                  "type": "object",
-                  "additionalProperties": false,
-                  "properties": {
-                    "multipleOf": {
-                      "type": "number",
-                      "exclusiveMinimum": 0,
-                      "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
-                    },
-                    "maximum": {
-                      "type": "number",
-                      "description": "All values are less than or equal to this value (values <= maximum)."
-                    },
-                    "exclusiveMaximum": {
-                      "type": "number",
-                      "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
-                    },
-                    "minimum": {
-                      "type": "number",
-                      "description": "All values are greater than or equal to this value (values >= minimum)."
-                    },
-                    "exclusiveMinimum": {
-                      "type": "number",
-                      "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
-                    },
-                    "format": {
-                      "type": "string",
-                      "default": "i32",
-                      "description": "Format of the value in terms of how many bits of space it can use (follows the Rust float types).",
-                      "enum": ["f32", "f64"]
-                    }
-                  }
-                }
-              }
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "logicalType": {
-                  "const": "object"
-                }
-              }
-            },
-            "then": {
-              "properties": {
-                "logicalTypeOptions": {
-                  "type": "object",
-                  "additionalProperties": false,
-                  "properties": {
-                    "maxProperties": {
-                      "type": "integer",
-                      "minimum": 0,
-                      "description": "Maximum number of properties."
-                    },
-                    "minProperties": {
-                      "type": "integer",
-                      "minimum": 0,
-                      "default": 0,
-                      "description": "Minimum number of properties."
-                    },
-                    "required": {
-                      "type": "array",
-                      "items": {
-                        "type": "string"
-                      },
-                      "minItems": 1,
-                      "uniqueItems": true,
-                      "description": "Property names that are required to exist in the object."
-                    }
-                  }
-                },
-                "properties": {
-                  "type": "array",
-                  "description": "A list of properties for the object.",
-                  "items": {
-                    "$ref": "#/$defs/SchemaProperty"
-                  }
-                }
-              }
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "logicalType": {
-                  "const": "array"
-                }
-              }
-            },
-            "then": {
-              "properties": {
-                "logicalTypeOptions": {
-                  "type": "object",
-                  "additionalProperties": false,
-                  "properties": {
-                    "maxItems": {
-                      "type": "integer",
-                      "minimum": 0,
-                      "description": "Maximum number of items."
-                    },
-                    "minItems": {
-                      "type": "integer",
-                      "minimum": 0,
-                      "default": 0,
-                      "description": "Minimum number of items"
-                    },
-                    "uniqueItems": {
-                      "type": "boolean",
-                      "default": false,
-                      "description": "If set to true, all items in the array are unique."
-                    }
-                  }
-                },
-                "items": {
-                  "$ref": "#/$defs/SchemaItemProperty",
-                  "description": "List of items in an array (only applicable when `logicalType: array`)."
-                }
-              }
-            }
+          "format": {
+            "type": "string",
+            "description": "The format of the record",
+            "examples": [
+              "json",
+              "avro",
+              "protobuf"
+            ]
           }
-        ],
-        "unevaluatedProperties": false
-      },
-      "SchemaProperty": {
-        "type": "object",
-        "$ref": "#/$defs/SchemaBaseProperty",
-        "required": ["name"],
-        "unevaluatedProperties": false
+        }
       },
-      "SchemaItemProperty": {
+      "LocalServer": {
         "type": "object",
-        "$ref": "#/$defs/SchemaBaseProperty",
+        "title": "LocalServer",
         "properties": {
-          "properties": {
-            "type": "array",
-            "description": "A list of properties for the object.",
-            "items": {
-              "$ref": "#/$defs/SchemaProperty"
-            }
+          "path": {
+            "type": "string",
+            "description": "The relative or absolute path to the data file(s).",
+            "examples": [
+              "./folder/data.parquet",
+              "./folder/*.parquet"
+            ]
+          },
+          "format": {
+            "type": "string",
+            "description": "The format of the file(s)",
+            "examples": [
+              "json",
+              "parquet",
+              "delta",
+              "csv"
+            ]
           }
         },
-        "unevaluatedProperties": false
-      },
-      "Tags": {
-        "type": "array",
-        "description": "A list of tags that may be assigned to the elements (object or property); the tags keyword may appear at any level. Tags may be used to better categorize an element. For example, `finance`, `sensitive`, `employee_record`.",
-        "examples": ["finance", "sensitive", "employee_record"],
-        "items": {
-          "type": "string"
-        }
+        "required": [
+          "path",
+          "format"
+        ]
       },
-      "DataQuality": {
+      "MySqlServer": {
         "type": "object",
+        "title": "MySqlServer",
         "properties": {
-          "id": {
-            "$ref": "#/$defs/StableId"
-          },
-          "authoritativeDefinitions": {
-            "$ref": "#/$defs/AuthoritativeDefinitions"
-          },
-          "businessImpact": {
-            "type": "string",
-            "description": "Consequences of the rule failure.",
-            "examples": ["operational", "regulatory"]
-          },
-          "customProperties": {
-            "type": "array",
-            "description": "Additional properties required for rule execution.",
-            "items": {
-              "$ref": "#/$defs/CustomProperty"
-            }
-          },
-          "description": {
-            "type": "string",
-            "description": "Describe the quality check to be completed."
-          },
-          "dimension": {
-            "type": "string",
-            "description": "The key performance indicator (KPI) or dimension for data quality.",
-            "enum": ["accuracy", "completeness", "conformity", "consistency", "coverage", "timeliness", "uniqueness"]
-          },
-          "method": {
-            "type": "string",
-            "examples": ["reconciliation"]
-          },
-          "name": {
-            "type": "string",
-            "description": "Name of the data quality check."
-          },
-          "schedule": {
-            "type": "string",
-            "description": "Rule execution schedule details.",
-            "examples": ["0 20 * * *"]
-          },
-          "scheduler": {
-            "type": "string",
-            "description": "The name or type of scheduler used to start the data quality check.",
-            "examples": ["cron"]
-          },
-          "severity": {
+          "host": {
             "type": "string",
-            "description": "The severance of the quality rule.",
-            "examples": ["info", "warning", "error"]
-          },
-          "tags": {
-            "$ref": "#/$defs/Tags"
+            "description": "The host of the MySql server."
           },
-          "type": {
-            "type": "string",
-            "description": "The type of quality check. 'text' is human-readable text that describes the quality of the data. 'library' is a set of maintained predefined quality attributes such as row count or unique. 'sql' is an individual SQL query that returns a value that can be compared. 'custom' is quality attributes that are vendor-specific, such as Soda or Great Expectations.",
-            "enum": ["text", "library", "sql", "custom"],
-            "default": "library"
+          "port": {
+            "type": "integer",
+            "description": "The port of the MySql server."
           },
-          "unit": {
+          "database": {
             "type": "string",
-            "description": "Unit the rule is using, popular values are `rows` or `percent`, but any value is allowed.",
-            "examples": ["rows", "percent"]
+            "description": "The name of the database."
           }
         },
-        "allOf": [
-          {
-            "if": {
-              "anyOf": [
-                {
-                  "properties": {
-                    "type": {
-                      "const": "library"
-                    }
-                  },
-                  "required": ["type"]
-                },
-                {
-                  "properties": {
-                    "metric": {
-                      "type": "string"
-                    }
-                  },
-                  "required": ["metric"]
-                }
-              ]
-            },
-            "then": {
-              "$ref": "#/$defs/DataQualityLibrary"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "sql"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/DataQualitySql"
-            }
-          },
-          {
-            "if": {
-              "properties": {
-                "type": {
-                  "const": "custom"
-                }
-              },
-              "required": ["type"]
-            },
-            "then": {
-              "$ref": "#/$defs/DataQualityCustom"
-            }
-          }
-        ],
-        "unevaluatedProperties": false
-      },
-      "DataQualityChecks": {
-        "type": "array",
-        "description": "Data quality rules with all the relevant information for rule setup and execution.",
-        "items": {
-          "$ref": "#/$defs/DataQuality"
-        }
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
       },
-      "DataQualityOperators": {
+      "OracleServer": {
         "type": "object",
-        "description": "Common comparison operators for data quality checks.",
-        "oneOf": [
-          {
-            "properties": {
-              "mustBe": {
-                "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='."
-              }
-            },
-            "required": ["mustBe"]
-          },
-          {
-            "properties": {
-              "mustNotBe": {
-                "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='."
-              }
-            },
-            "required": ["mustNotBe"]
-          },
-          {
-            "properties": {
-              "mustBeGreaterThan": {
-                "type": "number",
-                "description": "Must be greater than the value to be valid. It is equivalent to '>'."
-              }
-            },
-            "required": ["mustBeGreaterThan"]
-          },
-          {
-            "properties": {
-              "mustBeGreaterOrEqualTo": {
-                "type": "number",
-                "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='."
-              }
-            },
-            "required": ["mustBeGreaterOrEqualTo"]
-          },
-          {
-            "properties": {
-              "mustBeLessThan": {
-                "type": "number",
-                "description": "Must be less than the value to be valid. It is equivalent to '<'."
-              }
-            },
-            "required": ["mustBeLessThan"]
-          },
-          {
-            "properties": {
-              "mustBeLessOrEqualTo": {
-                "type": "number",
-                "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='."
-              }
-            },
-            "required": ["mustBeLessOrEqualTo"]
+        "title": "OracleServer",
+        "properties": {
+          "host": {
+            "type": "string",
+            "description": "The host to the oracle server",
+            "examples": [
+              "localhost"
+            ]
           },
-          {
-            "properties": {
-              "mustBeBetween": {
-                "type": "array",
-                "description": "Must be between the two numbers to be valid. Smallest number first in the array.",
-                "minItems": 2,
-                "maxItems": 2,
-                "uniqueItems": true,
-                "items": {
-                  "type": "number"
-                }
-              }
-            },
-            "required": ["mustBeBetween"]
+          "port": {
+            "type": "integer",
+            "description": "The port to the oracle server.",
+            "examples": [
+              1523
+            ]
           },
-          {
-            "properties": {
-              "mustNotBeBetween": {
-                "type": "array",
-                "description": "Must not be between the two numbers to be valid. Smallest number first in the array.",
-                "minItems": 2,
-                "maxItems": 2,
-                "uniqueItems": true,
-                "items": {
-                  "type": "number"
-                }
-              }
-            },
-            "required": ["mustNotBeBetween"]
+          "serviceName": {
+            "type": "string",
+            "description": "The name of the service.",
+            "examples": [
+              "service"
+            ]
           }
+        },
+        "required": [
+          "host",
+          "port",
+          "serviceName"
         ]
       },
-      "DataQualityLibrary": {
+      "PostgresServer": {
         "type": "object",
-        "allOf": [
-          {
-            "$ref": "#/$defs/DataQualityOperators"
-          }
-        ],
+        "title": "PostgresServer",
         "properties": {
-          "metric": {
+          "host": {
             "type": "string",
-            "description": "Define a data quality check based on the predefined metrics as per ODCS.",
-            "enum": ["nullValues", "missingValues", "invalidValues", "duplicateValues", "rowCount"]
+            "description": "The host to the Postgres server"
+          },
+          "port": {
+            "type": "integer",
+            "description": "The port to the Postgres server."
           },
-          "rule": {
+          "database": {
             "type": "string",
-            "deprecated": true,
-            "description": "Use metric instead"
+            "description": "The name of the database."
           },
-          "arguments": {
-            "type": "object",
-            "description": "Additional arguments for the metric, if needed."
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema in the database."
           }
         },
-        "required": ["metric"]
+        "required": [
+          "host",
+          "port",
+          "database",
+          "schema"
+        ]
       },
-      "DataQualitySql": {
+      "PrestoServer": {
         "type": "object",
-        "allOf": [
-          {
-            "$ref": "#/$defs/DataQualityOperators"
-          }
-        ],
+        "title": "PrestoServer",
         "properties": {
-          "query": {
+          "host": {
+            "type": "string",
+            "description": "The host to the Presto server",
+            "examples": [
+              "localhost:8080"
+            ]
+          },
+          "catalog": {
+            "type": "string",
+            "description": "The name of the catalog.",
+            "examples": [
+              "postgres"
+            ]
+          },
+          "schema": {
             "type": "string",
-            "description": "Query string that adheres to the dialect of the provided server.",
-            "examples": ["SELECT COUNT(*) FROM ${table} WHERE ${column} IS NOT NULL"]
+            "description": "The name of the schema.",
+            "examples": [
+              "public"
+            ]
           }
         },
-        "required": ["query"]
+        "required": [
+          "host"
+        ]
       },
-      "DataQualityCustom": {
+      "PubSubServer": {
         "type": "object",
+        "title": "PubSubServer",
         "properties": {
-          "engine": {
+          "project": {
             "type": "string",
-            "description": "Name of the engine which executes the data quality checks.",
-            "examples": ["soda", "great-expectations", "monte-carlo", "dbt"]
-          },
-          "implementation": {
-            "oneOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "object"
-              }
-            ]
+            "description": "The GCP project name."
           }
         },
-        "required": ["engine", "implementation"]
-      },
-      "AuthoritativeDefinitions": {
-        "type": "array",
-        "description": "List of links to sources that provide more details on the dataset; examples would be a link to an external definition, a training video, a git repo, data catalog, or another tool. Authoritative definitions follow the same structure in the standard.",
-        "items": {
-          "type": "object",
-          "properties": {
-            "url": {
-              "type": "string",
-              "description": "URL to the authority."
-            },
-            "type": {
-              "type": "string",
-              "description": "Type of definition for authority: v2.3 adds standard values: `businessDefinition`, `transformationImplementation`, `videoTutorial`, `tutorial`, and `implementation`.",
-              "examples": ["businessDefinition", "transformationImplementation", "videoTutorial", "tutorial", "implementation"]
-            },
-            "description": {
-              "type": "string",
-              "description": "Description of the authoritative definition for humans."
-            }
-          },
-          "required": ["url", "type"],
-          "additionalProperties": false
-        }
-      },
-      "Support": {
-        "type": "array",
-        "description": "Top level for support channels.",
-        "items": {
-          "$ref": "#/$defs/SupportItem"
-        }
+        "required": [
+          "project"
+        ]
       },
-      "SupportItem": {
+      "RedshiftServer": {
         "type": "object",
+        "title": "RedshiftServer",
         "properties": {
-          "id": {
-            "$ref": "#/$defs/StableId"
-          },
-          "channel": {
-            "type": "string",
-            "description": "Channel name or identifier."
-          },
-          "url": {
+          "host": {
             "type": "string",
-            "description": "Access URL using normal [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax) (https, mailto, etc.)."
+            "description": "An optional string describing the server."
           },
-          "description": {
+          "database": {
             "type": "string",
-            "description": "Description of the channel, free text."
+            "description": "The name of the database."
           },
-          "tool": {
+          "schema": {
             "type": "string",
-            "description": "Name of the tool, value can be `email`, `slack`, `teams`, `discord`, `ticket`, `googlechat`, or `other`.",
-            "examples": ["email", "slack", "teams", "discord", "ticket", "googlechat","other"]
+            "description": "The name of the schema."
           },
-          "scope": {
+          "region": {
             "type": "string",
-            "description": "Scope can be: `interactive`, `announcements`, `issues`, `notifications`.",
-            "examples": ["interactive", "announcements", "issues", "notifications"]
+            "description": "AWS region of Redshift server.",
+            "examples": ["us-east-1"]
           },
-          "invitationUrl": {
+          "account": {
             "type": "string",
-            "description": "Some tools uses invitation URL for requesting or subscribing. Follows the [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax)."
-          },
-          "customProperties": {
-            "$ref": "#/$defs/CustomProperties"
+            "description": "The account used by the server."
           }
         },
-        "required": ["channel"],
-        "additionalProperties": false
+        "required": [
+          "database",
+          "schema"
+        ]
       },
-      "Pricing": {
+      "S3Server": {
         "type": "object",
+        "title": "S3Server",
         "properties": {
-          "priceAmount": {
-            "type": "number",
-            "description": "Subscription price per unit of measure in `priceUnit`."
+          "location": {
+            "type": "string",
+            "format": "uri",
+            "description": "S3 URL, starting with `s3://`",
+            "examples": [
+              "s3://datacontract-example-orders-latest/data/{model}/*.json"
+            ]
+          },
+          "endpointUrl": {
+            "type": "string",
+            "format": "uri",
+            "description": "The server endpoint for S3-compatible servers.",
+            "examples": ["https://minio.example.com"]
           },
-          "priceCurrency": {
+          "format": {
             "type": "string",
-            "description": "Currency of the subscription price in `price.priceAmount`."
+            "examples": [
+              "parquet",
+              "delta",
+              "json",
+              "csv"
+            ],
+            "description": "File format."
           },
-          "priceUnit": {
+          "delimiter": {
             "type": "string",
-            "description": "The unit of measure for calculating cost. Examples megabyte, gigabyte."
+            "examples": [
+              "new_line",
+              "array"
+            ],
+            "description": "Only for format = json. How multiple json documents are delimited within one file"
           }
         },
-        "additionalProperties": false
+        "required": [
+          "location"
+        ]
       },
-      "TeamMember": {
+      "SftpServer": {
         "type": "object",
-        "description": "Team member information.",
-        "additionalProperties": false,
+        "title": "SftpServer",
         "properties": {
-          "username": {
+          "location": {
             "type": "string",
-            "description": "The user's username or email."
+            "format": "uri",
+            "pattern": "^sftp://.*",
+            "description": "SFTP URL, starting with `sftp://`",
+            "examples": [
+              "sftp://123.123.12.123/{model}/*.json"
+            ]
           },
-          "name": {
+          "format": {
             "type": "string",
-            "description": "The user's name."
+            "examples": [
+              "parquet",
+              "delta",
+              "json",
+              "csv"
+            ],
+            "description": "File format."
           },
-          "description": {
+          "delimiter": {
             "type": "string",
-            "description": "The user's description."
-          },
-          "role": {
+            "examples": [
+              "new_line",
+              "array"
+            ],
+            "description": "Only for format = json. How multiple json documents are delimited within one file"
+          }
+        },
+        "required": [
+          "location"
+        ]
+      },
+      "SnowflakeServer": {
+        "type": "object",
+        "title": "SnowflakeServer",
+        "properties": {
+          "host": {
             "type": "string",
-            "description": "The user's job role; Examples might be owner, data steward. There is no limit on the role."
+            "description": "The host to the Snowflake server"
           },
-          "dateIn": {
-            "type": "string",
-            "format": "date",
-            "description": "The date when the user joined the team."
+          "port": {
+            "type": "integer",
+            "description": "The port to the Snowflake server."
           },
-          "dateOut": {
+          "account": {
             "type": "string",
-            "format": "date",
-            "description": "The date when the user ceased to be part of the team."
+            "description": "The Snowflake account used by the server."
           },
-          "replacedByUsername": {
+          "database": {
             "type": "string",
-            "description": "The username of the user who replaced the previous user."
+            "description": "The name of the database."
           },
-          "tags": {
-            "$ref": "#/$defs/Tags"
-          },
-          "customProperties": {
-            "type": "array",
-            "description": "Custom properties block.",
-            "items": {
-              "$ref": "#/$defs/CustomProperty"
-            }
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema."
           },
-          "authoritativeDefinitions": {
-            "$ref": "#/$defs/AuthoritativeDefinitions"
+          "warehouse": {
+            "type": "string",
+            "description": "The name of the cluster of resources that is a Snowflake virtual warehouse."
           }
         },
-        "required": ["username"]
+        "required": [
+          "account",
+          "database",
+          "schema"
+        ]
       },
-      "Team": {
+      "SqlserverServer": {
         "type": "object",
-        "description": "Team information.",
-        "additionalProperties": false,
+        "title": "SqlserverServer",
         "properties": {
-          "name": {
-            "type": "string",
-            "description": "Team name."
-          },
-          "description": {
+          "host": {
             "type": "string",
-            "description": "Team description."
-          },
-          "members": {
-            "type": "array",
-            "description": "List of members.",
-            "items": {
-              "$ref": "#/$defs/TeamMember"
-            }
+            "description": "The host to the database server",
+            "examples": [
+              "localhost"
+            ]
           },
-          "tags": {
-            "$ref": "#/$defs/Tags"
+          "port": {
+            "type": "integer",
+            "description": "The port to the database server.",
+            "default": 1433,
+            "examples": [
+              1433
+            ]
           },
-          "customProperties": {
-            "type": "array",
-            "description": "Custom properties block.",
-            "items": {
-              "$ref": "#/$defs/CustomProperty"
-            }
+          "database": {
+            "type": "string",
+            "description": "The name of the database.",
+            "examples": [
+              "database"
+            ]
           },
-          "authoritativeDefinitions": {
-            "$ref": "#/$defs/AuthoritativeDefinitions"
+          "schema": {
+            "type": "string",
+            "description": "The name of the schema in the database.",
+            "examples": [
+              "dbo"
+            ]
           }
-        }
+        },
+        "required": [
+          "host",
+          "database",
+          "schema"
+        ]
       },
-      "Role": {
+      "SynapseServer": {
         "type": "object",
+        "title": "SynapseServer",
         "properties": {
-          "id": {
-            "$ref": "#/$defs/StableId"
-          },
-          "role": {
-            "type": "string",
-            "description": "Name of the IAM role that provides access to the dataset."
-          },
-          "description": {
-            "type": "string",
-            "description": "Description of the IAM role and its permissions."
-          },
-          "access": {
+          "host": {
             "type": "string",
-            "description": "The type of access provided by the IAM role."
+            "description": "The host of the Synapse server."
           },
-          "firstLevelApprovers": {
-            "type": "string",
-            "description": "The name(s) of the first-level approver(s) of the role."
+          "port": {
+            "type": "integer",
+            "description": "The port of the Synapse server."
           },
-          "secondLevelApprovers": {
+          "database": {
             "type": "string",
-            "description": "The name(s) of the second-level approver(s) of the role."
-          },
-          "customProperties": {
-            "$ref": "#/$defs/CustomProperties"
+            "description": "The name of the database."
           }
         },
-        "required": ["role"],
-        "additionalProperties": false
+        "required": [
+          "host",
+          "port",
+          "database"
+        ]
       },
-      "ServiceLevelAgreementProperty": {
+      "TrinoServer": {
         "type": "object",
+        "title": "TrinoServer",
         "properties": {
-          "id": {
-            "$ref": "#/$defs/StableId"
-          },
-          "property": {
+          "host": {
             "type": "string",
-            "description": "Specific property in SLA, check the periodic table. May requires units (more details to come)."
-          },
-          "value": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "number"
-              },
-              {
-                "type": "integer"
-              },
-              {
-                "type": "boolean"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "description": "Agreement value. The label will change based on the property itself."
+            "description": "The Trino host URL.",
+            "examples": [
+              "localhost"
+            ]
           },
-          "valueExt": {
-            "$ref": "#/$defs/AnyNonCollectionType",
-            "description": "Extended agreement value. The label will change based on the property itself."
+          "port": {
+            "type": "integer",
+            "description": "The Trino port."
           },
-          "unit": {
+          "catalog": {
             "type": "string",
-            "description": "**d**, day, days for days; **y**, yr, years for years, etc. Units use the ISO standard."
+            "description": "The name of the catalog.",
+            "examples": [
+              "hive"
+            ]
           },
-          "element": {
+          "schema": {
             "type": "string",
-            "description": "Element(s) to check on. Multiple elements should be extremely rare and, if so, separated by commas."
-          },
-          "driver": {
+            "description": "The name of the schema in the database.",
+            "examples": [
+              "my_schema"
+            ]
+          }
+        },
+        "required": [
+          "host",
+          "port",
+          "catalog",
+          "schema"
+        ]
+      },
+      "VerticaServer": {
+        "type": "object",
+        "title": "VerticaServer",
+        "properties": {
+          "host": {
             "type": "string",
-            "description": "Describes the importance of the SLA from the list of: `regulatory`, `analytics`, or `operational`.",
-            "examples": ["regulatory", "analytics", "operational"]
+            "description": "The host of the Vertica server."
           },
-          "description": {
-            "type": "string",
-            "description": "Description of the SLA for humans.",
-            "examples": ["99.9% of the time, data is available by 6 AM UTC"]
+          "port": {
+            "type": "integer",
+            "description": "The port of the Vertica server."
           },
-          "scheduler": {
+          "database": {
             "type": "string",
-            "description": "Name of the scheduler, can be cron or any tool your organization support.",
-            "examples": ["cron"]
+            "description": "The name of the database."
           },
-          "schedule": {
+          "schema": {
             "type": "string",
-            "description": "Configuration information for the scheduling tool, for cron a possible value is 0 20 * * *.",
-            "examples": ["0 20 * * *"]
+            "description": "The name of the schema."
           }
         },
-        "required": ["property", "value"],
-        "additionalProperties": false
-      },
-      "CustomProperties": {
-        "type": "array",
-        "description": "A list of key/value pairs for custom properties.",
-        "items": {
-          "$ref": "#/$defs/CustomProperty"
+        "required": [
+          "host",
+          "port",
+          "database",
+          "schema"
+        ]
+      }
+    },
+    "SchemaElement": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "name": {
+          "type": "string",
+          "description": "Name of the element."
+        },
+        "physicalType": {
+          "type": "string",
+          "description": "The physical element data type in the data source.",
+          "examples": ["table", "view", "topic", "file"]
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the element."
+        },
+        "businessName": {
+          "type": "string",
+          "description": "The business name of the element."
+        },
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        },
+        "tags": {
+          "$ref": "#/$defs/Tags"
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
         }
-      },
-      "CustomProperty": {
-        "type": "object",
+      }
+    },
+    "SchemaObject": {
+      "type": "object",
+      "properties": {
+        "logicalType": {
+          "type": "string",
+          "description": "The logical element data type.",
+          "enum": ["object"]
+        },
+        "physicalName": {
+          "type": "string",
+          "description": "Physical name.",
+          "examples": ["table_1_2_0"]
+        },
+        "dataGranularityDescription": {
+          "type": "string",
+          "description": "Granular level of the data in the object.",
+          "examples": ["Aggregation by country"]
+        },
         "properties": {
-          "id": {
-            "$ref": "#/$defs/StableId"
-          },
-          "property": {
-            "type": "string",
-            "description": "The name of the key. Names should be in camel case–the same as if they were permanent properties in the contract."
-          },
-          "value": {
-            "$ref": "#/$defs/AnyType",
-            "description": "The value of the key."
-          },
-          "description" : {
-            "type": "string",
-            "description": "Description of the custom property."
+          "type": "array",
+          "description": "A list of properties for the object.",
+          "items": {
+            "$ref": "#/$defs/SchemaProperty"
           }
         },
-        "required": ["property", "value"],
-        "additionalProperties": false
+        "relationships": {
+          "type": "array",
+          "description": "A list of relationships to other properties. Each relationship must have 'from', 'to' and optionally 'type' field.",
+          "items": {
+            "$ref": "#/$defs/RelationshipSchemaLevel"
+          }
+        },
+        "quality": {
+          "$ref": "#/$defs/DataQualityChecks"
+        }
       },
-      "AnyType": {
-        "anyOf": [
-          {
+      "allOf": [
+        {
+          "$ref": "#/$defs/SchemaElement"
+        }
+      ],
+      "required": ["name"],
+      "unevaluatedProperties": false
+    },
+    "SchemaBaseProperty": {
+      "type": "object",
+      "properties": {
+        "primaryKey": {
+          "type": "boolean",
+          "description": "Boolean value specifying whether the element is primary or not. Default is false."
+        },
+        "primaryKeyPosition": {
+          "type": "integer",
+          "default": -1,
+          "description": "If element is a primary key, the position of the primary key element. Starts from 1. Example of `account_id, name` being primary key columns, `account_id` has primaryKeyPosition 1 and `name` primaryKeyPosition 2. Default to -1."
+        },
+        "logicalType": {
+          "type": "string",
+          "description": "The logical element data type.",
+          "enum": ["string", "date", "timestamp", "time", "number", "integer", "object", "array", "boolean"]
+        },
+        "logicalTypeOptions": {
+          "type": "object",
+          "description": "Additional optional metadata to describe the logical type."
+        },
+        "physicalType": {
+          "type": "string",
+          "description": "The physical element data type in the data source. For example, VARCHAR(2), DOUBLE, INT."
+        },
+        "physicalName": {
+          "type": "string",
+          "description": "Physical name.",
+          "examples": ["col_str_a"]
+        },
+        "required": {
+          "type": "boolean",
+          "default": false,
+          "description": "Indicates if the element may contain Null values; possible values are true and false. Default is false."
+        },
+        "unique": {
+          "type": "boolean",
+          "default": false,
+          "description": "Indicates if the element contains unique values; possible values are true and false. Default is false."
+        },
+        "partitioned": {
+          "type": "boolean",
+          "default": false,
+          "description": "Indicates if the element is partitioned; possible values are true and false."
+        },
+        "partitionKeyPosition": {
+          "type": "integer",
+          "default": -1,
+          "description": "If element is used for partitioning, the position of the partition element. Starts from 1. Example of `country, year` being partition columns, `country` has partitionKeyPosition 1 and `year` partitionKeyPosition 2. Default to -1."
+        },
+        "classification": {
+          "type": "string",
+          "description": "Can be anything, like confidential, restricted, and public to more advanced categorization. Some companies like PayPal, use data classification indicating the class of data in the element; expected values are 1, 2, 3, 4, or 5.",
+          "examples": ["confidential", "restricted", "public"]
+        },
+        "encryptedName": {
+          "type": "string",
+          "description": "The element name within the dataset that contains the encrypted element value. For example, unencrypted element `email_address` might have an encryptedName of `email_address_encrypt`."
+        },
+        "transformSourceObjects": {
+          "type": "array",
+          "description": "List of objects in the data source used in the transformation.",
+          "items": {
             "type": "string"
-          },
-          {
-            "type": "number"
-          },
-          {
-            "type": "integer"
-          },
-          {
-            "type": "boolean"
-          },
-          {
-            "type": "null"
-          },
-          {
-            "type": "array"
-          },
-          {
-            "type": "object"
           }
-        ]
+        },
+        "transformLogic": {
+          "type": "string",
+          "description": "Logic used in the element transformation."
+        },
+        "transformDescription": {
+          "type": "string",
+          "description": "Describes the transform logic in very simple terms."
+        },
+        "examples": {
+          "type": "array",
+          "description": "List of sample element values.",
+          "items": {
+            "$ref": "#/$defs/AnyType"
+          }
+        },
+        "criticalDataElement": {
+          "type": "boolean",
+          "default": false,
+          "description": "True or false indicator; If element is considered a critical data element (CDE) then true else false."
+        },
+        "relationships": {
+          "type": "array",
+          "description": "A list of relationships to other properties. When defined at property level, the 'from' field is implicit and should not be specified.",
+          "items": {
+            "$ref": "#/$defs/RelationshipPropertyLevel"
+          }
+        },
+        "quality": {
+          "$ref": "#/$defs/DataQualityChecks"
+        }
       },
-      "AnyNonCollectionType": {
-        "anyOf": [
-          {
-            "type": "string"
-          },
-          {
-            "type": "number"
-          },
-          {
-            "type": "integer"
-          },
-          {
-            "type": "boolean"
+      "allOf": [
+        {
+          "$ref": "#/$defs/SchemaElement"
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "string"
+              }
+            }
           },
-          {
-            "type": "null"
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "additionalProperties": false,
+                "properties": {
+                  "minLength": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Minimum length of the string."
+                  },
+                  "maxLength": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Maximum length of the string."
+                  },
+                  "pattern": {
+                    "type": "string",
+                    "description": "Regular expression pattern to define valid value. Follows regular expression syntax from ECMA-262 (https://262.ecma-international.org/5.1/#sec-15.10.1)."
+                  },
+                  "format": {
+                    "type": "string",
+                    "examples": ["password", "byte", "binary", "email", "uuid", "uri", "hostname", "ipv4", "ipv6"],
+                    "description": "Provides extra context about what format the string follows."
+                  }
+                }
+              }
+            }
           }
-        ]
-      },
-      "RelationshipBase": {
-        "type": "object",
-        "description": "Base definition for relationships between properties, typically for foreign key constraints.",
-        "properties": {
-          "type": {
-            "type": "string",
-            "description": "The type of relationship. Defaults to 'foreignKey'.",
-            "default": "foreignKey",
-            "enum": ["foreignKey"]
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "date"
+              }
+            }
           },
-          "from": {
-            "oneOf": [
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "additionalProperties": false,
+                "properties": {
+                  "format": {
+                    "type": "string",
+                    "examples": ["yyyy-MM-dd", "yyyy-MM-dd HH:mm:ss", "HH:mm:ss"],
+                    "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'."
+                  },
+                  "exclusiveMaximum": {
+                    "type": "string",
+                    "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                  },
+                  "maximum": {
+                    "type": "string",
+                    "description": "All date values are less than or equal to this value (values <= maximum)."
+                  },
+                  "exclusiveMinimum": {
+                    "type": "string",
+                    "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                  },
+                  "minimum": {
+                    "type": "string",
+                    "description": "All date values are greater than or equal to this value (values >= minimum)."
+                  }
+                }
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "anyOf": [
               {
-                "anyOf": [
-                  { "$ref": "#/$defs/ShorthandReference" },
-                  { "$ref": "#/$defs/FullyQualifiedReference" }
-                ],
-                "description": "Source property reference using fully qualified or shorthand notation."
+                "properties": {
+                  "logicalType": {
+                    "const": "timestamp"
+                  }
+                }
               },
               {
-                "type": "array",
-                "description": "Array of source properties for composite keys.",
-                "items": {
-                  "anyOf": [
-                    { "$ref": "#/$defs/ShorthandReference" },
-                    { "$ref": "#/$defs/FullyQualifiedReference" }
-                  ]
-                },
-                "minItems": 1
+                "properties": {
+                  "logicalType": {
+                    "const": "time"
+                  }
+                }
               }
-            ],
-            "description": "Source property or properties."
+            ]
           },
-          "to": {
-            "oneOf": [
-              {
-                "anyOf": [
-                  { "$ref": "#/$defs/ShorthandReference" },
-                  { "$ref": "#/$defs/FullyQualifiedReference" }
-                ],
-                "description": "Target property reference using fully qualified or shorthand notation."
-              },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "additionalProperties": false,
+                "properties": {
+                  "format": {
+                    "type": "string",
+                    "examples": ["yyyy-MM-dd", "yyyy-MM-dd HH:mm:ss", "HH:mm:ss"],
+                    "description": "Format of the date. Follows the format as prescribed by [JDK DateTimeFormatter](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html). For example, format 'yyyy-MM-dd'."
+                  },
+                  "exclusiveMaximum": {
+                    "type": "string",
+                    "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                  },
+                  "maximum": {
+                    "type": "string",
+                    "description": "All date values are less than or equal to this value (values <= maximum)."
+                  },
+                  "exclusiveMinimum": {
+                    "type": "string",
+                    "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                  },
+                  "minimum": {
+                    "type": "string",
+                    "description": "All date values are greater than or equal to this value (values >= minimum)."
+                  },
+                  "timezone": {
+                    "type": "boolean",
+                    "description": "Whether the timestamp defines the timezone or not. If true, timezone information is included in the timestamp."
+                  },
+                  "defaultTimezone": {
+                    "type": "string",
+                    "description": "The default timezone of the timestamp. If timezone is not defined, the default timezone UTC is used.",
+                    "default": "Etc/UTC"
+                  }
+                }
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "anyOf": [
               {
-                "type": "array",
-                "description": "Array of target properties for composite keys.",
-                "items": {
-                  "anyOf": [
-                    { "$ref": "#/$defs/ShorthandReference" },
-                    { "$ref": "#/$defs/FullyQualifiedReference" }
-                  ]
-                },
-                "minItems": 1
+                "properties": {
+                  "logicalType": {
+                    "const": "integer"
+                  }
+                }
               }
-            ],
-            "description": "Target property or properties to reference."
+            ]
           },
-          "customProperties": {
-            "$ref": "#/$defs/CustomProperties"
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "additionalProperties": false,
+                "properties": {
+                  "multipleOf": {
+                    "type": "number",
+                    "exclusiveMinimum": 0,
+                    "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
+                  },
+                  "maximum": {
+                    "type": "number",
+                    "description": "All values are less than or equal to this value (values <= maximum)."
+                  },
+                  "exclusiveMaximum": {
+                    "type": "number",
+                    "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                  },
+                  "minimum": {
+                    "type": "number",
+                    "description": "All values are greater than or equal to this value (values >= minimum)."
+                  },
+                  "exclusiveMinimum": {
+                    "type": "number",
+                    "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                  },
+                  "format": {
+                    "type": "string",
+                    "default": "i32",
+                    "description": "Format of the value in terms of how many bits of space it can use and whether it is signed or unsigned (follows the Rust integer types).",
+                    "enum": ["i8", "i16", "i32", "i64", "i128", "u8", "u16", "u32", "u64", "u128"]
+                  }
+                }
+              }
+            }
           }
-        }
-      },
-      "RelationshipSchemaLevel": {
-        "type": "object",
-        "description": "Relationship definition at schema level, requiring both 'from' and 'to' fields with matching types.",
-        "allOf": [
-          { "$ref": "#/$defs/RelationshipBase" },
-          { "required": ["from", "to"] },
-          {
-            "oneOf": [
+        },
+        {
+          "if": {
+            "anyOf": [
               {
-                "description": "Single-column relationship - both fields must be strings",
                 "properties": {
-                  "from": { "type": "string" },
-                  "to": { "type": "string" }
+                  "logicalType": {
+                    "const": "number"
+                  }
                 }
-              },
-              {
-                "description": "Composite key relationship - both fields must be arrays with matching lengths",
+              }
+            ]
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "additionalProperties": false,
                 "properties": {
-                  "from": {
-                    "type": "array",
-                    "items": { "type": "string" },
-                    "minItems": 1
+                  "multipleOf": {
+                    "type": "number",
+                    "exclusiveMinimum": 0,
+                    "description": "Values must be multiples of this number. For example, multiple of 5 has valid values 0, 5, 10, -5."
                   },
-                  "to": {
-                    "type": "array",
-                    "items": { "type": "string" },
-                    "minItems": 1
+                  "maximum": {
+                    "type": "number",
+                    "description": "All values are less than or equal to this value (values <= maximum)."
+                  },
+                  "exclusiveMaximum": {
+                    "type": "number",
+                    "description": "All values must be strictly less than this value (values < exclusiveMaximum)."
+                  },
+                  "minimum": {
+                    "type": "number",
+                    "description": "All values are greater than or equal to this value (values >= minimum)."
+                  },
+                  "exclusiveMinimum": {
+                    "type": "number",
+                    "description": "All values must be strictly greater than this value (values > exclusiveMinimum)."
+                  },
+                  "format": {
+                    "type": "string",
+                    "default": "i32",
+                    "description": "Format of the value in terms of how many bits of space it can use (follows the Rust float types).",
+                    "enum": ["f32", "f64"]
                   }
                 }
               }
-            ]
-          }
-        ],
-        "unevaluatedProperties": false
-      },
-      "RelationshipPropertyLevel": {
-        "type": "object",
-        "description": "Relationship definition at property level, where 'from' is implicitly the current property.",
-        "allOf": [
-          { "$ref": "#/$defs/RelationshipBase" },
-          { "type": "object", "required": ["to"] },
-          {
-            "not": {
-              "required": ["from"]
-            },
-            "description": "The 'from' field must not be specified at property level as it is implicitly derived from the property context"
+            }
           }
-        ],
-        "unevaluatedProperties": false
-      },
-      "Relationship": {
-        "description": "Compatibility wrapper for relationship definitions.",
-        "oneOf": [
-          { "$ref": "#/$defs/RelationshipSchemaLevel" },
-          { "$ref": "#/$defs/RelationshipPropertyLevel" }
-        ]
-      }
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "object"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "additionalProperties": false,
+                "properties": {
+                  "maxProperties": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Maximum number of properties."
+                  },
+                  "minProperties": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "default": 0,
+                    "description": "Minimum number of properties."
+                  },
+                  "required": {
+                    "type": "array",
+                    "items": {
+                      "type": "string"
+                    },
+                    "minItems": 1,
+                    "uniqueItems": true,
+                    "description": "Property names that are required to exist in the object."
+                  }
+                }
+              },
+              "properties": {
+                "type": "array",
+                "description": "A list of properties for the object.",
+                "items": {
+                  "$ref": "#/$defs/SchemaProperty"
+                }
+              }
+            }
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "logicalType": {
+                "const": "array"
+              }
+            }
+          },
+          "then": {
+            "properties": {
+              "logicalTypeOptions": {
+                "type": "object",
+                "additionalProperties": false,
+                "properties": {
+                  "maxItems": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "description": "Maximum number of items."
+                  },
+                  "minItems": {
+                    "type": "integer",
+                    "minimum": 0,
+                    "default": 0,
+                    "description": "Minimum number of items"
+                  },
+                  "uniqueItems": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to true, all items in the array are unique."
+                  }
+                }
+              },
+              "items": {
+                "$ref": "#/$defs/SchemaItemProperty",
+                "description": "List of items in an array (only applicable when `logicalType: array`)."
+              }
+            }
+          }
+        }
+      ],
+      "unevaluatedProperties": false
+    },
+    "SchemaProperty": {
+      "type": "object",
+      "$ref": "#/$defs/SchemaBaseProperty",
+      "required": ["name"],
+      "unevaluatedProperties": false
+    },
+    "SchemaItemProperty": {
+      "type": "object",
+      "$ref": "#/$defs/SchemaBaseProperty",
+      "properties": {
+        "properties": {
+          "type": "array",
+          "description": "A list of properties for the object.",
+          "items": {
+            "$ref": "#/$defs/SchemaProperty"
+          }
+        }
+      },
+      "unevaluatedProperties": false
+    },
+    "Tags": {
+      "type": "array",
+      "description": "A list of tags that may be assigned to the elements (object or property); the tags keyword may appear at any level. Tags may be used to better categorize an element. For example, `finance`, `sensitive`, `employee_record`.",
+      "examples": ["finance", "sensitive", "employee_record"],
+      "items": {
+        "type": "string"
+      }
+    },
+    "DataQuality": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        },
+        "businessImpact": {
+          "type": "string",
+          "description": "Consequences of the rule failure.",
+          "examples": ["operational", "regulatory"]
+        },
+        "customProperties": {
+          "type": "array",
+          "description": "Additional properties required for rule execution.",
+          "items": {
+            "$ref": "#/$defs/CustomProperty"
+          }
+        },
+        "description": {
+          "type": "string",
+          "description": "Describe the quality check to be completed."
+        },
+        "dimension": {
+          "type": "string",
+          "description": "The key performance indicator (KPI) or dimension for data quality.",
+          "enum": ["accuracy", "completeness", "conformity", "consistency", "coverage", "timeliness", "uniqueness"]
+        },
+        "method": {
+          "type": "string",
+          "examples": ["reconciliation"]
+        },
+        "name": {
+          "type": "string",
+          "description": "Name of the data quality check."
+        },
+        "schedule": {
+          "type": "string",
+          "description": "Rule execution schedule details.",
+          "examples": ["0 20 * * *"]
+        },
+        "scheduler": {
+          "type": "string",
+          "description": "The name or type of scheduler used to start the data quality check.",
+          "examples": ["cron"]
+        },
+        "severity": {
+          "type": "string",
+          "description": "The severance of the quality rule.",
+          "examples": ["info", "warning", "error"]
+        },
+        "tags": {
+          "$ref": "#/$defs/Tags"
+        },
+        "type": {
+          "type": "string",
+          "description": "The type of quality check. 'text' is human-readable text that describes the quality of the data. 'library' is a set of maintained predefined quality attributes such as row count or unique. 'sql' is an individual SQL query that returns a value that can be compared. 'custom' is quality attributes that are vendor-specific, such as Soda or Great Expectations.",
+          "enum": ["text", "library", "sql", "custom"],
+          "default": "library"
+        },
+        "unit": {
+          "type": "string",
+          "description": "Unit the rule is using, popular values are `rows` or `percent`, but any value is allowed.",
+          "examples": ["rows", "percent"]
+        }
+      },
+      "allOf": [
+        {
+          "if": {
+            "anyOf": [
+              {
+                "properties": {
+                  "type": {
+                    "const": "library"
+                  }
+                },
+                "required": ["type"]
+              },
+              {
+                "properties": {
+                  "metric": {
+                    "type": "string"
+                  }
+                },
+                "required": ["metric"]
+              }
+            ]
+          },
+          "then": {
+            "$ref": "#/$defs/DataQualityLibrary"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "sql"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/DataQualitySql"
+          }
+        },
+        {
+          "if": {
+            "properties": {
+              "type": {
+                "const": "custom"
+              }
+            },
+            "required": ["type"]
+          },
+          "then": {
+            "$ref": "#/$defs/DataQualityCustom"
+          }
+        }
+      ],
+      "unevaluatedProperties": false
+    },
+    "DataQualityChecks": {
+      "type": "array",
+      "description": "Data quality rules with all the relevant information for rule setup and execution.",
+      "items": {
+        "$ref": "#/$defs/DataQuality"
+      }
+    },
+    "DataQualityOperators": {
+      "type": "object",
+      "description": "Common comparison operators for data quality checks.",
+      "oneOf": [
+        {
+          "properties": {
+            "mustBe": {
+              "description": "Must be equal to the value to be valid. When using numbers, it is equivalent to '='."
+            }
+          },
+          "required": ["mustBe"]
+        },
+        {
+          "properties": {
+            "mustNotBe": {
+              "description": "Must not be equal to the value to be valid. When using numbers, it is equivalent to '!='."
+            }
+          },
+          "required": ["mustNotBe"]
+        },
+        {
+          "properties": {
+            "mustBeGreaterThan": {
+              "type": "number",
+              "description": "Must be greater than the value to be valid. It is equivalent to '>'."
+            }
+          },
+          "required": ["mustBeGreaterThan"]
+        },
+        {
+          "properties": {
+            "mustBeGreaterOrEqualTo": {
+              "type": "number",
+              "description": "Must be greater than or equal to the value to be valid. It is equivalent to '>='."
+            }
+          },
+          "required": ["mustBeGreaterOrEqualTo"]
+        },
+        {
+          "properties": {
+            "mustBeLessThan": {
+              "type": "number",
+              "description": "Must be less than the value to be valid. It is equivalent to '<'."
+            }
+          },
+          "required": ["mustBeLessThan"]
+        },
+        {
+          "properties": {
+            "mustBeLessOrEqualTo": {
+              "type": "number",
+              "description": "Must be less than or equal to the value to be valid. It is equivalent to '<='."
+            }
+          },
+          "required": ["mustBeLessOrEqualTo"]
+        },
+        {
+          "properties": {
+            "mustBeBetween": {
+              "type": "array",
+              "description": "Must be between the two numbers to be valid. Smallest number first in the array.",
+              "minItems": 2,
+              "maxItems": 2,
+              "uniqueItems": true,
+              "items": {
+                "type": "number"
+              }
+            }
+          },
+          "required": ["mustBeBetween"]
+        },
+        {
+          "properties": {
+            "mustNotBeBetween": {
+              "type": "array",
+              "description": "Must not be between the two numbers to be valid. Smallest number first in the array.",
+              "minItems": 2,
+              "maxItems": 2,
+              "uniqueItems": true,
+              "items": {
+                "type": "number"
+              }
+            }
+          },
+          "required": ["mustNotBeBetween"]
+        }
+      ]
+    },
+    "DataQualityLibrary": {
+      "type": "object",
+      "allOf": [
+        {
+          "$ref": "#/$defs/DataQualityOperators"
+        }
+      ],
+      "properties": {
+        "metric": {
+          "type": "string",
+          "description": "Define a data quality check based on the predefined metrics as per ODCS.",
+          "enum": ["nullValues", "missingValues", "invalidValues", "duplicateValues", "rowCount"]
+        },
+        "rule": {
+          "type": "string",
+          "deprecated": true,
+          "description": "Use metric instead"
+        },
+        "arguments": {
+          "type": "object",
+          "description": "Additional arguments for the metric, if needed."
+        }
+      },
+      "required": ["metric"]
+    },
+    "DataQualitySql": {
+      "type": "object",
+      "allOf": [
+        {
+          "$ref": "#/$defs/DataQualityOperators"
+        }
+      ],
+      "properties": {
+        "query": {
+          "type": "string",
+          "description": "Query string that adheres to the dialect of the provided server.",
+          "examples": ["SELECT COUNT(*) FROM ${table} WHERE ${column} IS NOT NULL"]
+        }
+      },
+      "required": ["query"]
+    },
+    "DataQualityCustom": {
+      "type": "object",
+      "properties": {
+        "engine": {
+          "type": "string",
+          "description": "Name of the engine which executes the data quality checks.",
+          "examples": ["soda", "great-expectations", "monte-carlo", "dbt"]
+        },
+        "implementation": {
+          "oneOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "object"
+            }
+          ]
+        }
+      },
+      "required": ["engine", "implementation"]
+    },
+    "AuthoritativeDefinitions": {
+      "type": "array",
+      "description": "List of links to sources that provide more details on the dataset; examples would be a link to an external definition, a training video, a git repo, data catalog, or another tool. Authoritative definitions follow the same structure in the standard.",
+      "items": {
+        "type": "object",
+        "properties": {
+          "id": {
+            "$ref": "#/$defs/StableId"
+          },
+          "url": {
+            "type": "string",
+            "description": "URL to the authority."
+          },
+          "type": {
+            "type": "string",
+            "description": "Type of definition for authority: v2.3 adds standard values: `businessDefinition`, `transformationImplementation`, `videoTutorial`, `tutorial`, and `implementation`.",
+            "examples": ["businessDefinition", "transformationImplementation", "videoTutorial", "tutorial", "implementation"]
+          },
+          "description": {
+            "type": "string",
+            "description": "Description of the authoritative definition for humans."
+          }
+        },
+        "required": ["url", "type"],
+        "additionalProperties": false
+      }
+    },
+    "Support": {
+      "type": "array",
+      "description": "Top level for support channels.",
+      "items": {
+        "$ref": "#/$defs/SupportItem"
+      }
+    },
+    "SupportItem": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "channel": {
+          "type": "string",
+          "description": "Channel name or identifier."
+        },
+        "url": {
+          "type": "string",
+          "description": "Access URL using normal [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax) (https, mailto, etc.)."
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the channel, free text."
+        },
+        "tool": {
+          "type": "string",
+          "description": "Name of the tool, value can be `email`, `slack`, `teams`, `discord`, `ticket`, `googlechat`, or `other`.",
+          "examples": ["email", "slack", "teams", "discord", "ticket", "googlechat", "other"]
+        },
+        "scope": {
+          "type": "string",
+          "description": "Scope can be: `interactive`, `announcements`, `issues`, `notifications`.",
+          "examples": ["interactive", "announcements", "issues", "notifications"]
+        },
+        "invitationUrl": {
+          "type": "string",
+          "description": "Some tools uses invitation URL for requesting or subscribing. Follows the [URL scheme](https://en.wikipedia.org/wiki/URL#Syntax)."
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
+      },
+      "required": ["channel"],
+      "additionalProperties": false
+    },
+    "Pricing": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "priceAmount": {
+          "type": "number",
+          "description": "Subscription price per unit of measure in `priceUnit`."
+        },
+        "priceCurrency": {
+          "type": "string",
+          "description": "Currency of the subscription price in `price.priceAmount`."
+        },
+        "priceUnit": {
+          "type": "string",
+          "description": "The unit of measure for calculating cost. Examples megabyte, gigabyte."
+        }
+      },
+      "additionalProperties": false
+    },
+    "TeamMember": {
+      "type": "object",
+      "description": "Team member information.",
+      "additionalProperties": false,
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "username": {
+          "type": "string",
+          "description": "The user's username or email."
+        },
+        "name": {
+          "type": "string",
+          "description": "The user's name."
+        },
+        "description": {
+          "type": "string",
+          "description": "The user's description."
+        },
+        "role": {
+          "type": "string",
+          "description": "The user's job role; Examples might be owner, data steward. There is no limit on the role."
+        },
+        "dateIn": {
+          "type": "string",
+          "format": "date",
+          "description": "The date when the user joined the team."
+        },
+        "dateOut": {
+          "type": "string",
+          "format": "date",
+          "description": "The date when the user ceased to be part of the team."
+        },
+        "replacedByUsername": {
+          "type": "string",
+          "description": "The username of the user who replaced the previous user."
+        },
+        "tags": {
+          "$ref": "#/$defs/Tags"
+        },
+        "customProperties": {
+          "type": "array",
+          "description": "Custom properties block.",
+          "items": {
+            "$ref": "#/$defs/CustomProperty"
+          }
+        },
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        }
+      },
+      "required": ["username"]
+    },
+    "Team": {
+      "type": "object",
+      "description": "Team information.",
+      "additionalProperties": false,
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "name": {
+          "type": "string",
+          "description": "Team name."
+        },
+        "description": {
+          "type": "string",
+          "description": "Team description."
+        },
+        "members": {
+          "type": "array",
+          "description": "List of members.",
+          "items": {
+            "$ref": "#/$defs/TeamMember"
+          }
+        },
+        "tags": {
+          "$ref": "#/$defs/Tags"
+        },
+        "customProperties": {
+          "type": "array",
+          "description": "Custom properties block.",
+          "items": {
+            "$ref": "#/$defs/CustomProperty"
+          }
+        },
+        "authoritativeDefinitions": {
+          "$ref": "#/$defs/AuthoritativeDefinitions"
+        }
+      }
+    },
+    "Role": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "role": {
+          "type": "string",
+          "description": "Name of the IAM role that provides access to the dataset."
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the IAM role and its permissions."
+        },
+        "access": {
+          "type": "string",
+          "description": "The type of access provided by the IAM role."
+        },
+        "firstLevelApprovers": {
+          "type": "string",
+          "description": "The name(s) of the first-level approver(s) of the role."
+        },
+        "secondLevelApprovers": {
+          "type": "string",
+          "description": "The name(s) of the second-level approver(s) of the role."
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
+      },
+      "required": ["role"],
+      "additionalProperties": false
+    },
+    "ServiceLevelAgreementProperty": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "property": {
+          "type": "string",
+          "description": "Specific property in SLA, check the periodic table. May requires units (more details to come)."
+        },
+        "value": {
+          "anyOf": [
+            {
+              "type": "string"
+            },
+            {
+              "type": "number"
+            },
+            {
+              "type": "integer"
+            },
+            {
+              "type": "boolean"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Agreement value. The label will change based on the property itself."
+        },
+        "valueExt": {
+          "$ref": "#/$defs/AnyNonCollectionType",
+          "description": "Extended agreement value. The label will change based on the property itself."
+        },
+        "unit": {
+          "type": "string",
+          "description": "**d**, day, days for days; **y**, yr, years for years, etc. Units use the ISO standard."
+        },
+        "element": {
+          "type": "string",
+          "description": "Element(s) to check on. Multiple elements should be extremely rare and, if so, separated by commas."
+        },
+        "driver": {
+          "type": "string",
+          "description": "Describes the importance of the SLA from the list of: `regulatory`, `analytics`, or `operational`.",
+          "examples": ["regulatory", "analytics", "operational"]
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the SLA for humans.",
+          "examples": ["99.9% of the time, data is available by 6 AM UTC"]
+        },
+        "scheduler": {
+          "type": "string",
+          "description": "Name of the scheduler, can be cron or any tool your organization support.",
+          "examples": ["cron"]
+        },
+        "schedule": {
+          "type": "string",
+          "description": "Configuration information for the scheduling tool, for cron a possible value is 0 20 * * *.",
+          "examples": ["0 20 * * *"]
+        }
+      },
+      "required": ["property", "value"],
+      "additionalProperties": false
+    },
+    "CustomProperties": {
+      "type": "array",
+      "description": "A list of key/value pairs for custom properties.",
+      "items": {
+        "$ref": "#/$defs/CustomProperty"
+      }
+    },
+    "CustomProperty": {
+      "type": "object",
+      "properties": {
+        "id": {
+          "$ref": "#/$defs/StableId"
+        },
+        "property": {
+          "type": "string",
+          "description": "The name of the key. Names should be in camel case–the same as if they were permanent properties in the contract."
+        },
+        "value": {
+          "$ref": "#/$defs/AnyType",
+          "description": "The value of the key."
+        },
+        "description": {
+          "type": "string",
+          "description": "Description of the custom property."
+        }
+      },
+      "required": ["property", "value"],
+      "additionalProperties": false
+    },
+    "AnyType": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "number"
+        },
+        {
+          "type": "integer"
+        },
+        {
+          "type": "boolean"
+        },
+        {
+          "type": "null"
+        },
+        {
+          "type": "array"
+        },
+        {
+          "type": "object"
+        }
+      ]
+    },
+    "AnyNonCollectionType": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "number"
+        },
+        {
+          "type": "integer"
+        },
+        {
+          "type": "boolean"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "RelationshipBase": {
+      "type": "object",
+      "description": "Base definition for relationships between properties, typically for foreign key constraints.",
+      "properties": {
+        "type": {
+          "type": "string",
+          "description": "The type of relationship. Defaults to 'foreignKey'.",
+          "default": "foreignKey",
+          "enum": ["foreignKey"]
+        },
+        "from": {
+          "oneOf": [
+            {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/ShorthandReference"
+                },
+                {
+                  "$ref": "#/$defs/FullyQualifiedReference"
+                }
+              ],
+              "description": "Source property reference using fully qualified or shorthand notation."
+            },
+            {
+              "type": "array",
+              "description": "Array of source properties for composite keys.",
+              "items": {
+                "anyOf": [
+                  {
+                    "$ref": "#/$defs/ShorthandReference"
+                  },
+                  {
+                    "$ref": "#/$defs/FullyQualifiedReference"
+                  }
+                ]
+              },
+              "minItems": 1
+            }
+          ],
+          "description": "Source property or properties."
+        },
+        "to": {
+          "oneOf": [
+            {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/ShorthandReference"
+                },
+                {
+                  "$ref": "#/$defs/FullyQualifiedReference"
+                }
+              ],
+              "description": "Target property reference using fully qualified or shorthand notation."
+            },
+            {
+              "type": "array",
+              "description": "Array of target properties for composite keys.",
+              "items": {
+                "anyOf": [
+                  {
+                    "$ref": "#/$defs/ShorthandReference"
+                  },
+                  {
+                    "$ref": "#/$defs/FullyQualifiedReference"
+                  }
+                ]
+              },
+              "minItems": 1
+            }
+          ],
+          "description": "Target property or properties to reference."
+        },
+        "customProperties": {
+          "$ref": "#/$defs/CustomProperties"
+        }
+      }
+    },
+    "RelationshipSchemaLevel": {
+      "type": "object",
+      "description": "Relationship definition at schema level, requiring both 'from' and 'to' fields with matching types.",
+      "allOf": [
+        {
+          "$ref": "#/$defs/RelationshipBase"
+        },
+        {
+          "required": ["from", "to"]
+        },
+        {
+          "oneOf": [
+            {
+              "description": "Single-column relationship - both fields must be strings",
+              "properties": {
+                "from": {
+                  "type": "string"
+                },
+                "to": {
+                  "type": "string"
+                }
+              }
+            },
+            {
+              "description": "Composite key relationship - both fields must be arrays with matching lengths",
+              "properties": {
+                "from": {
+                  "type": "array",
+                  "items": {
+                    "type": "string"
+                  },
+                  "minItems": 1
+                },
+                "to": {
+                  "type": "array",
+                  "items": {
+                    "type": "string"
+                  },
+                  "minItems": 1
+                }
+              }
+            }
+          ]
+        }
+      ],
+      "unevaluatedProperties": false
+    },
+    "RelationshipPropertyLevel": {
+      "type": "object",
+      "description": "Relationship definition at property level, where 'from' is implicitly the current property.",
+      "allOf": [
+        {
+          "$ref": "#/$defs/RelationshipBase"
+        },
+        {
+          "type": "object",
+          "required": ["to"]
+        },
+        {
+          "not": {
+            "required": ["from"]
+          },
+          "description": "The 'from' field must not be specified at property level as it is implicitly derived from the property context"
+        }
+      ],
+      "unevaluatedProperties": false
+    },
+    "Relationship": {
+      "description": "Compatibility wrapper for relationship definitions.",
+      "oneOf": [
+        {
+          "$ref": "#/$defs/RelationshipSchemaLevel"
+        },
+        {
+          "$ref": "#/$defs/RelationshipPropertyLevel"
+        }
+      ]
     }
   }
+}
diff --git a/datacontract/templates/datacontract_odcs.html b/datacontract/templates/datacontract_odcs.html
index 682a40758..bc97203cb 100644
--- a/datacontract/templates/datacontract_odcs.html
+++ b/datacontract/templates/datacontract_odcs.html
@@ -422,6 +422,24 @@ 
Team

 
             

+              {# Check if old array format (deprecated) or new Team object format (v3.1.0+) #}
+              {% if datacontract.team is sequence and datacontract.team is not string %}
+              {# Deprecated array format #}
+              {% set team_members = datacontract.team %}
+              {% else %}
+              {# New team format (v3.1.0+): object with name, description, members #}
+              {% if datacontract.team.name or datacontract.team.description %}
+              

+                {% if datacontract.team.name %}
+                
{{ datacontract.team.name }}

+                {% endif %}
+                {% if datacontract.team.description %}
+                
{{ datacontract.team.description }}

+                {% endif %}
+              

+              {% endif %}
+              {% set team_members = datacontract.team.members or [] %}
+              {% endif %}
               
@@ -448,7 +466,7 @@ 
Team

-                {% for member in datacontract.team %}
+                {% for member in team_members %}
                 
-    {% for property in properties %}
+    {% for property in properties or [] %}
     

                 
                 

                 

                 
                 

                   {{
                     member.username }}
diff --git a/datacontractcli.drawio b/datacontractcli.drawio
new file mode 100644
index 000000000..4e103f6ec
--- /dev/null
+++ b/datacontractcli.drawio
@@ -0,0 +1,287 @@
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diff --git a/datacontractcli.png b/datacontractcli.png
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-    },
-    {
-      "comment": "An array of integers, allowing for the storage of multiple integer values.",
-      "name": "array_int",
-      "nullable": true,
-      "position": 3,
-      "type_json": "{\"name\":\"array_int\",\"type\":{\"type\":\"array\",\"elementType\":\"integer\",\"containsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"An array of integers, allowing for the storage of multiple integer values.\"}}",
-      "type_name": "ARRAY",
-      "type_precision": 0,
-      "type_scale": 0,
-      "type_text": "array"
-    },
-    {
-      "comment": "An array of structured data, where each element is a separate record.",
-      "name": "array_struct",
-      "nullable": true,
-      "position": 4,
-      "type_json": "{\"name\":\"array_struct\",\"type\":{\"type\":\"array\",\"elementType\":{\"type\":\"struct\",\"fields\":[{\"name\":\"sub_field1\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"sub_field2\",\"type\":\"double\",\"nullable\":true,\"metadata\":{}}]},\"containsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"An array of structured data, where each element is a separate record.\"}}",
-      "type_name": "ARRAY",
-      "type_precision": 0,
-      "type_scale": 0,
-      "type_text": "array>"
-    },
-    {
-      "comment": "A map with string keys and integer values, allowing for the storage of key-value pairs.",
-      "name": "map_string_int",
-      "nullable": true,
-      "position": 5,
-      "type_json": "{\"name\":\"map_string_int\",\"type\":{\"type\":\"map\",\"keyType\":\"string\",\"valueType\":\"integer\",\"valueContainsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"A map with string keys and integer values, allowing for the storage of key-value pairs.\"}}",
-      "type_name": "MAP",
-      "type_precision": 0,
-      "type_scale": 0,
-      "type_text": "map"
-    },
-    {
-      "comment": "A map with integer keys and structured data values, allowing for the storage of key-value pairs with integer keys.",
-      "name": "map_int_struct",
-      "nullable": true,
-      "position": 6,
-      "type_json": "{\"name\":\"map_int_struct\",\"type\":{\"type\":\"map\",\"keyType\":\"integer\",\"valueType\":{\"type\":\"struct\",\"fields\":[{\"name\":\"map_struct_field1\",\"type\":\"boolean\",\"nullable\":true,\"metadata\":{}},{\"name\":\"map_struct_field2\",\"type\":\"float\",\"nullable\":true,\"metadata\":{}}]},\"valueContainsNull\":true},\"nullable\":true,\"metadata\":{\"comment\":\"A map with integer keys and structured data values, allowing for the storage of key-value pairs with integer keys.\"}}",
-      "type_name": "MAP",
-      "type_precision": 0,
-      "type_scale": 0,
-      "type_text": "map>"
-    },
-    {
-      "comment": "A column storing JSON data, allowing for the storage of complex, hierarchical data structures.",
-      "name": "json_column",
-      "nullable": true,
-      "position": 7,
-      "type_json": "{\"name\":\"json_column\",\"type\":\"string\",\"nullable\":true,\"metadata\":{\"comment\":\"A column storing JSON data, allowing for the storage of complex, hierarchical data structures.\"}}",
-      "type_name": "STRING",
-      "type_precision": 0,
-      "type_scale": 0,
-      "type_text": "string"
-    }
-  ],
-  "enable_predictive_optimization": "DISABLE",
-  "metastore_id": "string",
-  "full_name": "my_catalog.my_schema.test_table",
-  "data_access_configuration_id": "string",
-  "created_at": 0,
-  "created_by": "string",
-  "updated_at": 0,
-  "updated_by": "string",
-  "deleted_at": 0,
-  "table_id": "test_table",
-  "delta_runtime_properties_kvpairs": {
-    "delta_runtime_properties": {
-      "property1": "string",
-      "property2": "string"
-    }
-  },
-  "effective_predictive_optimization_flag": {
-    "value": "DISABLE",
-    "inherited_from_type": "CATALOG",
-    "inherited_from_name": "string"
-  },
-  "pipeline_id": "string",
-  "browse_only": true
-}
\ No newline at end of file
diff --git a/tests/fixtures/dbml/datacontract.odcs.yaml b/tests/fixtures/dbml/datacontract.odcs.yaml
new file mode 100644
index 000000000..cde87dee4
--- /dev/null
+++ b/tests/fixtures/dbml/datacontract.odcs.yaml
@@ -0,0 +1,106 @@
+kind: DataContract
+apiVersion: v3.1.0
+id: urn:datacontract:checkout:orders-latest
+name: Orders Latest
+version: 1.0.0
+status: active
+description:
+  purpose: |-
+    Successful customer orders in the webshop.
+    All orders since 2020-01-01.
+    Orders with their line items are in their current state (no history included).
+
+servers:
+- server: production
+  type: s3
+  location: s3://datacontract-example-orders-latest/data/{model}/*.json
+  format: json
+
+schema:
+- name: orders
+  description: One record per order. Includes cancelled and deleted orders.
+  physicalType: table
+  properties:
+  - name: order_id
+    description: An internal ID that identifies an order in the online shop.
+    logicalType: string
+    physicalType: string
+    required: true
+    unique: true
+    primaryKey: true
+  - name: order_timestamp
+    description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.
+    logicalType: timestamp
+    physicalType: timestamp
+    required: true
+  - name: order_total
+    description: Total amount the smallest monetary unit (e.g., cents).
+    logicalType: object
+    physicalType: object
+    required: true
+    properties:
+    - name: amount
+      description: The amount to pay
+      logicalType: object
+      physicalType: object
+      required: true
+      properties:
+      - name: sum
+        description: the sum to pay
+        logicalType: number
+        physicalType: number
+        required: true
+      - name: currency
+        description: the currency the amount is in
+        logicalType: string
+        physicalType: string
+        required: true
+    - name: due_date
+      description: the date by which the total must be paid
+      logicalType: date
+      physicalType: date
+      required: true
+    - name: discount
+      description: a discount as fraction of one (for percentages), if the customer gets discount
+      logicalType: number
+      physicalType: double
+  - name: customer_id
+    description: Unique identifier for the customer.
+    logicalType: string
+    physicalType: string
+  - name: customer_email_address
+    description: The email address, as entered by the customer. The email address was not verified.
+    logicalType: string
+    physicalType: string
+    required: true
+  - name: processed_timestamp
+    description: The timestamp when the record was processed by the data platform.
+    logicalType: timestamp
+    physicalType: timestamp
+    required: true
+
+- name: line_items
+  description: A single article that is part of an order.
+  physicalType: table
+  properties:
+  - name: lines_item_id
+    description: Primary key of the lines_item_id table
+    logicalType: string
+    physicalType: string
+    required: true
+    unique: true
+    primaryKey: true
+  - name: order_id
+    description: An internal ID that identifies an order in the online shop.
+    logicalType: string
+    physicalType: string
+    relationships:
+    - type: foreignKey
+      to: orders.order_id
+  - name: sku
+    description: The purchased article number
+    logicalType: string
+    physicalType: string
+
+team:
+  name: Checkout Team
\ No newline at end of file
diff --git a/tests/fixtures/dbml/import/datacontract.yaml b/tests/fixtures/dbml/import/datacontract.yaml
index efb7f596b..2aa614e83 100644
--- a/tests/fixtures/dbml/import/datacontract.yaml
+++ b/tests/fixtures/dbml/import/datacontract.yaml
@@ -1,71 +1,78 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: Orders Latest
-  version: 0.0.1
-models:
-  orders:
-    description: One record per order. Includes cancelled and deleted orders.
-    namespace: test
-    fields:
-      order_id:
-        type: string
-        required: true
-        primaryKey: true
-        unique: true
-        description: An internal ID that identifies an order in the online shop.
-      order_timestamp:
-        type: timestamp_ntz
-        required: true
-        primaryKey: false
-        unique: false
-        description: The business timestamp in UTC when the order was successfully
-          registered in the source system and the payment was successful.
-      order_total:
-        type: variant
-        required: true
-        primaryKey: false
-        unique: false
-        description: Total amount the smallest monetary unit (e.g., cents).
-      customer_id:
-        type: string
-        required: false
-        primaryKey: false
-        unique: false
-        description: Unique identifier for the customer.
-      customer_email_address:
-        type: string
-        required: true
-        primaryKey: false
-        unique: false
-        description: The email address, as entered by the customer. The email address
-          was not verified.
-      processed_timestamp:
-        type: timestamp_ntz
-        required: true
-        primaryKey: false
-        unique: false
-        description: The timestamp when the record was processed by the data platform.
-  line_items:
-    description: A single article that is part of an order.
-    namespace: orders
-    fields:
-      lines_item_id:
-        type: string
-        required: true
-        primaryKey: true
-        unique: true
-        description: Primary key of the lines_item_id table
-      order_id:
-        type: string
-        required: false
-        primaryKey: false
-        unique: false
-        references: orders.order_id
-        description: An internal ID that identifies an order in the online shop.
-      sku:
-        type: string
-        required: false
-        primaryKey: false
-        unique: false
-        description: The purchased article number
\ No newline at end of file
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: Orders Latest
+status: draft
+schema:
+- name: orders
+  physicalType: table
+  description: One record per order. Includes cancelled and deleted orders.
+  customProperties:
+  - property: namespace
+    value: test
+  logicalType: object
+  physicalName: orders
+  properties:
+  - name: order_id
+    physicalType: text
+    description: An internal ID that identifies an order in the online shop.
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: string
+    required: true
+    unique: true
+  - name: order_timestamp
+    physicalType: timestamp
+    description: The business timestamp in UTC when the order was successfully registered
+      in the source system and the payment was successful.
+    logicalType: date
+    required: true
+  - name: order_total
+    physicalType: record
+    description: Total amount the smallest monetary unit (e.g., cents).
+    logicalType: object
+    required: true
+  - name: customer_id
+    physicalType: text
+    description: Unique identifier for the customer.
+    logicalType: string
+  - name: customer_email_address
+    physicalType: text
+    description: The email address, as entered by the customer. The email address
+      was not verified.
+    logicalType: string
+    required: true
+  - name: processed_timestamp
+    physicalType: timestamp
+    description: The timestamp when the record was processed by the data platform.
+    logicalType: date
+    required: true
+- name: line_items
+  physicalType: table
+  description: A single article that is part of an order.
+  customProperties:
+  - property: namespace
+    value: orders
+  logicalType: object
+  physicalName: line_items
+  properties:
+  - name: lines_item_id
+    physicalType: text
+    description: Primary key of the lines_item_id table
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: string
+    required: true
+    unique: true
+  - name: order_id
+    physicalType: text
+    description: An internal ID that identifies an order in the online shop.
+    customProperties:
+    - property: references
+      value: orders.order_id
+    logicalType: string
+  - name: sku
+    physicalType: text
+    description: The purchased article number
+    logicalType: string
diff --git a/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml b/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml
index c3c6414ed..6c126f80e 100644
--- a/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml
+++ b/tests/fixtures/dbml/import/datacontract_schema_filtered.yaml
@@ -1,29 +1,35 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: Orders Latest
-  version: 0.0.1
-models:
-  line_items:
-    description: A single article that is part of an order.
-    namespace: orders
-    fields:
-      lines_item_id:
-        type: string
-        required: true
-        primaryKey: true
-        unique: true
-        description: Primary key of the lines_item_id table
-      order_id:
-        type: string
-        required: false
-        primaryKey: false
-        unique: false
-        references: orders.order_id
-        description: An internal ID that identifies an order in the online shop.
-      sku:
-        type: string
-        required: false
-        primaryKey: false
-        unique: false
-        description: The purchased article number
\ No newline at end of file
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: Orders Latest
+status: draft
+schema:
+- name: line_items
+  physicalType: table
+  description: A single article that is part of an order.
+  customProperties:
+  - property: namespace
+    value: orders
+  logicalType: object
+  physicalName: line_items
+  properties:
+  - name: lines_item_id
+    physicalType: text
+    description: Primary key of the lines_item_id table
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: string
+    required: true
+    unique: true
+  - name: order_id
+    physicalType: text
+    description: An internal ID that identifies an order in the online shop.
+    customProperties:
+    - property: references
+      value: orders.order_id
+    logicalType: string
+  - name: sku
+    physicalType: text
+    description: The purchased article number
+    logicalType: string
diff --git a/tests/fixtures/dbml/import/datacontract_table_filtered.yaml b/tests/fixtures/dbml/import/datacontract_table_filtered.yaml
index 062cfe998..b8d5bb2d9 100644
--- a/tests/fixtures/dbml/import/datacontract_table_filtered.yaml
+++ b/tests/fixtures/dbml/import/datacontract_table_filtered.yaml
@@ -1,48 +1,50 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: Orders Latest
-  version: 0.0.1
-models:
-  orders:
-    description: One record per order. Includes cancelled and deleted orders.
-    namespace: test
-    fields:
-      order_id:
-        type: string
-        required: true
-        primaryKey: true
-        unique: true
-        description: An internal ID that identifies an order in the online shop.
-      order_timestamp:
-        type: timestamp_ntz
-        required: true
-        primaryKey: false
-        unique: false
-        description: The business timestamp in UTC when the order was successfully
-          registered in the source system and the payment was successful.
-      order_total:
-        type: variant
-        required: true
-        primaryKey: false
-        unique: false
-        description: Total amount the smallest monetary unit (e.g., cents).
-      customer_id:
-        type: string
-        required: false
-        primaryKey: false
-        unique: false
-        description: Unique identifier for the customer.
-      customer_email_address:
-        type: string
-        required: true
-        primaryKey: false
-        unique: false
-        description: The email address, as entered by the customer. The email address
-          was not verified.
-      processed_timestamp:
-        type: timestamp_ntz
-        required: true
-        primaryKey: false
-        unique: false
-        description: The timestamp when the record was processed by the data platform.
\ No newline at end of file
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: Orders Latest
+status: draft
+schema:
+- name: orders
+  physicalType: table
+  description: One record per order. Includes cancelled and deleted orders.
+  customProperties:
+  - property: namespace
+    value: test
+  logicalType: object
+  physicalName: orders
+  properties:
+  - name: order_id
+    physicalType: text
+    description: An internal ID that identifies an order in the online shop.
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: string
+    required: true
+    unique: true
+  - name: order_timestamp
+    physicalType: timestamp
+    description: The business timestamp in UTC when the order was successfully registered
+      in the source system and the payment was successful.
+    logicalType: date
+    required: true
+  - name: order_total
+    physicalType: record
+    description: Total amount the smallest monetary unit (e.g., cents).
+    logicalType: object
+    required: true
+  - name: customer_id
+    physicalType: text
+    description: Unique identifier for the customer.
+    logicalType: string
+  - name: customer_email_address
+    physicalType: text
+    description: The email address, as entered by the customer. The email address
+      was not verified.
+    logicalType: string
+    required: true
+  - name: processed_timestamp
+    physicalType: timestamp
+    description: The timestamp when the record was processed by the data platform.
+    logicalType: date
+    required: true
diff --git a/tests/fixtures/dbt/export/datacontract.odcs.yaml b/tests/fixtures/dbt/export/datacontract.odcs.yaml
new file mode 100644
index 000000000..a354b3393
--- /dev/null
+++ b/tests/fixtures/dbt/export/datacontract.odcs.yaml
@@ -0,0 +1,86 @@
+kind: DataContract
+apiVersion: v3.1.0
+id: orders-unit-test
+name: Orders Unit Test
+version: 1.0.0
+status: active
+description:
+  purpose: The orders data contract
+team:
+  name: checkout
+  description: Checkout team
+servers:
+  - server: production
+    type: bigquery
+    environment: production
+    account: my-account
+    project: my-database
+    dataset: my-schema
+schema:
+  - name: orders
+    businessName: orders
+    physicalType: table
+    description: The orders model
+    properties:
+      - name: order_id
+        businessName: Order ID
+        logicalType: string
+        physicalType: varchar
+        unique: true
+        required: true
+        classification: sensitive
+        tags:
+          - order_id
+        logicalTypeOptions:
+          minLength: 8
+          maxLength: 10
+          pattern: ^B[0-9]+$
+        customProperties:
+          - property: pii
+            value: "true"
+        examples:
+          - B12345678
+          - B12345679
+      - name: order_total
+        logicalType: integer
+        physicalType: bigint
+        required: true
+        description: The order_total field
+        logicalTypeOptions:
+          minimum: 0
+          maximum: 1000000
+        quality:
+          - type: sql
+            description: 95% of all order total values are expected to be between 10 and 499 EUR.
+            query: |
+              SELECT quantile_cont(order_total, 0.95) AS percentile_95
+              FROM orders
+            mustBeBetween:
+              - 1000
+              - 49900
+      - name: order_status
+        logicalType: string
+        physicalType: text
+        required: true
+        customProperties:
+          - property: enum
+            value: "[\"pending\", \"shipped\", \"delivered\"]"
+      - name: user_id
+        businessName: User ID
+        logicalType: string
+        physicalType: varchar
+        required: true
+        relationships:
+          - type: foreignKey
+            to: users.user_id
+  - name: users
+    businessName: users
+    physicalType: table
+    description: The users model
+    properties:
+      - name: user_id
+        businessName: User ID
+        logicalType: string
+        physicalType: varchar
+        unique: true
+        required: true
\ No newline at end of file
diff --git a/tests/fixtures/dbt/import/expected/manifest_empty_columns_filtered.odcs.yaml b/tests/fixtures/dbt/import/expected/manifest_empty_columns_filtered.odcs.yaml
new file mode 100644
index 000000000..1cc86197e
--- /dev/null
+++ b/tests/fixtures/dbt/import/expected/manifest_empty_columns_filtered.odcs.yaml
@@ -0,0 +1,20 @@
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: jaffle_shop
+status: draft
+schema:
+- name: customers
+  physicalType: table
+  description: This table has basic information about a customer, as well as some
+    derived facts based on a customer's orders
+  customProperties:
+  - property: tags
+    value: TABLE_PII
+  logicalType: object
+  physicalName: customers
+customProperties:
+- property: dbt_version
+  value: 1.8.0
+
diff --git a/tests/fixtures/dbt/import/expected/manifest_jaffle_bigquery.odcs.yaml b/tests/fixtures/dbt/import/expected/manifest_jaffle_bigquery.odcs.yaml
new file mode 100644
index 000000000..9b5a98033
--- /dev/null
+++ b/tests/fixtures/dbt/import/expected/manifest_jaffle_bigquery.odcs.yaml
@@ -0,0 +1,192 @@
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: jaffle_shop
+status: draft
+schema:
+- name: orders
+  physicalType: table
+  description: This table has basic information about orders, as well as some derived
+    facts based on payments
+  logicalType: object
+  physicalName: orders
+  properties:
+  - name: order_id
+    physicalType: INT64
+    description: This is a unique identifier for an order
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: customer_id
+    physicalType: INT64
+    description: Foreign key to the customers table
+    customProperties:
+    - property: references
+      value: customers.customer_id
+    logicalType: integer
+    required: true
+  - name: order_date
+    physicalType: DATE
+    description: Date (UTC) that the order was placed
+    logicalType: date
+  - name: status
+    physicalType: STRING
+    description: 'Orders can be one of the following statuses:
+
+
+      | status         | description                                                                                                            |
+
+      |----------------|------------------------------------------------------------------------------------------------------------------------|
+
+      | placed         | The order has been placed but has not yet left the warehouse                                                           |
+
+      | shipped        | The order has ben shipped to the customer and is currently
+      in transit                                                  |
+
+      | completed      | The order has been received by the customer                                                                            |
+
+      | return_pending | The customer has indicated that they would like to return
+      the order, but it has not yet been received at the warehouse |
+
+      | returned       | The order has been returned by the customer and received
+      at the warehouse                                              |'
+    logicalType: string
+  - name: credit_card_amount
+    physicalType: FLOAT64
+    description: Amount of the order (AUD) paid for by credit card
+    logicalType: number
+    required: true
+  - name: coupon_amount
+    physicalType: FLOAT64
+    description: Amount of the order (AUD) paid for by coupon
+    logicalType: number
+    required: true
+  - name: bank_transfer_amount
+    physicalType: FLOAT64
+    description: Amount of the order (AUD) paid for by bank transfer
+    logicalType: number
+    required: true
+  - name: gift_card_amount
+    physicalType: FLOAT64
+    description: Amount of the order (AUD) paid for by gift card
+    logicalType: number
+    required: true
+  - name: amount
+    physicalType: FLOAT64
+    description: Total amount (AUD) of the order
+    logicalType: number
+    required: true
+- name: stg_customers
+  physicalType: table
+  logicalType: object
+  physicalName: stg_customers
+  properties:
+  - name: customer_id
+    physicalType: INT64
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: first_name
+    physicalType: STRING
+    logicalType: string
+  - name: last_name
+    physicalType: STRING
+    logicalType: string
+- name: stg_orders
+  physicalType: table
+  logicalType: object
+  physicalName: stg_orders
+  properties:
+  - name: order_id
+    physicalType: INT64
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: customer_id
+    physicalType: INT64
+    logicalType: integer
+  - name: order_date
+    physicalType: DATE
+    logicalType: date
+  - name: status
+    physicalType: STRING
+    logicalType: string
+- name: stg_payments
+  physicalType: table
+  logicalType: object
+  physicalName: stg_payments
+  properties:
+  - name: payment_id
+    physicalType: INT64
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: order_id
+    physicalType: INT64
+    logicalType: integer
+  - name: payment_method
+    physicalType: STRING
+    logicalType: string
+  - name: amount
+    physicalType: FLOAT64
+    logicalType: number
+- name: customers
+  physicalType: table
+  description: This table has basic information about a customer, as well as some
+    derived facts based on a customer's orders
+  customProperties:
+  - property: tags
+    value: TABLE_PII
+  logicalType: object
+  physicalName: customers
+  properties:
+  - name: customer_id
+    physicalType: INT64
+    description: This is a unique identifier for a customer
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: first_name
+    physicalType: STRING
+    description: Customer's first name. PII.
+    customProperties:
+    - property: tags
+      value: PII
+    logicalType: string
+  - name: last_name
+    physicalType: STRING
+    description: Customer's last name. PII.
+    customProperties:
+    - property: tags
+      value: PII
+    logicalType: string
+  - name: first_order
+    physicalType: DATE
+    description: Date (UTC) of a customer's first order
+    logicalType: date
+  - name: most_recent_order
+    physicalType: DATE
+    description: Date (UTC) of a customer's most recent order
+    logicalType: date
+  - name: number_of_orders
+    physicalType: INT64
+    description: Count of the number of orders a customer has placed
+    logicalType: integer
+  - name: customer_lifetime_value
+    physicalType: FLOAT64
+    logicalType: number
+customProperties:
+- property: dbt_version
+  value: 1.8.0
+
diff --git a/tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb.odcs.yaml b/tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb.odcs.yaml
new file mode 100644
index 000000000..32638b1a9
--- /dev/null
+++ b/tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb.odcs.yaml
@@ -0,0 +1,192 @@
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: jaffle_shop
+status: draft
+schema:
+- name: orders
+  physicalType: table
+  description: This table has basic information about orders, as well as some derived
+    facts based on payments
+  logicalType: object
+  physicalName: orders
+  properties:
+  - name: order_id
+    physicalType: integer
+    description: This is a unique identifier for an order
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: customer_id
+    physicalType: integer
+    description: Foreign key to the customers table
+    customProperties:
+    - property: references
+      value: customers.customer_id
+    logicalType: integer
+    required: true
+  - name: order_date
+    physicalType: date
+    description: Date (UTC) that the order was placed
+    logicalType: date
+  - name: status
+    physicalType: varchar
+    description: 'Orders can be one of the following statuses:
+
+
+      | status         | description                                                                                                            |
+
+      |----------------|------------------------------------------------------------------------------------------------------------------------|
+
+      | placed         | The order has been placed but has not yet left the warehouse                                                           |
+
+      | shipped        | The order has ben shipped to the customer and is currently
+      in transit                                                  |
+
+      | completed      | The order has been received by the customer                                                                            |
+
+      | return_pending | The customer has indicated that they would like to return
+      the order, but it has not yet been received at the warehouse |
+
+      | returned       | The order has been returned by the customer and received
+      at the warehouse                                              |'
+    logicalType: string
+  - name: credit_card_amount
+    physicalType: double
+    description: Amount of the order (AUD) paid for by credit card
+    logicalType: number
+    required: true
+  - name: coupon_amount
+    physicalType: double
+    description: Amount of the order (AUD) paid for by coupon
+    logicalType: number
+    required: true
+  - name: bank_transfer_amount
+    physicalType: double
+    description: Amount of the order (AUD) paid for by bank transfer
+    logicalType: number
+    required: true
+  - name: gift_card_amount
+    physicalType: double
+    description: Amount of the order (AUD) paid for by gift card
+    logicalType: number
+    required: true
+  - name: amount
+    physicalType: double
+    description: Total amount (AUD) of the order
+    logicalType: number
+    required: true
+- name: stg_customers
+  physicalType: table
+  logicalType: object
+  physicalName: stg_customers
+  properties:
+  - name: customer_id
+    physicalType: integer
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: first_name
+    physicalType: varchar
+    logicalType: string
+  - name: last_name
+    physicalType: varchar
+    logicalType: string
+- name: stg_orders
+  physicalType: table
+  logicalType: object
+  physicalName: stg_orders
+  properties:
+  - name: order_id
+    physicalType: integer
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: customer_id
+    physicalType: integer
+    logicalType: integer
+  - name: order_date
+    physicalType: date
+    logicalType: date
+  - name: status
+    physicalType: varchar
+    logicalType: string
+- name: stg_payments
+  physicalType: table
+  logicalType: object
+  physicalName: stg_payments
+  properties:
+  - name: payment_id
+    physicalType: integer
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: order_id
+    physicalType: integer
+    logicalType: integer
+  - name: payment_method
+    physicalType: varchar
+    logicalType: string
+  - name: amount
+    physicalType: double
+    logicalType: number
+- name: customers
+  physicalType: table
+  description: This table has basic information about a customer, as well as some
+    derived facts based on a customer's orders
+  customProperties:
+  - property: tags
+    value: TABLE_PII
+  logicalType: object
+  physicalName: customers
+  properties:
+  - name: customer_id
+    physicalType: integer
+    description: This is a unique identifier for a customer
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: first_name
+    physicalType: varchar
+    description: Customer's first name. PII.
+    customProperties:
+    - property: tags
+      value: PII
+    logicalType: string
+  - name: last_name
+    physicalType: varchar
+    description: Customer's last name. PII.
+    customProperties:
+    - property: tags
+      value: PII
+    logicalType: string
+  - name: first_order
+    physicalType: date
+    description: Date (UTC) of a customer's first order
+    logicalType: date
+  - name: most_recent_order
+    physicalType: date
+    description: Date (UTC) of a customer's most recent order
+    logicalType: date
+  - name: number_of_orders
+    physicalType: bigint
+    description: Count of the number of orders a customer has placed
+    logicalType: integer
+  - name: customer_lifetime_value
+    physicalType: double
+    logicalType: number
+customProperties:
+- property: dbt_version
+  value: 1.8.0
+
diff --git a/tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb_filtered.odcs.yaml b/tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb_filtered.odcs.yaml
new file mode 100644
index 000000000..8cd4b7c10
--- /dev/null
+++ b/tests/fixtures/dbt/import/expected/manifest_jaffle_duckdb_filtered.odcs.yaml
@@ -0,0 +1,58 @@
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: jaffle_shop
+status: draft
+schema:
+- name: customers
+  physicalType: table
+  description: This table has basic information about a customer, as well as some
+    derived facts based on a customer's orders
+  customProperties:
+  - property: tags
+    value: TABLE_PII
+  logicalType: object
+  physicalName: customers
+  properties:
+  - name: customer_id
+    physicalType: integer
+    description: This is a unique identifier for a customer
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: integer
+    required: true
+    unique: true
+  - name: first_name
+    physicalType: varchar
+    description: Customer's first name. PII.
+    customProperties:
+    - property: tags
+      value: PII
+    logicalType: string
+  - name: last_name
+    physicalType: varchar
+    description: Customer's last name. PII.
+    customProperties:
+    - property: tags
+      value: PII
+    logicalType: string
+  - name: first_order
+    physicalType: date
+    description: Date (UTC) of a customer's first order
+    logicalType: date
+  - name: most_recent_order
+    physicalType: date
+    description: Date (UTC) of a customer's most recent order
+    logicalType: date
+  - name: number_of_orders
+    physicalType: bigint
+    description: Count of the number of orders a customer has placed
+    logicalType: integer
+  - name: customer_lifetime_value
+    physicalType: double
+    logicalType: number
+customProperties:
+- property: dbt_version
+  value: 1.8.0
+
diff --git a/tests/fixtures/dqx/datacontract.odcs.yaml b/tests/fixtures/dqx/datacontract.odcs.yaml
new file mode 100644
index 000000000..4383e0269
--- /dev/null
+++ b/tests/fixtures/dqx/datacontract.odcs.yaml
@@ -0,0 +1,453 @@
+version: 2.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: data-contract-example_user_interactions_enhanced
+name: user_interactions
+status: active
+
+servers:
+- server: development
+  type: databricks
+  catalog: dev_catalog
+  schema: dev_schema
+- server: production
+  type: databricks
+  catalog: prod_catalog
+  schema: prod_schema
+
+schema:
+- name: datacontract_test_with_quality
+  physicalType: table
+  description: Table containing user interaction data on the platform.
+  properties:
+  - name: interaction_id
+    physicalType: string
+    description: Unique identifier for the interaction.
+    logicalType: string
+    required: true
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: error
+        check:
+          function: is_not_null
+  - name: user_id
+    physicalType: string
+    description: Unique identifier for the user.
+    logicalType: string
+    required: true
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: error
+        check:
+          function: is_not_null
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: error
+        check:
+          function: foreign_key
+          arguments:
+            ref_columns:
+              - id
+            ref_table: catalog1.schema1.user
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: error
+        check:
+          function: is_unique
+  - name: interaction_type
+    physicalType: string
+    description: Type of interaction (e.g., click, view, purchase).
+    logicalType: string
+    required: true
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: error
+        check:
+          function: is_in_list
+          arguments:
+            allowed:
+              - click
+              - view
+              - purchase
+              - like
+              - share
+  - name: interaction_timestamp
+    physicalType: timestamp
+    description: Timestamp of the interaction.
+    logicalType: timestamp
+    required: true
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: error
+        check:
+          function: is_valid_timestamp
+          arguments:
+            timestamp_format: "yyyy-MM-dd HH:mm:ss"
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: warning
+        check:
+          function: not_in_future
+          arguments:
+            offset: 1h
+  - name: item_id
+    physicalType: string
+    description: Identifier of the item interacted with.
+    logicalType: string
+    required: false
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: minor
+        check:
+          function: is_not_null
+  - name: interaction_value
+    physicalType: integer
+    description: Value associated with the interaction (e.g., amount spent).
+    logicalType: integer
+    required: false
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: minor
+        check:
+          function: is_in_range
+          arguments:
+            min_limit: 0
+            max_limit: 1000
+  - name: location
+    physicalType: string
+    description: User's location during the interaction.
+    logicalType: string
+    required: false
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: minor
+        check:
+          function: regex_match
+          arguments:
+            regex: "^[A-Za-z]+(?:[\\s-][A-Za-z]+)*$"
+  - name: device
+    physicalType: string
+    description: User's device during the interaction.
+    logicalType: string
+    required: false
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: minor
+        check:
+          function: is_in_list
+          arguments:
+            allowed:
+              - mobile
+              - desktop
+              - tablet
+  - name: interaction_date
+    physicalType: string
+    description: Date of the interaction.
+    logicalType: string
+    required: true
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: error
+        check:
+          function: is_valid_date
+          arguments:
+            date_format: "yyyy-MM-dd"
+  - name: time_since_last_interaction
+    physicalType: integer
+    description: Time since the user's last interaction (in days).
+    logicalType: integer
+    required: false
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: minor
+        check:
+          function: is_older_than_n_days
+          arguments:
+            days: 30
+  - name: is_active
+    physicalType: boolean
+    description: Flag indicating if the user is still active
+    logicalType: boolean
+    required: false
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: minor
+        check:
+          function: sql_expression
+          arguments:
+            expression: "is_active IN ('true', 'false')"
+  - name: user_profile
+    physicalType: struct
+    description: User profile information.
+    logicalType: object
+    required: false
+    properties:
+    - name: age
+      physicalType: integer
+      description: User's age.
+      logicalType: integer
+      required: false
+      quality:
+      - type: custom
+        engine: dqx
+        implementation:
+          criticality: minor
+          check:
+            function: is_in_range
+            arguments:
+              min_limit: 13
+              max_limit: 120
+    - name: gender
+      physicalType: string
+      description: User's gender.
+      logicalType: string
+      required: false
+      quality:
+      - type: custom
+        engine: dqx
+        implementation:
+          criticality: minor
+          check:
+            function: is_in_list
+            arguments:
+              allowed:
+                - male
+                - female
+                - other
+    - name: location_details
+      physicalType: struct
+      description: Nested location information.
+      logicalType: object
+      required: false
+      properties:
+      - name: city
+        physicalType: string
+        description: User's city.
+        logicalType: string
+        required: false
+      - name: country
+        physicalType: string
+        description: User's country.
+        logicalType: string
+        required: false
+        quality:
+        - type: custom
+          engine: dqx
+          implementation:
+            criticality: minor
+            check:
+              function: regex_match
+              arguments:
+                regex: "^[A-Z]{2}$"
+  - name: related_items
+    physicalType: array
+    description: List of item IDs related to this interaction.
+    logicalType: array
+    required: false
+    quality:
+    - type: custom
+      engine: dqx
+      implementation:
+        criticality: minor
+        check:
+          function: is_not_null_and_not_empty_array
+    items:
+      name: item
+      physicalType: string
+      logicalType: string
+  - name: interaction_context
+    physicalType: struct
+    description: Contextual information about the interaction.
+    logicalType: object
+    required: false
+    properties:
+    - name: page_url
+      physicalType: string
+      description: URL of the page where the interaction occurred.
+      logicalType: string
+      required: false
+      quality:
+      - type: custom
+        engine: dqx
+        implementation:
+          criticality: minor
+          check:
+            function: regex_match
+            arguments:
+              regex: "^https?://.+$"
+    - name: device_type
+      physicalType: string
+      description: Type of device used for the interaction.
+      logicalType: string
+      required: false
+      quality:
+      - type: custom
+        engine: dqx
+        implementation:
+          criticality: minor
+          check:
+            function: is_in_list
+            arguments:
+              allowed:
+                - mobile
+                - desktop
+                - tablet
+                - tv
+  quality:
+  - description: All quality rules for valid user interactions.
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: "error"
+      filter: "interaction_type IN ('click', 'view', 'purchase')"
+      check:
+        function: "is_not_null"
+        for_each_column:
+          - user_id
+          - interaction_id
+          - interaction_type
+          - interaction_timestamp
+  - description: Item value present and within range for purchases.
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: "warning"
+      filter: "interaction_type = 'purchase'"
+      check:
+        function: "is_in_range"
+        arguments:
+          column: interaction_value
+          min_limit: 0
+          max_limit: 1000
+  - description: Valid device type for mobile interactions
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: "minor"
+      filter: "device = 'mobile'"
+      check:
+        function: "is_in_list"
+        arguments:
+          column: device
+          allowed:
+            - mobile
+            - tablet
+  - description: Age should be within limits
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: "minor"
+      filter: "user_profile.age IS NOT NULL"
+      check:
+        function: "is_in_range"
+        arguments:
+          column: user_profile.age
+          min_limit: 13
+          max_limit: 120
+  - description: User_id has to be unique per day.
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: error
+      check:
+        function: is_unique
+        arguments:
+          columns:
+            - user_id
+            - interaction_date
+  - description: Interaction value has to be under 1000
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: error
+      filter: "interaction_type = 'purchase'"
+      check:
+        function: is_aggr_not_greater_than
+        arguments:
+          column: interaction_value
+          aggr_type: max
+          limit: 1000
+  - description: User id age has to be greater than 21 years.
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: error
+      check:
+        function: is_aggr_not_less_than
+        arguments:
+          column: user_profile.age
+          aggr_type: min
+          group_by:
+            - user_id
+          limit: 21
+  - description: Check if you have exactly one line per hour.
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: error
+      check:
+        function: is_aggr_equal
+        arguments:
+          column: interaction_date
+          aggr_type: count
+          limit: 24
+  - description: Check if you have exactly one line per hour.
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: error
+      check:
+        function: foreign_key
+        arguments:
+          columns:
+            - user_id
+          ref_columns:
+            - id
+          ref_df_name: df_user
+  - description: Check if you have exactly one line per hour.
+    type: custom
+    engine: dqx
+    implementation:
+      criticality: error
+      check:
+        function: foreign_key
+        arguments:
+          columns:
+            - user_id
+          ref_columns:
+            - id
+          ref_table: catalog1.schema1.user
+
+team:
+  name: Example Team
+
+slaProperties:
+- property: generalAvailability
+  value: Available 24/7
+- property: retention
+  value: P1Y
\ No newline at end of file
diff --git a/tests/fixtures/dqx/datacontract.yaml b/tests/fixtures/dqx/datacontract.yaml
deleted file mode 100644
index 8e51d9e0e..000000000
--- a/tests/fixtures/dqx/datacontract.yaml
+++ /dev/null
@@ -1,456 +0,0 @@
-dataContractSpecification: 1.1.0
-
-id: data-contract-example_user_interactions_enhanced
-
-info:
-  title: user_interactions
-  version: 2.0.0
-  owner: Example Team
-  contact:
-    name: John Doe
-    email: john.doe@example.com
-
-servers:
-  development:
-    type: databricks
-    catalog: dev_catalog
-    schema: dev_schema
-  production:
-    type: databricks
-    catalog: prod_catalog
-    schema: prod_schema
-
-terms:
-  usage: Analysis of user behavior on the platform
-  limitations: Not for real-time decision making
-  billing: Contact data engineering
-
-servicelevels:
-  availability:
-    description: Available 24/7
-    percentage: 99.99%
-  retention:
-    description: Data retained for 1 year
-    period: P1Y
-    unlimited: false
-  latency:
-    description: Data available within 1 hour
-    threshold: 1h
-  frequency:
-    description: Data updated every 15 minutes
-    type: streaming
-    interval: 15 minutes
-  support:
-    description: Support available during business hours
-    time: 9am - 5pm PST
-    responseTime: 30 minutes
-
-links:
-  documentation: https://example.com/documentation
-
-models:
-  datacontract_test_with_quality:
-    type: table
-    description: Table containing user interaction data on the platform.
-    fields:
-      interaction_id:
-        type: string
-        required: true
-        primary: true
-        description: Unique identifier for the interaction.
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: error
-              check:
-                function: is_not_null
-      user_id:
-        type: string
-        required: true
-        description: Unique identifier for the user.
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: error
-              check:
-                function: is_not_null
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: error
-              check:
-                function: foreign_key
-                arguments:
-                  ref_columns:
-                    - id
-                  ref_table: catalog1.schema1.user
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: error
-              check:
-                function: is_unique
-      interaction_type:
-        type: string
-        required: true
-        description: Type of interaction (e.g., click, view, purchase).
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: error
-              check:
-                function: is_in_list
-                arguments:
-                  allowed:
-                    - click
-                    - view
-                    - purchase
-                    - like
-                    - share
-      interaction_timestamp:
-        type: timestamp
-        required: true
-        description: Timestamp of the interaction.
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: error
-              check:
-                function: is_valid_timestamp
-                arguments:
-                  timestamp_format: "yyyy-MM-dd HH:mm:ss"
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: warning
-              check:
-                function: not_in_future
-                arguments:
-                  offset: 1h
-      item_id:
-        type: string
-        required: false
-        description: Identifier of the item interacted with.
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: minor
-              check:
-                function: is_not_null
-      interaction_value:
-        type: integer
-        required: false
-        description: Value associated with the interaction (e.g., amount spent).
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: minor
-              check:
-                function: is_in_range
-                arguments:
-                  min_limit: 0
-                  max_limit: 1000
-      location:
-        type: string
-        required: false
-        description: User's location during the interaction.
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: minor
-              check:
-                function: regex_match
-                arguments:
-                  regex: "^[A-Za-z]+(?:[\\s-][A-Za-z]+)*$"
-      device:
-        type: string
-        required: false
-        description: User's device during the interaction.
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: minor
-              check:
-                function: is_in_list
-                arguments:
-                  allowed:
-                    - mobile
-                    - desktop
-                    - tablet
-      interaction_date:
-        type: string
-        required: true
-        description: Date of the interaction.
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: error
-              check:
-                function: is_valid_date
-                arguments:
-                  date_format: "yyyy-MM-dd"
-      time_since_last_interaction:
-        type: integer
-        required: false
-        description: Time since the user's last interaction (in days).
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: minor
-              check:
-                function: is_older_than_n_days
-                arguments:
-                  days: 30
-      is_active:
-          type: boolean
-          required: false
-          description: Flag indicating if the user is still active
-          quality:
-            - type: custom
-              engine: dqx
-              specification:
-                criticality: minor
-                check:
-                  function: sql_expression
-                  arguments:
-                    expression: "is_active IN ('true', 'false')"
-      user_profile:
-        type: struct
-        required: false
-        description: User profile information.
-        fields:
-          age:
-            type: integer
-            required: false
-            description: User's age.
-            quality:
-              - type: custom
-                engine: dqx
-                specification:
-                  criticality: minor
-                  check:
-                    function: is_in_range
-                    arguments:
-                      min_limit: 13
-                      max_limit: 120
-          gender:
-            type: string
-            required: false
-            description: User's gender.
-            quality:
-              - type: custom
-                engine: dqx
-                specification:
-                  criticality: minor
-                  check:
-                    function: is_in_list
-                    arguments:
-                      allowed:
-                        - male
-                        - female
-                        - other
-          location_details:
-            type: struct
-            required: false
-            description: Nested location information.
-            fields:
-              city:
-                type: string
-                required: false
-                description: User's city.
-              country:
-                type: string
-                required: false
-                description: User's country.
-                quality:
-                  - type: custom
-                    engine: dqx
-                    specification:
-                      criticality: minor
-                      check:
-                        function: regex_match
-                        arguments:
-                          regex: "^[A-Z]{2}$"  #ISO country code
-      related_items:
-        type: array
-        required: false
-        description: List of item IDs related to this interaction.
-        items:
-          type: string
-        quality:
-          - type: custom
-            engine: dqx
-            specification:
-              criticality: minor
-              check:
-                function: is_not_null_and_not_empty_array
-      interaction_context:
-        type: struct
-        required: false
-        description: Contextual information about the interaction.
-        fields:
-          page_url:
-            type: string
-            required: false
-            description: URL of the page where the interaction occurred.
-            quality:
-              - type: custom
-                engine: dqx
-                specification:
-                  criticality: minor
-                  check:
-                    function: regex_match
-                    arguments:
-                      regex: "^https?://.+$"  # Basic URL regex
-          device_type:
-            type: string
-            required: false
-            description: Type of device used for the interaction.
-            quality:
-              - type: custom
-                engine: dqx
-                specification:
-                  criticality: minor
-                  check:
-                    function: is_in_list
-                    arguments:
-                      allowed:
-                        - mobile
-                        - desktop
-                        - tablet
-                        - tv
-
-    quality:
-      - type: custom
-        description: All quality rules for valid user interactions.
-        engine: dqx
-        specification:
-          criticality: "error"
-          filter: "interaction_type IN ('click', 'view', 'purchase')"  # Example Filter
-          check:
-            function: "is_not_null"
-            for_each_column:
-              - user_id
-              - interaction_id
-              - interaction_type
-              - interaction_timestamp
-      - type: custom
-        description: Item value present and within range for purchases.
-        engine: dqx
-        specification:
-          criticality: "warning"
-          filter: "interaction_type = 'purchase'"
-          check:
-            function: "is_in_range"
-            arguments:
-              column: interaction_value
-              min_limit: 0
-              max_limit: 1000
-      - type: custom
-        description: Valid device type for mobile interactions
-        engine: dqx
-        specification:
-          criticality: "minor"
-          filter: "device = 'mobile'"
-          check:
-            function: "is_in_list"
-            arguments:
-              column: device
-              allowed:
-                - mobile
-                - tablet
-      - type: custom
-        description: Age should be within limits
-        engine: dqx
-        specification:
-          criticality: "minor"
-          filter: "user_profile.age IS NOT NULL"
-          check:
-            function: "is_in_range"
-            arguments:
-              column: user_profile.age
-              min_limit: 13
-              max_limit: 120
-      - type: custom
-        description: User_id has to be unique per day.
-        engine: dqx
-        specification:
-          criticality: error
-          check:
-            function: is_unique
-            arguments:
-              columns:
-                - user_id
-                - interaction_date
-      - type: custom
-        description: Interaction value has to be under 1000
-        engine: dqx
-        specification:
-          criticality: error
-          filter: "interaction_type = 'purchase'"
-          check:
-            function: is_aggr_not_greater_than
-            arguments:
-              column: interaction_value
-              aggr_type: max
-              limit: 1000
-      - type: custom
-        description: User id age has to be greater than 21 years.
-        engine: dqx
-        specification:
-          criticality: error
-          check:
-            function: is_aggr_not_less_than
-            arguments:
-              column: user_profile.age
-              aggr_type: min
-              group_by:
-                - user_id
-              limit: 21
-      - type: custom
-        description: Check if you have exactly one line per hour.
-        engine: dqx
-        specification:
-          criticality: error
-          check:
-            function: is_aggr_equal
-            arguments:
-              column: interaction_date
-              aggr_type: count # other types: count, sum, min, max
-              limit: 24
-      - type: custom
-        description: Check if you have exactly one line per hour.
-        engine: dqx
-        specification:
-          criticality: error
-          check:
-            function: foreign_key
-            arguments:
-              columns:
-                - user_id
-              ref_columns:
-                - id
-              ref_df_name: df_user
-      - type: custom
-        description: Check if you have exactly one line per hour.
-        engine: dqx
-        specification:
-          criticality: error
-          check:
-            function: foreign_key
-            arguments:
-              columns:
-                - user_id
-              ref_columns:
-                - id
-              ref_table: catalog1.schema1.user
\ No newline at end of file
diff --git a/tests/fixtures/dqx/datacontract_missing_quality.odcs.yaml b/tests/fixtures/dqx/datacontract_missing_quality.odcs.yaml
new file mode 100644
index 000000000..35687b1ab
--- /dev/null
+++ b/tests/fixtures/dqx/datacontract_missing_quality.odcs.yaml
@@ -0,0 +1,143 @@
+version: 2.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: data-contract-example_user_interactions_enhanced
+name: user_interactions
+status: active
+
+servers:
+- server: development
+  type: databricks
+  catalog: dev_catalog
+  schema: dev_schema
+- server: production
+  type: databricks
+  catalog: prod_catalog
+  schema: prod_schema
+
+schema:
+- name: datacontract_test
+  physicalType: table
+  description: Table containing user interaction data on the platform.
+  properties:
+  - name: interaction_id
+    physicalType: string
+    description: Unique identifier for the interaction.
+    logicalType: string
+    required: true
+  - name: user_id
+    physicalType: string
+    description: Unique identifier for the user.
+    logicalType: string
+    required: true
+  - name: interaction_type
+    physicalType: string
+    description: Type of interaction (e.g., click, view, purchase).
+    logicalType: string
+    required: true
+  - name: interaction_timestamp
+    physicalType: timestamp
+    description: Timestamp of the interaction.
+    logicalType: timestamp
+    required: true
+  - name: item_id
+    physicalType: string
+    description: Identifier of the item interacted with.
+    logicalType: string
+    required: false
+  - name: interaction_value
+    physicalType: integer
+    description: Value associated with the interaction (e.g., amount spent).
+    logicalType: integer
+    required: false
+  - name: location
+    physicalType: string
+    description: User's location during the interaction.
+    logicalType: string
+    required: false
+  - name: device
+    physicalType: string
+    description: User's device during the interaction.
+    logicalType: string
+    required: false
+  - name: interaction_date
+    physicalType: string
+    description: Date of the interaction.
+    logicalType: string
+    required: true
+  - name: time_since_last_interaction
+    physicalType: integer
+    description: Time since the user's last interaction (in days).
+    logicalType: integer
+    required: false
+  - name: is_active
+    physicalType: boolean
+    description: Flag indicating if the user is still active
+    logicalType: boolean
+    required: false
+  - name: user_profile
+    physicalType: struct
+    description: User profile information.
+    logicalType: object
+    required: false
+    properties:
+    - name: age
+      physicalType: integer
+      description: User's age.
+      logicalType: integer
+      required: false
+    - name: gender
+      physicalType: string
+      description: User's gender.
+      logicalType: string
+      required: false
+    - name: location_details
+      physicalType: struct
+      description: Nested location information.
+      logicalType: object
+      required: false
+      properties:
+      - name: city
+        physicalType: string
+        description: User's city.
+        logicalType: string
+        required: false
+      - name: country
+        physicalType: string
+        description: User's country.
+        logicalType: string
+        required: false
+  - name: related_items
+    physicalType: array
+    description: List of item IDs related to this interaction.
+    logicalType: array
+    required: false
+    items:
+      name: item
+      physicalType: string
+      logicalType: string
+  - name: interaction_context
+    physicalType: struct
+    description: Contextual information about the interaction.
+    logicalType: object
+    required: false
+    properties:
+    - name: page_url
+      physicalType: string
+      description: URL of the page where the interaction occurred.
+      logicalType: string
+      required: false
+    - name: device_type
+      physicalType: string
+      description: Type of device used for the interaction.
+      logicalType: string
+      required: false
+
+team:
+  name: Example Team
+
+slaProperties:
+- property: generalAvailability
+  value: Available 24/7
+- property: retention
+  value: P1Y
\ No newline at end of file
diff --git a/tests/fixtures/dqx/datacontract_missing_quality.yaml b/tests/fixtures/dqx/datacontract_missing_quality.yaml
deleted file mode 100644
index 41465493d..000000000
--- a/tests/fixtures/dqx/datacontract_missing_quality.yaml
+++ /dev/null
@@ -1,145 +0,0 @@
-dataContractSpecification: 1.1.0
-
-id: data-contract-example_user_interactions_enhanced
-
-info:
-  title: user_interactions
-  version: 2.0.0
-  owner: Example Team
-  contact:
-    name: John Doe
-    email: john.doe@example.com
-
-servers:
-  development:
-    type: databricks
-    catalog: dev_catalog
-    schema: dev_schema
-  production:
-    type: databricks
-    catalog: prod_catalog
-    schema: prod_schema
-
-terms:
-  usage: Analysis of user behavior on the platform
-  limitations: Not for real-time decision making
-  billing: Contact data engineering
-
-servicelevels:
-  availability:
-    description: Available 24/7
-    percentage: 99.99%
-  retention:
-    description: Data retained for 1 year
-    period: P1Y
-    unlimited: false
-  latency:
-    description: Data available within 1 hour
-    threshold: 1h
-  frequency:
-    description: Data updated every 15 minutes
-    type: streaming
-    interval: 15 minutes
-  support:
-    description: Support available during business hours
-    time: 9am - 5pm PST
-    responseTime: 30 minutes
-
-links:
-  documentation: https://example.com/documentation
-
-models:
-  datacontract_test:
-    type: table
-    description: Table containing user interaction data on the platform.
-    fields:
-      interaction_id:
-        type: string
-        required: true
-        primary: true
-        description: Unique identifier for the interaction.
-      user_id:
-        type: string
-        required: true
-        description: Unique identifier for the user.
-      interaction_type:
-        type: string
-        required: true
-        description: Type of interaction (e.g., click, view, purchase).
-      interaction_timestamp:
-        type: timestamp
-        required: true
-        description: Timestamp of the interaction.
-      item_id:
-        type: string
-        required: false
-        description: Identifier of the item interacted with.
-      interaction_value:
-        type: integer
-        required: false
-        description: Value associated with the interaction (e.g., amount spent).
-      location:
-        type: string
-        required: false
-        description: User's location during the interaction.
-      device:
-        type: string
-        required: false
-        description: User's device during the interaction.
-      interaction_date:
-        type: string
-        required: true
-        description: Date of the interaction.
-      time_since_last_interaction:
-        type: integer
-        required: false
-        description: Time since the user's last interaction (in days).
-      is_active:
-          type: boolean
-          required: false
-          description: Flag indicating if the user is still active
-      user_profile:
-        type: struct
-        required: false
-        description: User profile information.
-        fields:
-          age:
-            type: integer
-            required: false
-            description: User's age.
-          gender:
-            type: string
-            required: false
-            description: User's gender.
-          location_details:
-            type: struct
-            required: false
-            description: Nested location information.
-            fields:
-              city:
-                type: string
-                required: false
-                description: User's city.
-              country:
-                type: string
-                required: false
-                description: User's country.
-      related_items:
-        type: array
-        required: false
-        description: List of item IDs related to this interaction.
-        items:
-          type: string
-      interaction_context:
-        type: struct
-        required: false
-        description: Contextual information about the interaction.
-        fields:
-          page_url:
-            type: string
-            required: false
-            description: URL of the page where the interaction occurred.
-          device_type:
-            type: string
-            required: false
-            description: Type of device used for the interaction.
\ No newline at end of file
diff --git a/tests/fixtures/export/datacontract.odcs.yaml b/tests/fixtures/export/datacontract.odcs.yaml
new file mode 100644
index 000000000..f71e1ae07
--- /dev/null
+++ b/tests/fixtures/export/datacontract.odcs.yaml
@@ -0,0 +1,76 @@
+kind: DataContract
+apiVersion: v3.1.0
+id: orders-unit-test
+name: Orders Unit Test
+version: 1.0.0
+status: active
+servers:
+- server: production
+  type: snowflake
+  environment: production
+  account: my-account
+  database: my-database
+  schema: my-schema
+description:
+  purpose: The orders data contract
+schema:
+- name: orders
+  physicalType: table
+  description: The orders model
+  properties:
+  - name: order_id
+    physicalType: varchar
+    businessName: Order ID
+    tags:
+    - order_id
+    customProperties:
+    - property: pii
+      value: 'True'
+    primaryKey: true
+    primaryKeyPosition: 1
+    logicalType: string
+    logicalTypeOptions:
+      minLength: 8
+      maxLength: 10
+      pattern: ^B[0-9]+$
+    required: true
+    unique: true
+    classification: sensitive
+  - name: order_total
+    physicalType: bigint
+    description: The order_total field
+    logicalType: integer
+    logicalTypeOptions:
+      minimum: 0
+      maximum: 1000000
+    required: true
+    quality:
+    - description: 95% of all order total values are expected to be between 10 and 499 EUR.
+      type: sql
+      mustBeBetween:
+      - 1000
+      - 49900
+      query: |
+        SELECT quantile_cont(order_total, 0.95) AS percentile_95
+        FROM orders
+  - name: order_status
+    physicalType: text
+    primaryKey: true
+    primaryKeyPosition: 2
+    logicalType: string
+    customProperties:
+      - property: enum
+        value:
+          - pending
+          - shipped
+          - delivered
+    required: true
+  quality:
+  - description: Row Count
+    type: sql
+    mustBeGreaterThan: 1000
+    query: |
+      SELECT COUNT(*) AS row_count
+      FROM orders
+team:
+  name: checkout
\ No newline at end of file
diff --git a/tests/fixtures/export/datacontract_no_model_type.yaml b/tests/fixtures/export/datacontract_no_model_type.yaml
deleted file mode 100644
index 06c65c1b2..000000000
--- a/tests/fixtures/export/datacontract_no_model_type.yaml
+++ /dev/null
@@ -1,91 +0,0 @@
-dataContractSpecification: 1.2.1
-id: orders-unit-test
-info:
-  title: Orders Unit Test
-  version: 1.0.0
-  status: active
-  owner: checkout
-  description: The orders data contract
-  contact:
-    email: team-orders@example.com
-    url: https://wiki.example.com/teams/checkout
-  otherField: otherValue
-terms:
-  usage: This data contract serves to demo datacontract CLI export.
-  limitations: Not intended to use in production
-  billing: free
-  noticePeriod: P3M
-servers:
-  production:
-    type: snowflake
-    environment: production
-    account: my-account
-    database: my-database
-    schema: my-schema
-    roles:
-      - name: analyst_us
-        description: Access to the data for US region
-models:
-  orders:
-    title: Webshop Orders
-    description: The orders model
-    primaryKey:
-    - order_id
-    - order_status
-    customModelProperty1: customModelProperty1Value
-    fields:
-      order_id:
-        title: Order ID
-        type: varchar
-        unique: true
-        required: true
-        minLength: 8
-        maxLength: 10
-        pii: true
-        classification: sensitive
-        tags:
-          - order_id
-        pattern: ^B[0-9]+$
-        examples:
-          - B12345678
-          - B12345679
-        customFieldProperty1: customFieldProperty1Value
-      order_total:
-        type: bigint
-        required: true
-        description: The order_total field
-        minimum: 0
-        maximum: 1000000
-        quality:
-          - type: sql
-            description: 95% of all order total values are expected to be between 10 and 499 EUR.
-            query: |
-              SELECT quantile_cont(order_total, 0.95) AS percentile_95
-              FROM orders
-            mustBeBetween: [1000, 49900]
-      order_status:
-        type: text
-        required: true
-        enum:
-          - pending
-          - shipped
-          - delivered
-    quality:
-      - type: sql
-        description: Row Count
-        query: |
-          SELECT COUNT(*) AS row_count
-          FROM orders
-        mustBeGreaterThan: 1000
-definitions:
-  customer_id:
-    title: Customer ID
-    type: string
-    format: uuid
-    description: Unique identifier for the customer.
-    examples:
-      - acbd1a47-9dca-4cb8-893e-87aa0aa0f243
-      - 5742637f-bb8b-4f0c-8ed1-afb1a91300a9
-    tags:
-      - features
-      - pii
\ No newline at end of file
diff --git a/tests/fixtures/export/rdf/datacontract-complex.yaml b/tests/fixtures/export/rdf/datacontract-complex.yaml
index 8b96c4fa0..ad76a23e8 100644
--- a/tests/fixtures/export/rdf/datacontract-complex.yaml
+++ b/tests/fixtures/export/rdf/datacontract-complex.yaml
@@ -116,13 +116,3 @@ examples:
       "8","1005","2001234567893"
       "9","1005","5001234567892"
       "10","1005","6001234567891"
-quality:
-  type: SodaCL   # data quality check format: SodaCL, montecarlo, custom
-  specification: # expressed as string or inline yaml or via "$ref: checks.yaml"
-    checks for orders:
-      - freshness(order_timestamp) < 24h
-      - row_count >= 5000
-      - duplicate_count(order_id) = 0
-    checks for line_items:
-      - values in (order_id) must exist in orders (order_id)
-      - row_count >= 5000
\ No newline at end of file
diff --git a/tests/fixtures/glue/datacontract-empty-model.yaml b/tests/fixtures/glue/datacontract-empty-model.yaml
index 20174950e..1736cfe67 100644
--- a/tests/fixtures/glue/datacontract-empty-model.yaml
+++ b/tests/fixtures/glue/datacontract-empty-model.yaml
@@ -1,15 +1,17 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-    title: My Data Contract
-    version: 0.0.1
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-    production:
-        account: '123456789012'
-        database: test_database
-        location: s3://test_bucket/testdb
-        type: glue
-models:
-    table_1:
-        type: table
-        
\ No newline at end of file
+- server: production
+  type: glue
+  account: '123456789012'
+  database: test_database
+  location: s3://test_bucket/testdb
+schema:
+- name: table_1
+  physicalType: table
+  logicalType: object
+  physicalName: table_1
diff --git a/tests/fixtures/glue/datacontract.yaml b/tests/fixtures/glue/datacontract.yaml
index 08ee7e814..0080e5c6f 100644
--- a/tests/fixtures/glue/datacontract.yaml
+++ b/tests/fixtures/glue/datacontract.yaml
@@ -1,76 +1,103 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-    title: My Data Contract
-    version: 0.0.1
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-    production:
-        account: '123456789012'
-        database: test_database
-        location: s3://test_bucket/testdb
-        type: glue
-models:
-    test_table:
-        type: table
-        fields:
-            field_one:
-                type: string
-                description: Comment 1
-            field_two:
-                type: int
-            field_three:
-                type: timestamp
-            field_four:
-                type: decimal
-                precision: 6
-                scale: 2
-            field_five:
-                type: struct
-                fields:
-                    sub_field_one:
-                        type: string
-                    sub_field_two:
-                        type: boolean
-            field_six:
-                type: array
-                items:
-                    type: string
-            field_seven:
-                type: array
-                items:
-                    type: struct
-                    fields:
-                        sub_field_three:
-                            type: string
-                        sub_field_four:
-                            type: int
-            field_eight:
-                type: map
-                keys:
-                    type: string
-                values:
-                    type: int
-            field_nine:
-                type: decimal
-            field_ten:
-                type: bigint
-            field_eleven:
-                type: float
-            field_twelve:
-                type: double
-            field_thirteen:
-                type: timestamp
-            field_fourteen:
-                type: date
-            field_fifteen:
-                type: varchar
-            field_sixteen:
-                type: varchar
-                maxLength: 255
-            part_one:
-                description: Comment 2
-                required: True
-                type: string
-            part_two:
-                required: True
-                type: date
+- server: production
+  type: glue
+  account: '123456789012'
+  database: test_database
+  location: s3://test_bucket/testdb
+schema:
+- name: test_table
+  physicalType: table
+  logicalType: object
+  physicalName: test_table
+  properties:
+  - name: field_one
+    physicalType: string
+    description: Comment 1
+    logicalType: string
+  - name: field_two
+    physicalType: int
+    logicalType: integer
+  - name: field_three
+    physicalType: timestamp
+    logicalType: date
+  - name: field_four
+    physicalType: decimal
+    logicalType: number
+    logicalTypeOptions:
+      precision: 6
+      scale: 2
+  - name: field_five
+    physicalType: struct
+    logicalType: object
+    properties:
+    - name: sub_field_one
+      physicalType: string
+      logicalType: string
+    - name: sub_field_two
+      physicalType: boolean
+      logicalType: boolean
+  - name: field_six
+    physicalType: array
+    logicalType: array
+    items:
+      name: items
+      physicalType: string
+      logicalType: string
+  - name: field_seven
+    physicalType: array>
+    logicalType: array
+    items:
+      name: items
+      physicalType: struct
+      logicalType: object
+      properties:
+      - name: sub_field_three
+        physicalType: string
+        logicalType: string
+      - name: sub_field_four
+        physicalType: int
+        logicalType: integer
+  - name: field_eight
+    physicalType: map
+    logicalType: object
+  - name: field_nine
+    physicalType: decimal
+    logicalType: number
+  - name: field_ten
+    physicalType: bigint
+    logicalType: integer
+  - name: field_eleven
+    physicalType: float
+    logicalType: number
+  - name: field_twelve
+    physicalType: double
+    logicalType: number
+  - name: field_thirteen
+    physicalType: timestamp
+    logicalType: date
+  - name: field_fourteen
+    physicalType: date
+    logicalType: date
+  - name: field_fifteen
+    physicalType: varchar
+    logicalType: string
+  - name: field_sixteen
+    physicalType: varchar
+    logicalType: string
+    logicalTypeOptions:
+      maxLength: 255
+  - name: part_one
+    physicalType: string
+    description: Comment 2
+    logicalType: string
+    required: true
+  - name: part_two
+    physicalType: date
+    logicalType: date
+    required: true
diff --git a/tests/fixtures/great-expectations/datacontract_quality_column.yaml b/tests/fixtures/great-expectations/datacontract_quality_column.yaml
index 8582da9b8..4a42778fa 100644
--- a/tests/fixtures/great-expectations/datacontract_quality_column.yaml
+++ b/tests/fixtures/great-expectations/datacontract_quality_column.yaml
@@ -1,35 +1,42 @@
-dataContractSpecification: 1.2.1
+kind: DataContract
+apiVersion: v3.1.0
 id: my-data-contract-id
-info:
-  title: Orders Unit Test
-  version: 1.1.1
-  owner: checkout
-  description: The orders data contract
-  contact:
-    email: team-orders@example.com
-    url: https://wiki.example.com/teams/checkout
-models:
-  orders:
+name: Orders Unit Test
+version: 1.1.1
+status: active
+description:
+  purpose: The orders data contract
+team:
+  name: checkout
+schema:
+  - name: orders
     description: test
-    fields:
-      id:
+    properties:
+      - name: id
         description: Unique identifier for each alert.
-        type: string
+        logicalType: string
         required: true
         primaryKey: true
         unique: true
-      type:
+      - name: type
         description: The type of alert that has fired.
-        type: string
+        logicalType: string
         required: true
-        enum: [ "A", "B", "C", "D", "E" ]
+        customProperties:
+          - property: enum
+            value:
+              - A
+              - B
+              - C
+              - D
+              - E
         quality:
           - type: custom
-            engine: great-expectations
-            description: "Accepted Values for type"
+            engine: greatExpectations
+            description: Accepted Values for type
             implementation:
               type: expect_column_value_lengths_to_equal
               kwargs:
                 value: 1
               meta:
-                notes: "Ensures that column length is 1."
\ No newline at end of file
+                notes: Ensures that column length is 1.
\ No newline at end of file
diff --git a/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml b/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml
index 83929c5fa..d2f78605a 100644
--- a/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml
+++ b/tests/fixtures/great-expectations/datacontract_quality_yaml.yaml
@@ -1,26 +1,25 @@
-dataContractSpecification: 0.9.1
+kind: DataContract
+apiVersion: v3.1.0
 id: my-data-contract-id
-
-info:
-  title: Orders Unit Test
-  version: 1.0.0
-  owner: checkout
-  description: The orders data contract
-  contact:
-    email: team-orders@example.com
-    url: https://wiki.example.com/teams/checkout
-models:
-  orders:
+name: Orders Unit Test
+version: 1.0.0
+status: active
+description:
+  purpose: The orders data contract
+team:
+  name: checkout
+schema:
+  - name: orders
     description: test
-    fields:
-      order_id:
-        type: string
+    properties:
+      - name: order_id
+        logicalType: string
         required: true
     quality:
       - type: custom
-        engine: great-expectations
+        engine: greatExpectations
         implementation:
           type: expect_table_row_count_to_be_between
           kwargs:
             min_value: 10
-          meta: {}
+          meta: {}
\ No newline at end of file
diff --git a/tests/fixtures/great-expectations/odcs.yaml b/tests/fixtures/great-expectations/odcs.yaml
new file mode 100644
index 000000000..1fa7e6c60
--- /dev/null
+++ b/tests/fixtures/great-expectations/odcs.yaml
@@ -0,0 +1,28 @@
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract-id
+name: Orders Unit Test
+version: 1.0.0
+status: active
+description:
+  purpose: The orders data contract
+team:
+  name: checkout
+schema:
+  - name: orders
+    description: test
+    properties:
+      - name: order_id
+        logicalType: string
+        required: true
+      - name: processed_timestamp
+        logicalType: timestamp
+        required: true
+    quality:
+      - type: custom
+        engine: greatExpectations
+        implementation:
+          type: expect_table_row_count_to_be_between
+          kwargs:
+            min_value: 10
+          meta: {}
\ No newline at end of file
diff --git a/tests/fixtures/import/football-datacontract.yml b/tests/fixtures/import/football-datacontract.yml
index f1e081d3f..541c24d8e 100644
--- a/tests/fixtures/import/football-datacontract.yml
+++ b/tests/fixtures/import/football-datacontract.yml
@@ -1,38 +1,14 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  FootballSchema:
-    description: Schema for football team and person details
-    type: object
-    title: FootballSchema
-definitions:
-  person:
-    name: person
-    type: object
-    fields:
-      first_name:
-        type: string
-        required: true
-      last_name:
-        type: string
-        required: true
-      age:
-        type: integer
-        required: true
-  football_team:
-    name: football_team
-    type: object
-    fields:
-      name:
-        type: string
-        required: true
-      league:
-        type: string
-        required: true
-      year_founded:
-        type: integer
-        required: false
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: FootballSchema
+status: draft
+schema:
+- name: FootballSchema
+  physicalType: object
+  description: Schema for football team and person details
+  businessName: FootballSchema
+  logicalType: object
+  physicalName: FootballSchema
 
diff --git a/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml b/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml
index ead129718..21e04c427 100644
--- a/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml
+++ b/tests/fixtures/import/football_deeply_nested_no_required_datacontract.yml
@@ -1,38 +1,46 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  FootballSchema:
-    description: Schema for football team and person details, where team is nested under the person
-    type: object
-    title: FootballSchema
-    fields:
-      person:
-        type: object
-        required: true
-        fields:
-          first_name:
-            type: string
-            required: true
-          last_name:
-            type: string
-            required: true
-          age:
-            type: integer
-            required: true
-          football_team:
-            type: object
-            required: false
-            fields:
-              name:
-                type: string
-                required: false
-              league:
-                type: string
-                required: false
-              year_founded:
-                type: integer
-                required: false
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: FootballSchema
+status: draft
+schema:
+- name: FootballSchema
+  physicalType: object
+  description: Schema for football team and person details, where team is nested under
+    the person
+  businessName: FootballSchema
+  logicalType: object
+  physicalName: FootballSchema
+  properties:
+  - name: person
+    physicalType: object
+    logicalType: object
+    required: true
+    properties:
+    - name: first_name
+      physicalType: string
+      logicalType: string
+      required: true
+    - name: last_name
+      physicalType: string
+      logicalType: string
+      required: true
+    - name: age
+      physicalType: integer
+      logicalType: integer
+      required: true
+    - name: football_team
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: name
+        physicalType: string
+        logicalType: string
+      - name: league
+        physicalType: string
+        logicalType: string
+      - name: year_founded
+        physicalType: integer
+        logicalType: integer
 
diff --git a/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml b/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml
index 9566294c8..4abf12262 100644
--- a/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml
+++ b/tests/fixtures/import/json/inventory_ndjson.datacontract.yaml
@@ -1,40 +1,50 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-  production:
-    type: local
-    format: json
-    path: .\tests\fixtures\import\json\inventory_ndjson.json
-models:
-  inventory_ndjson:
-    description: Generated from JSON array in .\tests\fixtures\import\json\inventory_ndjson.json
-    type: table
-    fields:
-      updated_at:
-        type: string
-        format: date-time
-        examples:
-        - '2022-04-20T13:50:34.228811Z'
-        - '2022-04-20T13:50:34.589142Z'
-        - '2022-04-20T13:50:34.589501Z'
-        - '2022-04-20T13:50:34.589771Z'
-        - '2022-04-20T13:50:34.590008Z'
-      available:
-        type: integer
-        examples:
-        - 17
-        - 16
-        - 15
-        - 14
-        - 13
-      location:
-        type: string
-        examples:
-        - '18'
-      sku:
-        type: string
-        examples:
-        - '9521582929054'
+- server: production
+  type: local
+  format: json
+  path: fixtures/import/json/inventory_ndjson.json
+schema:
+- name: inventory_ndjson
+  physicalType: table
+  description: Generated from JSON array in fixtures/import/json/inventory_ndjson.json
+  logicalType: object
+  physicalName: inventory_ndjson
+  properties:
+  - name: updated_at
+    physicalType: string
+    customProperties:
+    - property: format
+      value: date-time
+    logicalType: string
+    examples:
+    - '2022-04-20T13:50:34.228811Z'
+    - '2022-04-20T13:50:34.589142Z'
+    - '2022-04-20T13:50:34.589501Z'
+    - '2022-04-20T13:50:34.589771Z'
+    - '2022-04-20T13:50:34.590008Z'
+  - name: available
+    physicalType: integer
+    logicalType: integer
+    examples:
+    - 17
+    - 16
+    - 15
+    - 14
+    - 13
+  - name: location
+    physicalType: string
+    logicalType: string
+    examples:
+    - '18'
+  - name: sku
+    physicalType: string
+    logicalType: string
+    examples:
+    - '9521582929054'
+
diff --git a/tests/fixtures/import/json/product_detail.datacontract.yaml b/tests/fixtures/import/json/product_detail.datacontract.yaml
index efa5fa8b5..9a12c10e5 100644
--- a/tests/fixtures/import/json/product_detail.datacontract.yaml
+++ b/tests/fixtures/import/json/product_detail.datacontract.yaml
@@ -1,2346 +1,2982 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-  production:
-    type: local
-    format: json
-    path: .\tests\fixtures\import\json\product_detail.json
-models:
-  product_detail:
-    description: Generated from JSON object in .\tests\fixtures\import\json\product_detail.json
-    type: object
-    fields:
-      identification:
-        type: object
-        fields:
-          productType:
-            type: string
+- server: production
+  type: local
+  format: json
+  path: fixtures/import/json/product_detail.json
+schema:
+- name: product_detail
+  physicalType: object
+  description: Generated from JSON object in fixtures/import/json/product_detail.json
+  logicalType: object
+  physicalName: product_detail
+  properties:
+  - name: identification
+    physicalType: object
+    logicalType: object
+    properties:
+    - name: productType
+      physicalType: string
+      logicalType: string
+      examples:
+      - EA
+    - name: gtin
+      physicalType: string
+      logicalType: string
+      examples:
+      - '056500371706'
+    - name: gtin14
+      physicalType: string
+      logicalType: string
+      examples:
+      - '00056500371706'
+    - name: targetMarketCountryCode
+      physicalType: string
+      logicalType: string
+      examples:
+      - '124'
+    - name: catalogueGln
+      physicalType: string
+      logicalType: string
+      examples:
+      - 0068780060324
+    - name: dataProviderName
+      physicalType: string
+      logicalType: string
+      examples:
+      - Bayer Inc. Consumer Health
+    - name: gpc
+      physicalType: string
+      logicalType: string
+      examples:
+      - '10000856'
+    - name: gpcDescription
+      physicalType: string
+      logicalType: string
+      examples:
+      - General/Multi-use Pain Relief
+    - name: baseGln
+      physicalType: string
+      logicalType: string
+      examples:
+      - 0056500000019
+  - name: pharmaceuticalContent
+    physicalType: array
+    logicalType: array
+    items:
+      name: items
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: extendedDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Back and Body Pain 220mg, 30s
+      - name: shortDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Back & Body 30s
+      - name: productLabelType
+        physicalType: string
+        logicalType: string
+        examples:
+        - CS
+      - name: dateAvailable
+        physicalType: string
+        customProperties:
+        - property: format
+          value: date
+        logicalType: string
+        examples:
+        - '2021-02-01'
+      - name: shapeDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Oval
+      - name: shapeDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Ovale
+        - ovale
+      - name: markingDirectEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: markingDirectFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: drugType
+        physicalType: string
+        logicalType: string
+        examples:
+        - T1
+      - name: controlledDrug
+        physicalType: string
+        logicalType: string
+        examples:
+        - CON4
+      - name: narcotic
+        physicalType: string
+        logicalType: string
+        examples:
+        - NAR4
+      - name: targetedSubstance
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: federalReportable
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: precursorStatus
+        physicalType: string
+        logicalType: string
+        examples:
+        - PN
+      - name: tempControlRangeMin
+        physicalType: string
+        logicalType: string
+        examples:
+        - '15'
+      - name: tempControlRangeMax
+        physicalType: string
+        logicalType: string
+        examples:
+        - '25'
+      - name: tempControlRangeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CE
+      - name: labelStorageConditionsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Store between 15C and 25C
+      - name: labelStorageConditionsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Conserver entre 15C et 25C
+      - name: sterile
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: shakable
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: colourDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Blue
+      - name: colourDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Bleu
+      - name: flavourDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - n/a
+      - name: flavourDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - n/a
+        - s.o.
+      - name: dateEffective
+        physicalType: string
+        customProperties:
+        - property: format
+          value: date
+        logicalType: string
+        examples:
+        - '2021-02-01'
+      - name: totalUnits
+        physicalType: string
+        logicalType: string
+        examples:
+        - '1'
+      - name: length
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.59'
+        - '5.72'
+      - name: lengthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: width
+        physicalType: string
+        logicalType: string
+        examples:
+        - '9.91'
+        - '10.03'
+      - name: widthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: height
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.59'
+        - '5.72'
+      - name: heightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: volume
+        physicalType: string
+        logicalType: string
+        examples:
+        - '310'
+      - name: volumeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CC
+      - name: grossWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.09'
+        - '0.08'
+      - name: grossWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - K
+      - name: packagingFormQual
+        physicalType: string
+        logicalType: string
+        examples:
+        - BOX
+      - name: packagingMaterialQual
+        physicalType: string
+        logicalType: string
+        examples:
+        - '31'
+        - '34'
+      - name: size
+        physicalType: string
+        logicalType: string
+        examples:
+        - '30'
+      - name: sizeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - EA
+      - name: originOfProductCountry
+        physicalType: string
+        logicalType: string
+        examples:
+        - US
+      - name: gpcClassificationCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10000856'
+      - name: barcodeSymbologyMulti
+        physicalType: array
+        logicalType: array
+        examples:
+        - '34'
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: unspsc
+        physicalType: string
+        logicalType: string
+        examples:
+        - '51384533'
+      - name: productType
+        physicalType: string
+        logicalType: string
+        examples:
+        - EA
+      - name: hazardRatingSystemWHMISclassCode
+        physicalType: array
+        logicalType: array
+        examples:
+        - N
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: rxDosageForm
+        physicalType: string
+        logicalType: string
+        examples:
+        - CAPU
+      - name: rxRouteOfAdministration
+        physicalType: string
+        logicalType: string
+        examples:
+        - OR
+      - name: anatomicalTherapeuticChemical
+        physicalType: string
+        logicalType: string
+        examples:
+        - M01AE02
+      - name: markingLotNumber
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: drugMerchandising
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingBC
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingMB
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingNB
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingNF
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingNS
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingNT
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingNU
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingON
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingPEI
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingPQ
+        physicalType: string
+        logicalType: string
+        examples:
+        - BC
+        - OT
+      - name: drugMerchandisingSK
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: drugMerchandisingYK
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+        - UN
+      - name: shortDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve mal de dos et douleu 30
+        - Aleve Mal de dos et douleur corp. 3
+        - Aleve Mal de dos et douleur corp 30
+      - name: extendedDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve mal de dos et douleur corporelle 30s
+        - Aleve Mal de dos et douleur corp. 30
+      - name: brand
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: brandFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: expectedProductLife
+        physicalType: string
+        logicalType: string
+        examples:
+        - '728'
+      - name: markingExpiryDate
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: drugAndHealthProductGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: ahfs
+            physicalType: array
+            logicalType: array
             examples:
-            - EA
-          gtin:
-            type: string
+            - 28:08.04.92
+            items:
+              name: items
+              physicalType: string
+              logicalType: string
+          - name: drugAndHealthProductNumber
+            physicalType: string
+            logicalType: string
             examples:
-            - '056500371706'
-          gtin14:
-            type: string
+            - '02436337'
+          - name: aiGroupNumber
+            physicalType: string
+            logicalType: string
             examples:
-            - '00056500371706'
-          targetMarketCountryCode:
-            type: string
+            - 0113934003
+          - name: drugAndHealthProductNumberType
+            physicalType: string
+            logicalType: string
             examples:
-            - '124'
-          catalogueGln:
-            type: string
+            - DIN
+          - name: activeIngredientGroup
+            physicalType: array
+            logicalType: array
+            items:
+              name: items
+              physicalType: object
+              logicalType: object
+              properties:
+              - name: activeIngredientNameEnglish
+                physicalType: string
+                logicalType: string
+                examples:
+                - Naproxen sodium
+              - name: activeIngredientStrength
+                physicalType: string
+                logicalType: string
+                examples:
+                - '220'
+              - name: activeIngredientStrengthUOM
+                physicalType: string
+                logicalType: string
+                examples:
+                - ME
+      - name: gpcClass
+        physicalType: string
+        logicalType: string
+        examples:
+        - Pain Relief Products
+      - name: gpcDescription
+        physicalType: string
+        logicalType: string
+        examples:
+        - General/Multi-use Pain Relief
+      - name: gpcFamily
+        physicalType: string
+        logicalType: string
+        examples:
+        - Health Treatments/Aids
+      - name: gpcSegment
+        physicalType: string
+        logicalType: string
+        examples:
+        - Healthcare
+      - name: pharmaceuticalComponent
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: gtin1
+            physicalType: string
+            logicalType: string
             examples:
-            - 0068780060324
-          dataProviderName:
-            type: string
+            - '00056500371706'
+            - '056500371706'
+          - name: componentQuantity
+            physicalType: string
+            logicalType: string
             examples:
-            - Bayer Inc. Consumer Health
-          gpc:
-            type: string
+            - '1'
+            - '10'
+          - name: componentType
+            physicalType: string
+            logicalType: string
             examples:
-            - '10000856'
-          gpcDescription:
-            type: string
+            - '4'
+            - '0'
+            - '1'
+          - name: componentIdentification
+            physicalType: string
+            logicalType: string
             examples:
-            - General/Multi-use Pain Relief
-          baseGln:
-            type: string
+            - '114'
+            - '110'
+            - '210'
+            - '314'
+            - '121'
+          - name: contextIdentification
+            physicalType: string
+            logicalType: string
             examples:
-            - 0056500000019
-      pharmaceuticalContent:
-        type: array
-        items:
-          type: object
-          fields:
-            extendedDescriptionEnglish:
-              type: string
-              examples:
-              - Aleve Back and Body Pain 220mg, 30s
-            shortDescriptionEnglish:
-              type: string
-              examples:
-              - Aleve Back & Body 30s
-            productLabelType:
-              type: string
-              examples:
-              - CS
-            dateAvailable:
-              type: string
-              format: date
-              examples:
-              - '2021-02-01'
-            shapeDescriptionEnglish:
-              type: string
-              examples:
-              - Oval
-            shapeDescriptionFrench:
-              type: string
-              examples:
-              - Ovale
-              - ovale
-            markingDirectEnglish:
-              type: string
-              examples:
-              - Aleve
-            markingDirectFrench:
-              type: string
-              examples:
-              - Aleve
-            drugType:
-              type: string
-              examples:
-              - T1
-            controlledDrug:
-              type: string
-              examples:
-              - CON4
-            narcotic:
-              type: string
-              examples:
-              - NAR4
-            targetedSubstance:
-              type: string
-              examples:
-              - N
-            federalReportable:
-              type: string
-              examples:
-              - N
-            precursorStatus:
-              type: string
-              examples:
-              - PN
-            tempControlRangeMin:
-              type: string
-              examples:
-              - '15'
-            tempControlRangeMax:
-              type: string
-              examples:
-              - '25'
-            tempControlRangeUOM:
-              type: string
-              examples:
-              - CE
-            labelStorageConditionsEnglish:
-              type: string
-              examples:
-              - Store between 15C and 25C
-            labelStorageConditionsFrench:
-              type: string
-              examples:
-              - Conserver entre 15C et 25C
-            sterile:
-              type: string
-              examples:
-              - N
-            shakable:
-              type: string
-              examples:
-              - N
-            colourDescriptionEnglish:
-              type: string
-              examples:
-              - Blue
-            colourDescriptionFrench:
-              type: string
-              examples:
-              - Bleu
-            flavourDescriptionEnglish:
-              type: string
-              examples:
-              - n/a
-            flavourDescriptionFrench:
-              type: string
-              examples:
-              - n/a
-              - s.o.
-            dateEffective:
-              type: string
-              format: date
-              examples:
-              - '2021-02-01'
-            totalUnits:
-              type: string
-              examples:
-              - '1'
-            length:
-              type: string
-              examples:
-              - '5.59'
-              - '5.72'
-            lengthUOM:
-              type: string
-              examples:
-              - CM
-            width:
-              type: string
-              examples:
-              - '9.91'
-              - '10.03'
-            widthUOM:
-              type: string
-              examples:
-              - CM
-            height:
-              type: string
-              examples:
-              - '5.59'
-              - '5.72'
-            heightUOM:
-              type: string
-              examples:
-              - CM
-            volume:
-              type: string
-              examples:
-              - '310'
-            volumeUOM:
-              type: string
-              examples:
-              - CC
-            grossWeight:
-              type: string
-              examples:
-              - '0.09'
-              - '0.08'
-            grossWeightUOM:
-              type: string
-              examples:
-              - K
-            packagingFormQual:
-              type: string
-              examples:
-              - BOX
-            packagingMaterialQual:
-              type: string
-              examples:
-              - '31'
-              - '34'
-            size:
-              type: string
-              examples:
-              - '30'
-            sizeUOM:
-              type: string
-              examples:
-              - EA
-            originOfProductCountry:
-              type: string
-              examples:
-              - US
-            gpcClassificationCode:
-              type: string
-              examples:
-              - '10000856'
-            barcodeSymbologyMulti:
-              type: array
-              items:
-                type: string
-              examples:
-              - '34'
-            unspsc:
-              type: string
-              examples:
-              - '51384533'
-            productType:
-              type: string
-              examples:
-              - EA
-            hazardRatingSystemWHMISclassCode:
-              type: array
-              items:
-                type: string
-              examples:
-              - N
-            rxDosageForm:
-              type: string
-              examples:
-              - CAPU
-            rxRouteOfAdministration:
-              type: string
-              examples:
-              - OR
-            anatomicalTherapeuticChemical:
-              type: string
-              examples:
-              - M01AE02
-            markingLotNumber:
-              type: string
-              examples:
-              - Y
-            drugMerchandising:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingBC:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingMB:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingNB:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingNF:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingNS:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingNT:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingNU:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingON:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingPEI:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingPQ:
-              type: string
-              examples:
-              - BC
-              - OT
-            drugMerchandisingSK:
-              type: string
-              examples:
-              - OT
-              - UN
-            drugMerchandisingYK:
-              type: string
-              examples:
-              - OT
-              - UN
-            shortDescriptionFrench:
-              type: string
-              examples:
-              - Aleve mal de dos et douleu 30
-              - Aleve Mal de dos et douleur corp. 3
-              - Aleve Mal de dos et douleur corp 30
-            extendedDescriptionFrench:
-              type: string
-              examples:
-              - Aleve mal de dos et douleur corporelle 30s
-              - Aleve Mal de dos et douleur corp. 30
-            brand:
-              type: string
-              examples:
-              - Aleve
-            brandFrench:
-              type: string
-              examples:
-              - Aleve
-            expectedProductLife:
-              type: string
-              examples:
-              - '728'
-            markingExpiryDate:
-              type: string
-              examples:
-              - Y
-            drugAndHealthProductGroup:
-              type: array
-              items:
-                type: object
-                fields:
-                  ahfs:
-                    type: array
-                    items:
-                      type: string
-                    examples:
-                    - 28:08.04.92
-                  drugAndHealthProductNumber:
-                    type: string
-                    examples:
-                    - '02436337'
-                  aiGroupNumber:
-                    type: string
-                    examples:
-                    - 0113934003
-                  drugAndHealthProductNumberType:
-                    type: string
-                    examples:
-                    - DIN
-                  activeIngredientGroup:
-                    type: array
-                    items:
-                      type: object
-                      fields:
-                        activeIngredientNameEnglish:
-                          type: string
-                          examples:
-                          - Naproxen sodium
-                        activeIngredientStrength:
-                          type: string
-                          examples:
-                          - '220'
-                        activeIngredientStrengthUOM:
-                          type: string
-                          examples:
-                          - ME
-            gpcClass:
-              type: string
-              examples:
-              - Pain Relief Products
-            gpcDescription:
-              type: string
-              examples:
-              - General/Multi-use Pain Relief
-            gpcFamily:
-              type: string
-              examples:
-              - Health Treatments/Aids
-            gpcSegment:
-              type: string
-              examples:
-              - Healthcare
-            pharmaceuticalComponent:
-              type: array
-              items:
-                type: object
-                fields:
-                  gtin1:
-                    type: string
-                    examples:
-                    - '00056500371706'
-                    - '056500371706'
-                  componentQuantity:
-                    type: string
-                    examples:
-                    - '1'
-                    - '10'
-                  componentType:
-                    type: string
-                    examples:
-                    - '4'
-                    - '0'
-                    - '1'
-                  componentIdentification:
-                    type: string
-                    examples:
-                    - '114'
-                    - '110'
-                    - '210'
-                    - '314'
-                    - '121'
-                  contextIdentification:
-                    type: string
-                    examples:
-                    - '0'
-                    - '110'
-                    - '210'
-                  digitalAssetGroup:
-                    type: array
-                    items:
-                      type: object
-                      fields:
-                        digitalAssetFacingPharmaceutical:
-                          type: string
-                          examples:
-                          - '1'
-                          - '7'
-                          - '9'
-                          - '2'
-                          - '8'
-                        digitalAssetFormatPharmaceutical:
-                          type: string
-                          examples:
-                          - JPG
-                        digitalAssetGDTIPharmaceutical:
-                          type: string
-                          examples:
-                          - '75400000002020000852470'
-                          - '75400000002020000852578'
-                          - '75400000002020002241129'
-                          - '75400000002020002241213'
-                          - '75400000002020002241395'
-                        digitalAssetImageVersionDateTimePharmaceutical:
-                          type: string
-                          format: date-time
-                          examples:
-                          - '2020-10-10T23:01:07.578-04:00'
-                          - '2022-06-07T18:59:59.000-04:00'
-                          - '2022-06-07T19:00:00.000-04:00'
-                        digitalAssetSequencePharmaceutical:
-                          type: string
-                          examples:
-                          - '0'
-                          - '1'
-                          - '2'
-                        url:
-                          type: string
-                          examples:
-                          - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020000852470.JPG'
-                          - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020000852578.JPG'
-                          - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020002241129.JPG'
-                          - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020002241213.JPG'
-                          - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020002241395.JPG'
-                        digitalAssetAnglePharmaceutical:
-                          type: string
-                          examples:
-                          - N
-                        digitalAssetImageCategoryPharmaceutical:
-                          type: string
-                          examples:
-                          - '8'
-                        digitalAssetImageTypePharmaceutical:
-                          type: string
-                          examples:
-                          - G
-                        digitalAssetLanguagePharmaceutical:
-                          type: string
-                          examples:
-                          - fr
-                          - en
-                        digitalAssetStartDatePharmaceutical:
-                          type: string
-                          format: date
-                          examples:
-                          - '2022-06-07'
-            identification:
-              type: object
-              fields:
-                initialContentReceivedDate:
-                  type: string
-                  format: date-time
-                  examples:
-                  - '2020-10-10T23:01:07.578-04:00'
-                  - '2022-06-07T19:00:00.000-04:00'
-                dateUpdated:
-                  type: string
-                  format: date-time
-                  examples:
-                  - '2020-10-16T08:52:02.030-04:00'
-                  - '2023-06-07T15:05:47.357-04:00'
-                  - '2024-07-04T16:16:39.563-04:00'
-                  - '2024-10-24T11:54:41.647-04:00'
-                excellenceLevel:
-                  type: string
-                  examples:
-                  - '1'
-                gln:
-                  type: string
-                  examples:
-                  - 0056500000019
-                gtin:
-                  type: string
-                  examples:
-                  - '056500371706'
-                loadingOption:
-                  type: string
-                  examples:
-                  - '7540000000999'
-                pharmaceuticalStatus:
-                  type: string
-                  examples:
-                  - Certified
-                systemVersion:
-                  type: string
-                  format: date-time
-                  examples:
-                  - '2020-10-15T05:16:28.097-04:00'
-                  - '2023-06-01T00:36:26.517-04:00'
-                  - '2024-04-10T10:43:06.997-04:00'
-                  - '2024-10-16T15:06:45.697-04:00'
-            barcodeSymbology:
-              type: string
-              examples:
-              - '34'
-      ecommerceContent:
-        type: array
-        items:
-          type: object
-          fields:
-            brandOwnerVersionCode:
-              type: string
-              examples:
-              - NA
-            nutritionVersionCode:
-              type: string
-              examples:
-              - NA
-            productNameEnglish:
-              type: string
-              examples:
-              - Aleve Back & Body Pain 30 Liquid Filled Capsules
-            productNameFrench:
-              type: string
-              examples:
-              - Aleve Mal de Dos et Douleur Corporelle 30 Capsules à Contenu Liquide
-            functionalNameEnglish:
-              type: string
-              examples:
-              - back & body pain
-            functionalNameFrench:
-              type: string
-              examples:
-              - mal de dos et douleur corporelle
-            brandNameEnglish:
-              type: string
-              examples:
-              - Aleve
-            brandNameFrench:
-              type: string
-              examples:
-              - Aleve
-            gpcCode:
-              type: string
-              examples:
-              - '10000856'
-            onPackProductClaimsEnglish:
-              type: string
-              examples:
-              - Fast relief of muscle pain, backache and body pain
-            onPackProductClaimsFrench:
-              type: string
-              examples:
-              - Soulagement rapide de la douleur musculaire et corporelle, et du mal
-                de dos
-            netContentsEnglish:
-              type: string
-              examples:
-              - 30 liquid filled capsules
-              - 30 LIQUID FILLED CAPSULES
-            netContentsFrench:
-              type: string
-              examples:
-              - 30 capsules à contenu liquide
-              - 30 CAPSULES À CONTENU LIQUIDE
-            din:
-              type: string
-              examples:
-              - '02436337'
-            onPackProductMarketingEnglish:
-              type: string
-              examples:
-              - 'Naproxen sodium capsules, 220 mg
+            - '0'
+            - '110'
+            - '210'
+          - name: digitalAssetGroup
+            physicalType: array
+            logicalType: array
+            items:
+              name: items
+              physicalType: object
+              logicalType: object
+              properties:
+              - name: digitalAssetFacingPharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - '1'
+                - '7'
+                - '9'
+                - '2'
+                - '8'
+              - name: digitalAssetFormatPharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - JPG
+              - name: digitalAssetGDTIPharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - '75400000002020000852470'
+                - '75400000002020000852578'
+                - '75400000002020002241129'
+                - '75400000002020002241213'
+                - '75400000002020002241395'
+              - name: digitalAssetImageVersionDateTimePharmaceutical
+                physicalType: string
+                customProperties:
+                - property: format
+                  value: date-time
+                logicalType: string
+                examples:
+                - '2020-10-10T23:01:07.578-04:00'
+                - '2022-06-07T18:59:59.000-04:00'
+                - '2022-06-07T19:00:00.000-04:00'
+              - name: digitalAssetSequencePharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - '0'
+                - '1'
+                - '2'
+              - name: url
+                physicalType: string
+                logicalType: string
+                examples:
+                - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020000852470.JPG'
+                - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020000852578.JPG'
+                - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020002241129.JPG'
+                - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020002241213.JPG'
+                - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=pharmaceuticalContent/gtin=00056500371706/type=JPG/75400000002020002241395.JPG'
+              - name: digitalAssetAnglePharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - N
+              - name: digitalAssetImageCategoryPharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - '8'
+              - name: digitalAssetImageTypePharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - G
+              - name: digitalAssetLanguagePharmaceutical
+                physicalType: string
+                logicalType: string
+                examples:
+                - fr
+                - en
+              - name: digitalAssetStartDatePharmaceutical
+                physicalType: string
+                customProperties:
+                - property: format
+                  value: date
+                logicalType: string
+                examples:
+                - '2022-06-07'
+      - name: identification
+        physicalType: object
+        logicalType: object
+        properties:
+        - name: initialContentReceivedDate
+          physicalType: string
+          customProperties:
+          - property: format
+            value: date-time
+          logicalType: string
+          examples:
+          - '2020-10-10T23:01:07.578-04:00'
+          - '2022-06-07T19:00:00.000-04:00'
+        - name: dateUpdated
+          physicalType: string
+          customProperties:
+          - property: format
+            value: date-time
+          logicalType: string
+          examples:
+          - '2020-10-16T08:52:02.030-04:00'
+          - '2023-06-07T15:05:47.357-04:00'
+          - '2024-07-04T16:16:39.563-04:00'
+          - '2024-10-24T11:54:41.647-04:00'
+        - name: excellenceLevel
+          physicalType: string
+          logicalType: string
+          examples:
+          - '1'
+        - name: gln
+          physicalType: string
+          logicalType: string
+          examples:
+          - 0056500000019
+        - name: gtin
+          physicalType: string
+          logicalType: string
+          examples:
+          - '056500371706'
+        - name: loadingOption
+          physicalType: string
+          logicalType: string
+          examples:
+          - '7540000000999'
+        - name: pharmaceuticalStatus
+          physicalType: string
+          logicalType: string
+          examples:
+          - Certified
+        - name: systemVersion
+          physicalType: string
+          customProperties:
+          - property: format
+            value: date-time
+          logicalType: string
+          examples:
+          - '2020-10-15T05:16:28.097-04:00'
+          - '2023-06-01T00:36:26.517-04:00'
+          - '2024-04-10T10:43:06.997-04:00'
+          - '2024-10-16T15:06:45.697-04:00'
+      - name: barcodeSymbology
+        physicalType: string
+        logicalType: string
+        examples:
+        - '34'
+  - name: ecommerceContent
+    physicalType: array
+    logicalType: array
+    items:
+      name: items
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: brandOwnerVersionCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - NA
+      - name: nutritionVersionCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - NA
+      - name: productNameEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Back & Body Pain 30 Liquid Filled Capsules
+      - name: productNameFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Mal de Dos et Douleur Corporelle 30 Capsules à Contenu Liquide
+      - name: functionalNameEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - back & body pain
+      - name: functionalNameFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - mal de dos et douleur corporelle
+      - name: brandNameEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: brandNameFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: gpcCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10000856'
+      - name: onPackProductClaimsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Fast relief of muscle pain, backache and body pain
+      - name: onPackProductClaimsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Soulagement rapide de la douleur musculaire et corporelle, et du mal de
+          dos
+      - name: netContentsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 30 liquid filled capsules
+        - 30 LIQUID FILLED CAPSULES
+      - name: netContentsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 30 capsules à contenu liquide
+        - 30 CAPSULES À CONTENU LIQUIDE
+      - name: din
+        physicalType: string
+        logicalType: string
+        examples:
+        - '02436337'
+      - name: onPackProductMarketingEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Naproxen sodium capsules, 220 mg
+
+
+          Strength to last up to 12 hours'
+      - name: onPackProductMarketingFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Capsules de naproxène sodique, 220 mg
+
+
+          Soulagement jusqu''à 12 heures'
+      - name: manufacturersAddressEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Bayer Inc.
+
+          Mississauga, ON L4W 5R6'
+      - name: manufacturersAddressFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Bayer Inc.
+
+          Mississauga, ON L4W 5R6'
+        - "Bayer Inc.\r\nMississauga, ON L4W 5R6"
+      - name: productCareandUseInstructionsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Directions
+
+          Adults (12 - 65 years): 1 capsule every 8 - 12 hours. Adults over 65 years:
+          1 capsule every 12 hours. Do not take more than 2 capsules in 24 hours.
+          Take with a full glass of water.'
+        - 'Directions Adults (12 - 65 years): 1 capsule every 8 - 12 hours. Adults
+          over 65 years: 1 capsule every 12 hours. Do not take more than 2 capsules
+          in a 24 hour period. Take with a full glass of water.'
+      - name: productCareandUseInstructionsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Mode d''emploi
+
+          Personnes âgées de 12 à 65 ans : 1 capsule toutes les 8 à 12 heures. Personnes
+          âgées de plus de 65 ans : 1 capsule toutes les 12 heures. Ne pas prendre
+          plus de 2 capsules en 24 heures. Prendre le médicament avec un grand verre
+          d''eau.'
+        - 'Mode d''emploi Personnes âgées de 12 à 65 ans : 1 capsule toutes les 8
+          à 12 heures. Personnes âgées de plus de 65 ans : 1 capsule toutes les 12
+          heures. Ne pas prendre plus de 2 capsules par période de 24 heures. Prendre
+          le médicament avec un grand verre d''eau.'
+      - name: storageEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Other information
+
+          Store at 15-25°C. Do not use if seal under cap is broken. Child resistant
+          package.'
+        - Other information Store at 15-25℃. Do not use if seal under cap is broken.
+          Child resistant package.
+      - name: storageFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Autres renseignements
+
+          Conserver entre 15 et 25 °C. N''utiliser que si le sceau sous le bouchon
+          est intact. Emballage à l''épreuve des enfants.'
+        - Autres renseignements Conserver entre 15 et 25 ℃. N'utiliser que si le sceau
+          sous le bouchon est intact. Emballage à l'épreuve des enfants. Le feuillet
+          d'emballage contient des renseignements supplémentaires.
+      - name: productWarningsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - "WARNINGS STOMACH BLEEDING WARNING - This may cause stomach bleeding\n-\
+          \ Symptoms may include - feeling faint - vomiting blood - bloody or black\
+          \ stools\n- The chance of stomach bleeding is higher if you - are age 60\
+          \ or older - have had stomach ulcers or bleeding problems - take a blood\
+          \ thinner or steroid drug - take with other drugs containing an NSAID like\
+          \ acetylsalicylic acid (ASA), ibuprofen, naproxen, or prescription anti-inflammatory\
+          \ drugs - have 3 or more alcoholic drinks every day while using this product.\
+          \ \n\nALLERGY ALERT - Stop use and get medical help right away if you have\
+          \ - hives - swelling of eyes and mouth - wheezing - shock - skin reddening\
+          \ - blisters - rash.\n\nDO NOT USE - if you are - allergic to naproxen,\
+          \ naproxen sodium, ASA, salicylates, NSAIDs - taking ASA for preventive\
+          \ therapy - in your third trimester of pregnancy\n- if you have - ulcers\
+          \ or stomach bleeding - history of recurrent ulceration - inflammatory bowel\
+          \ disease - liver or kidney disease\n- right before or after heart surgery.\n\
+          \nASK A DOCTOR OR PHARMACIST BEFORE USE IF YOU - have - asthma or diabetes\
+          \ - high blood pressure or heart disease - any other serious condition\n\
+          - take any other drug\n- are trying to conceive, pregnant or breastfeeding.\n\
+          \nWHEN USING THIS PRODUCT the risk of heart attack or stroke may increase\
+          \ if you use more than directed or for longer than directed.\n\nSTOP USE\
+          \ AND ASK A DOCTOR IF - fever lasts more than 3 days\n- pain lasts longer\
+          \ than 5 days\n- symptoms get worse or new ones appear.\n\nKEEP OUT OF REACH\
+          \ OF CHILDREN. This package contains enough drug to seriously harm a child.\
+          \ In case of overdose, call a poison control centre or get medical help\
+          \ right away."
+        - 'WARNINGS STOMACH BLEEDING WARNING
+
+          - This may cause stomach bleeding
+
+          - Symptoms may include, feeling faint, vomiting blood, bloody or black stools
 
+          - The chance of stomach bleeding is higher if you, are age 60 or older,
+          have had stomach ulcers or bleeding problems, take a blood thinner or steroid
+          drug, take with other drugs containing an NSAID like acetylsalicylic acid
+          (ASA), ibuprofen, naproxen, or prescription anti-inflammatory drugs, have
+          3 or more alcoholic drinks every day while using this product.
 
-                Strength to last up to 12 hours'
-            onPackProductMarketingFrench:
-              type: string
-              examples:
-              - 'Capsules de naproxène sodique, 220 mg
-
-
-                Soulagement jusqu''à 12 heures'
-            manufacturersAddressEnglish:
-              type: string
-              examples:
-              - 'Bayer Inc.
-
-                Mississauga, ON L4W 5R6'
-            manufacturersAddressFrench:
-              type: string
-              examples:
-              - 'Bayer Inc.
-
-                Mississauga, ON L4W 5R6'
-              - "Bayer Inc.\r\nMississauga, ON L4W 5R6"
-            productCareandUseInstructionsEnglish:
-              type: string
-              examples:
-              - 'Directions
-
-                Adults (12 - 65 years): 1 capsule every 8 - 12 hours. Adults over
-                65 years: 1 capsule every 12 hours. Do not take more than 2 capsules
-                in 24 hours. Take with a full glass of water.'
-              - 'Directions Adults (12 - 65 years): 1 capsule every 8 - 12 hours.
-                Adults over 65 years: 1 capsule every 12 hours. Do not take more than
-                2 capsules in a 24 hour period. Take with a full glass of water.'
-            productCareandUseInstructionsFrench:
-              type: string
-              examples:
-              - 'Mode d''emploi
-
-                Personnes âgées de 12 à 65 ans : 1 capsule toutes les 8 à 12 heures.
-                Personnes âgées de plus de 65 ans : 1 capsule toutes les 12 heures.
-                Ne pas prendre plus de 2 capsules en 24 heures. Prendre le médicament
-                avec un grand verre d''eau.'
-              - 'Mode d''emploi Personnes âgées de 12 à 65 ans : 1 capsule toutes
-                les 8 à 12 heures. Personnes âgées de plus de 65 ans : 1 capsule toutes
-                les 12 heures. Ne pas prendre plus de 2 capsules par période de 24
-                heures. Prendre le médicament avec un grand verre d''eau.'
-            storageEnglish:
-              type: string
-              examples:
-              - 'Other information
-
-                Store at 15-25°C. Do not use if seal under cap is broken. Child resistant
-                package.'
-              - Other information Store at 15-25℃. Do not use if seal under cap is
-                broken. Child resistant package.
-            storageFrench:
-              type: string
-              examples:
-              - 'Autres renseignements
-
-                Conserver entre 15 et 25 °C. N''utiliser que si le sceau sous le bouchon
-                est intact. Emballage à l''épreuve des enfants.'
-              - Autres renseignements Conserver entre 15 et 25 ℃. N'utiliser que si
-                le sceau sous le bouchon est intact. Emballage à l'épreuve des enfants.
-                Le feuillet d'emballage contient des renseignements supplémentaires.
-            productWarningsEnglish:
-              type: string
-              examples:
-              - "WARNINGS STOMACH BLEEDING WARNING - This may cause stomach bleeding\n\
-                - Symptoms may include - feeling faint - vomiting blood - bloody or\
-                \ black stools\n- The chance of stomach bleeding is higher if you\
-                \ - are age 60 or older - have had stomach ulcers or bleeding problems\
-                \ - take a blood thinner or steroid drug - take with other drugs containing\
-                \ an NSAID like acetylsalicylic acid (ASA), ibuprofen, naproxen, or\
-                \ prescription anti-inflammatory drugs - have 3 or more alcoholic\
-                \ drinks every day while using this product. \n\nALLERGY ALERT - Stop\
-                \ use and get medical help right away if you have - hives - swelling\
-                \ of eyes and mouth - wheezing - shock - skin reddening - blisters\
-                \ - rash.\n\nDO NOT USE - if you are - allergic to naproxen, naproxen\
-                \ sodium, ASA, salicylates, NSAIDs - taking ASA for preventive therapy\
-                \ - in your third trimester of pregnancy\n- if you have - ulcers or\
-                \ stomach bleeding - history of recurrent ulceration - inflammatory\
-                \ bowel disease - liver or kidney disease\n- right before or after\
-                \ heart surgery.\n\nASK A DOCTOR OR PHARMACIST BEFORE USE IF YOU -\
-                \ have - asthma or diabetes - high blood pressure or heart disease\
-                \ - any other serious condition\n- take any other drug\n- are trying\
-                \ to conceive, pregnant or breastfeeding.\n\nWHEN USING THIS PRODUCT\
-                \ the risk of heart attack or stroke may increase if you use more\
-                \ than directed or for longer than directed.\n\nSTOP USE AND ASK A\
-                \ DOCTOR IF - fever lasts more than 3 days\n- pain lasts longer than\
-                \ 5 days\n- symptoms get worse or new ones appear.\n\nKEEP OUT OF\
-                \ REACH OF CHILDREN. This package contains enough drug to seriously\
-                \ harm a child. In case of overdose, call a poison control centre\
-                \ or get medical help right away."
-              - 'WARNINGS STOMACH BLEEDING WARNING
-
-                - This may cause stomach bleeding
 
-                - Symptoms may include, feeling faint, vomiting blood, bloody or black
-                stools
+          ALLERGY ALERT
 
-                - The chance of stomach bleeding is higher if you, are age 60 or older,
-                have had stomach ulcers or bleeding problems, take a blood thinner
-                or steroid drug, take with other drugs containing an NSAID like acetylsalicylic
-                acid (ASA), ibuprofen, naproxen, or prescription anti-inflammatory
-                drugs, have 3 or more alcoholic drinks every day while using this
-                product.
+          - Stop use and get medical help right away if you have, hives, swelling
+          of eyes and mouth, wheezing, shock, skin reddening, blisters, rash.
 
 
-                ALLERGY ALERT
+          DO NOT USE
 
-                - Stop use and get medical help right away if you have, hives, swelling
-                of eyes and mouth, wheezing, shock, skin reddening, blisters, rash.
+          - if you are, allergic to naproxen, naproxen sodium, ASA, salicylates, NSAIDs,
+          taking ASA for preventive therapy, in your third trimester of pregnancy
 
+          - if you have, ulcers or stomach bleeding, history of recurrent ulceration,
+          inflammatory bowel disease, liver or kidney disease
 
-                DO NOT USE
+          - right before or after heart surgery.
 
-                - if you are, allergic to naproxen, naproxen sodium, ASA, salicylates,
-                NSAIDs, taking ASA for preventive therapy, in your third trimester
-                of pregnancy
 
-                - if you have, ulcers or stomach bleeding, history of recurrent ulceration,
-                inflammatory bowel disease, liver or kidney disease
+          ASK A DOCTOR OR PHARMACIST BEFORE USE IF YOU
 
-                - right before or after heart surgery.
+          - have, asthma or diabetes, high blood pressure or heart disease, any other
+          serious condition
 
+          - take any other drug
 
-                ASK A DOCTOR OR PHARMACIST BEFORE USE IF YOU
+          - are trying to conceive, pregnant or breastfeeding.
 
-                - have, asthma or diabetes, high blood pressure or heart disease,
-                any other serious condition
 
-                - take any other drug
+          WHEN USING THIS PRODUCT the risk of heart attack or stroke may increase
+          if you use more than directed or for longer than directed.
 
-                - are trying to conceive, pregnant or breastfeeding.
 
+          STOP USE AND ASK A DOCTOR IF
 
-                WHEN USING THIS PRODUCT the risk of heart attack or stroke may increase
-                if you use more than directed or for longer than directed.
+          - fever lasts more than 3 days
 
+          - pain lasts longer than 5 days
 
-                STOP USE AND ASK A DOCTOR IF
+          - symptoms get worse or new ones appear.
 
-                - fever lasts more than 3 days
 
-                - pain lasts longer than 5 days
+          KEEP OUT OF REACH OF CHILDREN. This package contains enough drug to seriously
+          harm a child. In case of overdose, call a poison control centre or get medical
+          help right away.'
+      - name: productWarningsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'MISES EN GARDE
 
-                - symptoms get worse or new ones appear.
+          AVERTISSEMENT - SAIGNEMENT GASTRIQUE - Peut provoquer des saignements gastriques
 
+          - Les symptômes peuvent comprendre - sensation de faiblesse - vomissement
+          de sang - selles noires ou sanglantes.
 
-                KEEP OUT OF REACH OF CHILDREN. This package contains enough drug to
-                seriously harm a child. In case of overdose, call a poison control
-                centre or get medical help right away.'
-            productWarningsFrench:
-              type: string
-              examples:
-              - 'MISES EN GARDE
+          - Le risque de saignement gastrique est plus élevé dans les cas suivants
+          : - âge de 60 ans ou plus - antécédents d''ulcères gastriques ou de saignement
+          - prise d''anticoagulants ou de stéroïdes - prise d''autres médicaments
+          contenant un AINS comme l''acide acétylsalicylique (AAS), l''ibuprofène,
+          le naproxène ou des anti-inflammatoires sur ordonnance - consommation de
+          3 boissons alcoolisées ou plus par jour durant la prise de ce médicament.
 
-                AVERTISSEMENT - SAIGNEMENT GASTRIQUE - Peut provoquer des saignements
-                gastriques
 
-                - Les symptômes peuvent comprendre - sensation de faiblesse - vomissement
-                de sang - selles noires ou sanglantes.
+          ALERTE AUX ALLERGIES - Cesser l''utilisation et consulter immédiatement
+          un médecin en présence - d''urticaire - de gonflement des yeux et de la
+          bouche - de respiration sifflante - d''état de choc - de rougeur de la peau
+          - de cloques - d''éruption cutanée.
 
-                - Le risque de saignement gastrique est plus élevé dans les cas suivants
-                : - âge de 60 ans ou plus - antécédents d''ulcères gastriques ou de
-                saignement - prise d''anticoagulants ou de stéroïdes - prise d''autres
-                médicaments contenant un AINS comme l''acide acétylsalicylique (AAS),
-                l''ibuprofène, le naproxène ou des anti-inflammatoires sur ordonnance
-                - consommation de 3 boissons alcoolisées ou plus par jour durant la
-                prise de ce médicament.
 
+          NE PAS UTILISER - si vous êtes - allergique au naproxène, au naproxène sodique,
+          à l''AAS, aux salicylates, aux AINS - en train de suivre un traitement préventif
+          par I''AAS - au troisième trimestre de votre grossesse
 
-                ALERTE AUX ALLERGIES - Cesser l''utilisation et consulter immédiatement
-                un médecin en présence - d''urticaire - de gonflement des yeux et
-                de la bouche - de respiration sifflante - d''état de choc - de rougeur
-                de la peau - de cloques - d''éruption cutanée.
+          - si vous avez - des ulcères ou saignements gastriques - des antécédents
+          d''ulcérations récidivantes - une maladie inflammatoire de l''intestin -
+          une maladie hépatique ou rénale
 
+          - en cas de chirurgie cardiaque récente ou prochaine.
 
-                NE PAS UTILISER - si vous êtes - allergique au naproxène, au naproxène
-                sodique, à l''AAS, aux salicylates, aux AINS - en train de suivre
-                un traitement préventif par I''AAS - au troisième trimestre de votre
-                grossesse
 
-                - si vous avez - des ulcères ou saignements gastriques - des antécédents
-                d''ulcérations récidivantes - une maladie inflammatoire de l''intestin
-                - une maladie hépatique ou rénale
+          CONSULTEZ UN MÉDECIN OU UN PHARMACIEN AVANT L''UTILISATION SI VOUS
 
-                - en cas de chirurgie cardiaque récente ou prochaine.
+          - souffrez - d''asthme ou de diabète - d''hypertension ou de maladie du
+          cœur - de maladie grave
 
+          - prenez d''autres médicaments
 
-                CONSULTEZ UN MÉDECIN OU UN PHARMACIEN AVANT L''UTILISATION SI VOUS
+          - êtes enceinte, tentez de concevoir ou allaitez.
 
-                - souffrez - d''asthme ou de diabète - d''hypertension ou de maladie
-                du cœur - de maladie grave
 
-                - prenez d''autres médicaments
+          LORSQUE VOUS UTILISEZ CE PRODUIT le risque de crise cardiaque ou d''accident
+          vasculaire cérébral peut être accru quand la dose ou la durée d''utilisation
+          dépasse celle recommandée.
 
-                - êtes enceinte, tentez de concevoir ou allaitez.
 
+          CESSEZ D''UTILISER ET CONSULTEZ UN MÉDECIN SI - la fièvre dure plus de 3
+          jours
 
-                LORSQUE VOUS UTILISEZ CE PRODUIT le risque de crise cardiaque ou d''accident
-                vasculaire cérébral peut être accru quand la dose ou la durée d''utilisation
-                dépasse celle recommandée.
+          - la douleur dure plus de 5 jours
 
+          - les symptômes s''aggravent ou de nouveaux symptômes apparaissent.
 
-                CESSEZ D''UTILISER ET CONSULTEZ UN MÉDECIN SI - la fièvre dure plus
-                de 3 jours
 
-                - la douleur dure plus de 5 jours
+          GARDER HORS DE LA PORTÉE DES ENFANTS.
 
-                - les symptômes s''aggravent ou de nouveaux symptômes apparaissent.
+          La quantité de médicament que contient cet emballage peut causer des effets
+          nocifs graves chez les enfants. En cas de surdosage, communiquer immédiatement
+          avec un centre antipoison ou un médecin.'
+        - 'MISES EN GRADE AVERTISSEMENT - SAIGNEMENT GASTRIQUE
 
+          - Peut provoquer des saignements gastriques
 
-                GARDER HORS DE LA PORTÉE DES ENFANTS.
+          - Les symptômes peuvent comprendre, sensation de faiblesse, vomissement
+          de sang, selles noires ou sanglantes.
 
-                La quantité de médicament que contient cet emballage peut causer des
-                effets nocifs graves chez les enfants. En cas de surdosage, communiquer
-                immédiatement avec un centre antipoison ou un médecin.'
-              - 'MISES EN GRADE AVERTISSEMENT - SAIGNEMENT GASTRIQUE
+          - Le risque de saignement gastrique est plus élevé dans les cas suivants
+          : âge de 60 ans ou plus, antécédents d''ulcères gastriques ou de saignement,
+          prise d''anticoagulants ou de stéroïdes, prise d''autres médicaments contenant
+          un AINS comme l''acide acétylsalicylique (AAS), l''ibuprofène, le naproxène
+          ou des anti-inflammatoires sur ordonnance, consommation de 3 boissons alcoolisées
+          ou plus par jour durant la prise de ce médicament.
 
-                - Peut provoquer des saignements gastriques
 
-                - Les symptômes peuvent comprendre, sensation de faiblesse, vomissement
-                de sang, selles noires ou sanglantes.
+          ALERTE AUX ALLERGIES
 
-                - Le risque de saignement gastrique est plus élevé dans les cas suivants
-                : âge de 60 ans ou plus, antécédents d''ulcères gastriques ou de saignement,
-                prise d''anticoagulants ou de stéroïdes, prise d''autres médicaments
-                contenant un AINS comme l''acide acétylsalicylique (AAS), l''ibuprofène,
-                le naproxène ou des anti-inflammatoires sur ordonnance, consommation
-                de 3 boissons alcoolisées ou plus par jour durant la prise de ce médicament.
+          - Cesser l''utilisation et consulter immédiatement un médecin en présence,
+          d''urticaire, de gonflement des yeux et de la bouche, de respiration sifflante,
+          d''état de choc, de rougeur de la peau, de cloques, d''éruption cutanée.
 
 
-                ALERTE AUX ALLERGIES
+          NE PAS UTILISER
 
-                - Cesser l''utilisation et consulter immédiatement un médecin en présence,
-                d''urticaire, de gonflement des yeux et de la bouche, de respiration
-                sifflante, d''état de choc, de rougeur de la peau, de cloques, d''éruption
-                cutanée.
+          - si vous êtes, allergique au naproxène, au naproxène sodique, à l''AAS,
+          aux salicylates, aux AINS, en train de suivre un traitement préventif par
+          l''AAS, au troisième trimestre de votre grossesse
 
+          - si vous avez, des ulcères ou saignements gastriques, des antécédents d''ulcérations
+          récidivantes, une maladie inflammatoire de l''intestin, une maladie hépatique
+          ou rénale, en cas de chirurgie cardiaque récente ou prochaine.
 
-                NE PAS UTILISER
 
-                - si vous êtes, allergique au naproxène, au naproxène sodique, à l''AAS,
-                aux salicylates, aux AINS, en train de suivre un traitement préventif
-                par l''AAS, au troisième trimestre de votre grossesse
+          CONSULTEZ UN MÉDECIN OU UN PHARMACIEN AVANT L''UTILISATION SI VOUS
 
-                - si vous avez, des ulcères ou saignements gastriques, des antécédents
-                d''ulcérations récidivantes, une maladie inflammatoire de l''intestin,
-                une maladie hépatique ou rénale, en cas de chirurgie cardiaque récente
-                ou prochaine.
+          - souffrez, d''asthme ou de diabète, d''hypertension ou de maladie du cœur,
+          de maladie grave
 
+          - prenez d''autres médicaments
 
-                CONSULTEZ UN MÉDECIN OU UN PHARMACIEN AVANT L''UTILISATION SI VOUS
+          - êtes enceinte, tentez de concevoir ou allaitez.
 
-                - souffrez, d''asthme ou de diabète, d''hypertension ou de maladie
-                du cœur, de maladie grave
 
-                - prenez d''autres médicaments
+          LORSQUE VOUS UTILISEZ CE PRODUIT le risque de crise cardiaque ou d''accident
+          vasculaire cérébral peut être accru quand la dose ou la durée d''utilisation
+          dépasse celle recommandée.
 
-                - êtes enceinte, tentez de concevoir ou allaitez.
 
+          CESSEZ D''UTILISER ET CONSULTEZ UN MÉDECIN SI
 
-                LORSQUE VOUS UTILISEZ CE PRODUIT le risque de crise cardiaque ou d''accident
-                vasculaire cérébral peut être accru quand la dose ou la durée d''utilisation
-                dépasse celle recommandée.
+          - la fièvre dure plus de 3 jours
 
+          - la douleur dure plus de 5 jours
 
-                CESSEZ D''UTILISER ET CONSULTEZ UN MÉDECIN SI
+          - les symptômes s''aggravent ou de nouveaux symptômes apparaissent.
 
-                - la fièvre dure plus de 3 jours
 
-                - la douleur dure plus de 5 jours
-
-                - les symptômes s''aggravent ou de nouveaux symptômes apparaissent.
-
-
-                GARDER HORS DE LA PORTÉE DES ENFANTS. La quantité de médicament que
-                contient cet emballage peut causer des effets nocifs graves chez les
-                enfants. En cas de surdosage, communiquer immédiatement avec un centre
-                antipoison ou un médecin.'
-            height:
-              type: string
-              examples:
-              - '5.72'
-            heightUOM:
-              type: string
-              examples:
-              - CM
-            width:
-              type: string
-              examples:
-              - '9.91'
-              - '10.03'
-            widthUOM:
-              type: string
-              examples:
-              - CM
-            depth:
-              type: string
-              examples:
-              - '5.72'
-            depthUOM:
-              type: string
-              examples:
-              - CM
-            grossWeight:
-              type: string
-              examples:
-              - '0.076'
-            grossWeightUOM:
-              type: string
-              examples:
-              - KG
-            trademarkInformationEnglish:
-              type: string
-              examples:
-              - ® TM see www.bayer.ca/tm-mc
-            trademarkInformationFrench:
-              type: string
-              examples:
-              - ® MC voir www.bayer.ca/tm-mc
-            warrantyDescriptionEnglish:
-              type: string
-              examples:
-              - 'Questions?
-
-                Bayer Inc.
-
-                Mississauga, ON L4W 5R6
-
-                www.aleve.ca'
-              - "Questions?\r\nBayer Inc.\r\nMississauga, ON L4W 5R6\r\nwww.aleve.ca"
-            warrantyDescriptionFrench:
-              type: string
-              examples:
-              - 'Questions?
-
-                Bayer Inc.
+          GARDER HORS DE LA PORTÉE DES ENFANTS. La quantité de médicament que contient
+          cet emballage peut causer des effets nocifs graves chez les enfants. En
+          cas de surdosage, communiquer immédiatement avec un centre antipoison ou
+          un médecin.'
+      - name: height
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.72'
+      - name: heightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: width
+        physicalType: string
+        logicalType: string
+        examples:
+        - '9.91'
+        - '10.03'
+      - name: widthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: depth
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.72'
+      - name: depthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: grossWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.076'
+      - name: grossWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - KG
+      - name: trademarkInformationEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - ® TM see www.bayer.ca/tm-mc
+      - name: trademarkInformationFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ® MC voir www.bayer.ca/tm-mc
+      - name: warrantyDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Questions?
+
+          Bayer Inc.
+
+          Mississauga, ON L4W 5R6
+
+          www.aleve.ca'
+        - "Questions?\r\nBayer Inc.\r\nMississauga, ON L4W 5R6\r\nwww.aleve.ca"
+      - name: warrantyDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Questions?
+
+          Bayer Inc.
+
+          Mississauga, ON L4W 5R6
+
+          www.aleve.ca'
+        - "Questions?\r\nBayer Inc.\r\nMississauga, ON L4W 5R6\r\nwww.aleve.ca"
+      - name: consumerProductVariantReasonCode
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: identification
+        physicalType: object
+        logicalType: object
+        properties:
+        - name: nameOfBrandOwnerOrSubmitter
+          physicalType: string
+          logicalType: string
+          examples:
+          - Bayer Inc. Consumer Health
+        - name: dateUpdated
+          physicalType: string
+          customProperties:
+          - property: format
+            value: date-time
+          logicalType: string
+          examples:
+          - '2022-05-11T12:25:11.477-04:00'
+          - '2024-10-24T12:25:58.887-04:00'
+        - name: ecommerceStatusNutritionStatus
+          physicalType: string
+          logicalType: string
+          examples:
+          - Certified
+        - name: excellenceLevel
+          physicalType: string
+          logicalType: string
+          examples:
+          - '1'
+        - name: gln
+          physicalType: string
+          logicalType: string
+          examples:
+          - 0056500000019
+        - name: gtin
+          physicalType: string
+          logicalType: string
+          examples:
+          - '00056500371706'
+        - name: systemVersion
+          physicalType: string
+          customProperties:
+          - property: format
+            value: date-time
+          logicalType: string
+          examples:
+          - '2022-04-29T20:16:17.523-04:00'
+          - '2024-10-09T18:06:55.420-04:00'
+      - name: featuresAndBenefits
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: featuresandBenefitsEnglish
+            physicalType: string
+            logicalType: string
+            examples:
+            - Fast relief of backache joint muscle and arthritis pain headache
+          - name: featuresandBenefitsFrench
+            physicalType: string
+            logicalType: string
+            examples:
+            - Soulagement rapide du mal de dos de la douleur musculaire articulaire
+              et arthritique du mal de tête
+      - name: imageGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: angle
+            physicalType: string
+            logicalType: string
+            examples:
+            - N
+            - C
+            - L
+            - R
+          - name: facing
+            physicalType: string
+            logicalType: string
+            examples:
+            - '1'
+          - name: format
+            physicalType: string
+            logicalType: string
+            examples:
+            - TIF
+          - name: gdti
+            physicalType: string
+            logicalType: string
+            examples:
+            - '754000000025700000000057027034'
+            - '754000000025700000000057027114'
+            - '754000000014100000000099808157'
+            - '754000000014100000000099808241'
+            - '754000000014100000000099808360'
+          - name: imageCategory
+            physicalType: string
+            logicalType: string
+            examples:
+            - '9'
+            - '2'
+          - name: imageType
+            physicalType: string
+            logicalType: string
+            examples:
+            - A
+          - name: language
+            physicalType: string
+            logicalType: string
+            examples:
+            - en
+            - fr
+          - name: state
+            physicalType: string
+            logicalType: string
+            examples:
+            - '1'
+          - name: url
+            physicalType: string
+            logicalType: string
+            examples:
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000025700000000057027034.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000025700000000057027114.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000014100000000099808157.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000014100000000099808241.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000014100000000099808360.TIF'
+      - name: nutritionAndIngredients
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: frontOfPackageNutritionSymbol
+            physicalType: array
+            logicalType: array
+            items:
+              name: items
+              physicalType: string
+              logicalType: string
+          - name: nutritionOtherTextEnglish
+            physicalType: string
+            logicalType: string
+            examples:
+            - '(NSAID)*
 
-                Mississauga, ON L4W 5R6
+              *nonsteroidal anti-inflammatory drug'
+            - '*nonsteroidal anti-inflammatory drug'
+          - name: nutritionOtherTextFrench
+            physicalType: string
+            logicalType: string
+            examples:
+            - '(AINS)*
 
-                www.aleve.ca'
-              - "Questions?\r\nBayer Inc.\r\nMississauga, ON L4W 5R6\r\nwww.aleve.ca"
-            consumerProductVariantReasonCode:
-              type: array
-              items:
-                type: string
-            identification:
-              type: object
-              fields:
-                nameOfBrandOwnerOrSubmitter:
-                  type: string
-                  examples:
-                  - Bayer Inc. Consumer Health
-                dateUpdated:
-                  type: string
-                  format: date-time
-                  examples:
-                  - '2022-05-11T12:25:11.477-04:00'
-                  - '2024-10-24T12:25:58.887-04:00'
-                ecommerceStatusNutritionStatus:
-                  type: string
-                  examples:
-                  - Certified
-                excellenceLevel:
-                  type: string
-                  examples:
-                  - '1'
-                gln:
-                  type: string
-                  examples:
-                  - 0056500000019
-                gtin:
-                  type: string
-                  examples:
-                  - '00056500371706'
-                systemVersion:
-                  type: string
-                  format: date-time
-                  examples:
-                  - '2022-04-29T20:16:17.523-04:00'
-                  - '2024-10-09T18:06:55.420-04:00'
-            featuresAndBenefits:
-              type: array
-              items:
-                type: object
-                fields:
-                  featuresandBenefitsEnglish:
-                    type: string
-                    examples:
-                    - Fast relief of backache joint muscle and arthritis pain headache
-                  featuresandBenefitsFrench:
-                    type: string
-                    examples:
-                    - Soulagement rapide du mal de dos de la douleur musculaire articulaire
-                      et arthritique du mal de tête
-            imageGroup:
-              type: array
-              items:
-                type: object
-                fields:
-                  angle:
-                    type: string
-                    examples:
-                    - N
-                    - C
-                    - L
-                    - R
-                  facing:
-                    type: string
-                    examples:
-                    - '1'
-                  format:
-                    type: string
-                    examples:
-                    - TIF
-                  gdti:
-                    type: string
-                    examples:
-                    - '754000000025700000000057027034'
-                    - '754000000025700000000057027114'
-                    - '754000000014100000000099808157'
-                    - '754000000014100000000099808241'
-                    - '754000000014100000000099808360'
-                  imageCategory:
-                    type: string
-                    examples:
-                    - '9'
-                    - '2'
-                  imageType:
-                    type: string
-                    examples:
-                    - A
-                  language:
-                    type: string
-                    examples:
-                    - en
-                    - fr
-                  state:
-                    type: string
-                    examples:
-                    - '1'
-                  url:
-                    type: string
-                    examples:
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000025700000000057027034.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000025700000000057027114.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000014100000000099808157.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000014100000000099808241.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=ecommerceContent/gtin=00056500371706/type=TIF/754000000014100000000099808360.TIF'
-            nutritionAndIngredients:
-              type: array
-              items:
-                type: object
-                fields:
-                  frontOfPackageNutritionSymbol:
-                    type: array
-                    items:
-                      type: string
-                  nutritionOtherTextEnglish:
-                    type: string
-                    examples:
-                    - '(NSAID)*
-
-                      *nonsteroidal anti-inflammatory drug'
-                    - '*nonsteroidal anti-inflammatory drug'
-                  nutritionOtherTextFrench:
-                    type: string
-                    examples:
-                    - '(AINS)*
-
-                      * anti-inflammatoire non stéroïdien'
-                    - '* anti-inflammatoire non stéroïden'
-                  ingredientsEnglish:
-                    type: string
-                    examples:
-                    - Inactive ingredients FD&C blue no. 1, gelatin, glycerin, hypromellose,
-                      lactic acid, mannitol, polyethylene glycol, povidone, propylene
-                      glycol, sorbitan, sorbitol, titanium dioxide, water.
-                    - 'Inactive ingredients
-
-                      FD&C blue no. 1, gelatin, glycerin, hypromellose, lactic acid,
-                      mannitol, polyethylene glycol, povidone, propylene glycol, sorbitan,
-                      sorbitol, titanium dioxide, water.'
-                  ingredientsFrench:
-                    type: string
-                    examples:
-                    - Ingrédients inactifs acide lactique, bleu FD&C n° 1, dioxyde
-                      de titane, eau, gélatine, glycérine, hypromellose, mannitol,
-                      polyéthylèneglycol, povidone, propylèneglycol, sorbitan, sorbitol.
-                    - 'Ingrédients inactifs
-
-                      Acide lactique, bleu FD&C n° 1, dioxyde de titane, eau, gélatine,
-                      glycérine, hypromellose, mannitol, polyéthylèneglycol, povidone,
-                      propylèneglycol, sorbitan, sorbitol.'
-                  nutritionCustomGridEnglish:
-                    type: object
-                    fields:
-                      headers:
-                        type: array
-                        items:
-                          type: string
-                        examples:
-                        - (Per capsule)
-                        - Purpose
-                        - Active ingredient (per capsule)
-                      rows:
-                        type: array
-                        items:
-                          type: array
-                          items:
-                            type: string
-                        examples:
-                        - - Active ingredient
-                        - - Naproxen sodium (NSAID)*
-                          - 220 mg
-                          - Pain reliever/fever reducer
-                        - - Naproxen sodium 220 mg (NSAID)*
-                          - Pain reliever/Fever reducer
-                  nutritionCustomGridFrench:
-                    type: object
-                    fields:
-                      headers:
-                        type: array
-                        items:
-                          type: string
-                        examples:
-                        - (Dans chaque capsule)
-                        - Utilité
-                        - Ingrédient actif (dans chaque capsule)
-                      rows:
-                        type: array
-                        items:
-                          type: array
-                          items:
-                            type: string
-                        examples:
-                        - - Ingrédient actif
-                        - - Naproxène sodique, (AINS)*
-                          - 220 mg
-                          - Analgésique/antipyrétique
-                        - - Naproxene sodique, 220 mg (AINS)*
-                          - Analgésique/antipyrétique
-            otherCertifications:
-              type: array
+              * anti-inflammatoire non stéroïdien'
+            - '* anti-inflammatoire non stéroïden'
+          - name: ingredientsEnglish
+            physicalType: string
+            logicalType: string
+            examples:
+            - Inactive ingredients FD&C blue no. 1, gelatin, glycerin, hypromellose,
+              lactic acid, mannitol, polyethylene glycol, povidone, propylene glycol,
+              sorbitan, sorbitol, titanium dioxide, water.
+            - 'Inactive ingredients
+
+              FD&C blue no. 1, gelatin, glycerin, hypromellose, lactic acid, mannitol,
+              polyethylene glycol, povidone, propylene glycol, sorbitan, sorbitol,
+              titanium dioxide, water.'
+          - name: ingredientsFrench
+            physicalType: string
+            logicalType: string
+            examples:
+            - Ingrédients inactifs acide lactique, bleu FD&C n° 1, dioxyde de titane,
+              eau, gélatine, glycérine, hypromellose, mannitol, polyéthylèneglycol,
+              povidone, propylèneglycol, sorbitan, sorbitol.
+            - 'Ingrédients inactifs
+
+              Acide lactique, bleu FD&C n° 1, dioxyde de titane, eau, gélatine, glycérine,
+              hypromellose, mannitol, polyéthylèneglycol, povidone, propylèneglycol,
+              sorbitan, sorbitol.'
+          - name: nutritionCustomGridEnglish
+            physicalType: object
+            logicalType: object
+            properties:
+            - name: headers
+              physicalType: array
+              logicalType: array
+              examples:
+              - (Per capsule)
+              - Purpose
+              - Active ingredient (per capsule)
               items:
-                type: string
-            productClaims:
-              type: array
+                name: items
+                physicalType: string
+                logicalType: string
+            - name: rows
+              physicalType: array
+              logicalType: array
               items:
-                type: string
-            productRecommendation:
-              type: array
+                name: items
+                physicalType: array
+                logicalType: array
+                items:
+                  name: items
+                  physicalType: string
+                  logicalType: string
+          - name: nutritionCustomGridFrench
+            physicalType: object
+            logicalType: object
+            properties:
+            - name: headers
+              physicalType: array
+              logicalType: array
+              examples:
+              - (Dans chaque capsule)
+              - Utilité
+              - Ingrédient actif (dans chaque capsule)
               items:
-                type: string
-            components:
-              type: array
+                name: items
+                physicalType: string
+                logicalType: string
+            - name: rows
+              physicalType: array
+              logicalType: array
               items:
-                type: string
-            addedFeaturesandBenefitsEnglish:
-              type: string
-              examples:
-              - 'Fast relief of backache joint muscle and arthritis pain headache
-
-                Fast relief of backache joint muscle and arthritis pain headache'
-            addedFeaturesandBenefitsFrench:
-              type: string
-              examples:
-              - 'Soulagement rapide du mal de dos de la douleur musculaire articulaire
-                et arthritique du mal de tête
-
-                Soulagement rapide du mal de dos de la douleur musculaire articulaire
-                et arthritique du mal de tête'
-      newItemSetup:
-        type: array
+                name: items
+                physicalType: array
+                logicalType: array
+                items:
+                  name: items
+                  physicalType: string
+                  logicalType: string
+      - name: otherCertifications
+        physicalType: array
+        logicalType: array
         items:
-          type: object
-          fields:
-            extendedDescriptionEnglish:
-              type: string
-              examples:
-              - Aleve Back and Body Pain 220mg, 30s
-            shortDescriptionEnglish:
-              type: string
-              examples:
-              - Aleve Back & Body 30s
-            productLabelType:
-              type: string
-              examples:
-              - CS
-            dateAvailable:
-              type: string
-              format: date
-              examples:
-              - '2021-02-01'
-            shapeDescriptionEnglish:
-              type: string
-              examples:
-              - Oval
-            shapeDescriptionFrench:
-              type: string
-              examples:
-              - ovale
-            markingDirectEnglish:
-              type: string
-              examples:
-              - Aleve
-            markingDirectFrench:
-              type: string
-              examples:
-              - Aleve
-            drugType:
-              type: string
-              examples:
-              - T1
-            controlledDrug:
-              type: string
-              examples:
-              - CON4
-            narcotic:
-              type: string
-              examples:
-              - NAR4
-            targetedSubstance:
-              type: string
-              examples:
-              - N
-            federalReportable:
-              type: string
-              examples:
-              - N
-            precursorStatus:
-              type: string
-              examples:
-              - PN
-            tempControlRangeMin:
-              type: string
-              examples:
-              - '15'
-            tempControlRangeMax:
-              type: string
-              examples:
-              - '25'
-            tempControlRangeUOM:
-              type: string
-              examples:
-              - CE
-            labelStorageConditionsEnglish:
-              type: string
-              examples:
-              - Store between 15C and 25C
-            labelStorageConditionsFrench:
-              type: string
-              examples:
-              - Conserver entre 15C et 25C
-            sterile:
-              type: string
-              examples:
-              - N
-            shakable:
-              type: string
-              examples:
-              - N
-            colourDescriptionEnglish:
-              type: string
-              examples:
-              - Blue
-            colourDescriptionFrench:
-              type: string
-              examples:
-              - Bleu
-            flavourDescriptionEnglish:
-              type: string
-              examples:
-              - n/a
-            flavourDescriptionFrench:
-              type: string
-              examples:
-              - s.o.
-            serialNumberLocationCode:
-              type: array
-              items:
-                type: string
-            dateEffective:
-              type: string
-              format: date
-              examples:
-              - '2021-02-01'
-            totalUnits:
-              type: string
-              examples:
-              - '1'
-            length:
-              type: string
-              examples:
-              - '5.72'
-            lengthUOM:
-              type: string
-              examples:
-              - CM
-            width:
-              type: string
-              examples:
-              - '10.03'
-            widthUOM:
-              type: string
-              examples:
-              - CM
-            height:
-              type: string
-              examples:
-              - '5.72'
-            heightUOM:
-              type: string
-              examples:
-              - CM
-            volume:
-              type: string
-              examples:
-              - '310'
-            volumeUOM:
-              type: string
-              examples:
-              - CC
-            grossWeight:
-              type: string
-              examples:
-              - '0.08'
-            grossWeightUOM:
-              type: string
-              examples:
-              - K
-            packagingFormQual:
-              type: string
-              examples:
-              - BOX
-            packagingMaterialQual:
-              type: string
-              examples:
-              - '34'
-            size:
-              type: string
-              examples:
-              - '30'
-            sizeUOM:
-              type: string
-              examples:
-              - EA
-            originOfProductCountry:
-              type: string
-              examples:
-              - US
-            brandOwnerGLN:
-              type: string
-              examples:
-              - 0056500000019
-            functionalNameEnglish:
-              type: string
-              examples:
-              - Pain
-            functionalNameFrench:
-              type: string
-              examples:
-              - Douleur
-            gpcClassificationCode:
-              type: string
-              examples:
-              - '10000856'
-            baseUnitIndicator:
-              type: string
-              examples:
-              - Y
-            isTradeItemAConsumerUnit:
-              type: string
-              examples:
-              - Y
-            dispatchUnitIndicator:
-              type: string
-              examples:
-              - Y
-            invoiceUnitIndicator:
-              type: string
-              examples:
-              - Y
-            orderingUnitIndicator:
-              type: string
-              examples:
-              - Y
-            variableWeightTradeItem:
-              type: string
-              examples:
-              - N
-            packagingMarkedReturnable:
-              type: string
-              examples:
-              - N
-            tradeItemDescriptionEnglish:
-              type: string
-              examples:
-              - Liquid Gels pain relief
-            tradeItemDescriptionFrench:
-              type: string
-              examples:
-              - Gélules Liquides soulagement de la douleur
-            netContent:
-              type: string
-              examples:
-              - '30'
-            netContentUOM:
-              type: string
-              examples:
-              - EA
-            brandOwnerName:
-              type: string
-              examples:
-              - Bayer Inc.
-            consumerProductVariantReasonCode:
-              type: array
-              items:
-                type: string
-            productContainsLatex:
-              type: string
-              examples:
-              - N
-            packagingContainsLatex:
-              type: string
-              examples:
-              - N
-            allergenClaimFreeFrom:
-              type: array
-              items:
-                type: string
-            productProcessingProvince:
-              type: array
-              items:
-                type: string
-            productPackagingProvince:
-              type: array
-              items:
-                type: string
-            subsidiaryClassTDG:
-              type: array
-              items:
-                type: string
-            nutritionFormatType:
-              type: string
-              examples:
-              - NDE
-            productLine:
-              type: string
-              examples:
-              - '26471'
-            cheeseType:
-              type: array
-              items:
-                type: string
-            fortificationClaim:
-              type: array
-              items:
-                type: string
-            manufacturerPreparationType:
-              type: array
-              items:
-                type: string
-            frontOfPackageNutritionSymbol:
-              type: array
-              items:
-                type: string
-            regulationTypeCode:
-              type: array
-              items:
-                type: string
-            preparationTypeCode:
-              type: array
-              items:
-                type: string
-            barcodeSymbologyMulti:
-              type: array
-              items:
-                type: string
-              examples:
-              - '34'
-            claim:
-              type: array
-              items:
-                type: string
-            regulationCompliance:
-              type: array
-              items:
-                type: string
-            productionIngredientCode:
-              type: array
-              items:
-                type: string
-            eccnetClassCode:
-              type: string
-              examples:
-              - 000238
-            unspsc:
-              type: string
-              examples:
-              - '51384533'
-            alternativeGtin:
-              type: array
-              items:
-                type: string
-            additionalProductIdentification:
-              type: string
-              examples:
-              - '87233235'
-            depositApplicablebyProvince:
-              type: array
-              items:
-                type: string
-            shipFromName:
-              type: string
-              examples:
-              - Accuristix
-            shipIdType:
-              type: string
-              examples:
-              - UL
-            shipDUNSGLN:
-              type: string
-              examples:
-              - 0897344000076
-            shipCity:
-              type: string
-              examples:
-              - Toronto
-            channelOfDistributionGrocery:
-              type: string
-              examples:
-              - Y
-            shipProvince:
-              type: string
-              examples:
-              - 'ON'
-            shipCountry:
-              type: string
-              examples:
-              - CA
-            channelOfDistributionPharmacy:
-              type: string
-              examples:
-              - Y
-            channelOfDistributionGeneralMerchandise:
-              type: string
-              examples:
-              - Y
-            mbiName:
-              type: string
-              examples:
-              - Bayer Inc.
-            mbiDUNSGLN:
-              type: string
-              examples:
-              - 0056500000019
-            mbiIdType:
-              type: string
-              examples:
-              - UL
-            productType:
-              type: string
-              examples:
-              - EA
-            hazardRatingSystemWHMISclassCode:
-              type: array
-              items:
-                type: string
-              examples:
-              - N
-            rxDosageForm:
-              type: string
-              examples:
-              - CAPU
-            rxRouteOfAdministration:
-              type: string
-              examples:
-              - OR
-            anatomicalTherapeuticChemical:
-              type: string
-              examples:
-              - M01AE02
-            markingExpiryDate:
-              type: string
-              examples:
-              - MEX
-            markingBestBeforeDate:
-              type: string
-              examples:
-              - N
-            markingLotNumber:
-              type: string
-              examples:
-              - Y
-            pstMB:
-              type: string
-              examples:
-              - 'true'
-            pstPQ:
-              type: string
-              examples:
-              - 'true'
-            pstSK:
-              type: string
-              examples:
-              - 'true'
-            drugMerchandising:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingBC:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingMB:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingNB:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingNF:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingNS:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingNT:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingNU:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingON:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingPEI:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingPQ:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingSK:
-              type: string
-              examples:
-              - UN
-            drugMerchandisingYK:
-              type: string
-              examples:
-              - UN
-            gstAndHst:
-              type: string
-              examples:
-              - Y
-            shortDescriptionFrench:
-              type: string
-              examples:
-              - Aleve Mal de dos et douleur corp 30
-            extendedDescriptionFrench:
-              type: string
-              examples:
-              - Aleve Mal de dos et douleur corp. 30
-            brand:
-              type: string
-              examples:
-              - Aleve
-            brandFrench:
-              type: string
-              examples:
-              - Aleve
-            productLife:
-              type: string
-              examples:
-              - '728'
-            additionalTradeItemIdentificationgGroup:
-              type: array
-              items:
-                type: string
-            allergenCrustaceanTypeGroup:
-              type: array
-              items:
-                type: string
-            allergenFishTypeGroup:
-              type: array
-              items:
-                type: string
-            allergenShellfishTypeGroup:
-              type: array
-              items:
-                type: string
-            animalFeedingGroup:
-              type: array
-              items:
-                type: string
-            apparelSizeGroup:
-              type: array
-              items:
-                type: string
-            batteryGroup:
-              type: array
-              items:
-                type: string
-            certificationGroup:
-              type: array
-              items:
-                type: string
-            digitalAssetFoodservice:
-              type: array
-              items:
-                type: string
-            digitalAssetPlanogram:
-              type: array
-              items:
-                type: object
-                fields:
-                  digitalAssetFacingPlanogram:
-                    type: string
-                    examples:
-                    - '1'
-                    - '2'
-                    - '3'
-                    - '7'
-                    - '8'
-                  digitalAssetFormatPlanogram:
-                    type: string
-                    examples:
-                    - JPG
-                    - TGA
-                  digitalAssetGDTIPlanogram:
-                    type: string
-                    examples:
-                    - '754000000015800000000535768962'
-                    - '754000000015800000000535769073'
-                    - '754000000015800000000535769186'
-                    - '754000000015800000000535769268'
-                    - '754000000015800000000535769325'
-                  digitalAssetImageVersionDateTimePlanogram:
-                    type: string
-                    format: date-time
-                    examples:
-                    - '2024-10-08T18:15:01.827-04:00'
-                  digitalAssetLanguagePlanogram:
-                    type: string
-                    examples:
-                    - fr
-                    - en
-                  digitalAssetStartDatePlanogram:
-                    type: string
-                    format: date
-                    examples:
-                    - '2024-10-07'
-                  url:
-                    type: string
-                    examples:
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535768962.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769073.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769186.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769268.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769325.JPG'
-            dispensingGroup:
-              type: array
-              items:
-                type: string
-            drugAndHealthProductGroup:
-              type: array
-              items:
-                type: object
-                fields:
-                  ahfs:
-                    type: array
-                    items:
-                      type: string
-                    examples:
-                    - 28:08.04.92
-                  drugAndHealthProductNumber:
-                    type: string
-                    examples:
-                    - '02436337'
-                  aiGroupNumber:
-                    type: string
-                    examples:
-                    - 0113934003
-                  drugAndHealthProductNumberType:
-                    type: string
-                    examples:
-                    - DIN
-                  activeIngredientGroup:
-                    type: array
-                    items:
-                      type: object
-                      fields:
-                        activeIngredientNameEnglish:
-                          type: string
-                          examples:
-                          - Naproxen sodium
-                        activeIngredientStrength:
-                          type: string
-                          examples:
-                          - '220'
-                        activeIngredientStrengthUOM:
-                          type: string
-                          examples:
-                          - ME
-                        activeIngredientStrengthTypicalDose:
-                          type: string
-                          examples:
-                          - '1'
-                        activeIngredientStrengthTypicalDoseUOM:
-                          type: string
-                          examples:
-                          - QO
-            exportGroup:
-              type: array
-              items:
-                type: string
-            fishSpeciesGroup:
-              type: array
-              items:
-                type: string
-            footwearSizeGroup:
-              type: array
-              items:
-                type: string
-            importClassificationGroup:
-              type: array
-              items:
-                type: string
-            ingredientGroup:
-              type: array
-              items:
-                type: string
-            mineralClaimGroup:
-              type: array
-              items:
-                type: string
-            netContentGroup:
-              type: array
-              items:
-                type: string
-            identification:
-              type: object
-              fields:
-                excellenceLevel:
-                  type: string
-                  examples:
-                  - '3'
-            nextLowerLevels:
-              type: array
-              items:
-                type: string
-            nutContentGroup:
-              type: array
-              items:
-                type: string
-            nutrientClaimGroup:
-              type: array
-              items:
-                type: string
-            nutrientTypeGroup:
-              type: array
-              items:
-                type: string
-            primaryPackagingGroup:
-              type: array
-              items:
-                type: string
-            productRecommendationGroup:
-              type: array
-              items:
-                type: string
-            secondaryPackagingGroup:
-              type: array
-              items:
-                type: string
-            shortMarketingMessageGroup:
-              type: array
-              items:
-                type: string
-            stewardshipGroup:
-              type: array
-              items:
-                type: string
-            vitaminClaimGroup:
-              type: array
-              items:
-                type: string
-            tpnBrandEnglish:
-              type: string
-              examples:
-              - ALEVE
-            tpnBrandFrench:
-              type: string
-              examples:
-              - ALEVE
-            tpnCase:
-              type: string
-              examples:
-              - '24'
-            tpnDepthImp:
-              type: string
-              examples:
-              - '2.250'
-            tpnHeightImp:
-              type: string
-              examples:
-              - '2.250'
-            tpnVolumeImp:
-              type: string
-              examples:
-              - '20.00000'
-            tpnWidthImp:
-              type: string
-              examples:
-              - '3.950'
-            tpnDepth:
-              type: string
-              examples:
-              - '5.720'
-            tpnHeight:
-              type: string
-              examples:
-              - '5.720'
-            tpnVolume:
-              type: string
-              examples:
-              - '328.17000'
-            tpnWidth:
-              type: string
-              examples:
-              - '10.030'
-            tpnSize:
-              type: string
-              examples:
-              - 30 U
-            tpnShortDescEnglish:
-              type: string
-              examples:
-              - ALEVE NPRXN SOD 220MG BACK BODY
-            tpnShortDescFrench:
-              type: string
-              examples:
-              - ALEVE NPRXN SOD 220MG DOS CORP
-            barcodeSymbology:
-              type: string
-              examples:
-              - '34'
-      planoContent:
-        type: array
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: productClaims
+        physicalType: array
+        logicalType: array
         items:
-          type: object
-          fields:
-            digitalAssetPlanogram:
-              type: array
-              items:
-                type: object
-                fields:
-                  digitalAssetFacingPlanogram:
-                    type: string
-                    examples:
-                    - '1'
-                    - '2'
-                    - '3'
-                    - '7'
-                    - '8'
-                  digitalAssetFormatPlanogram:
-                    type: string
-                    examples:
-                    - JPG
-                    - TGA
-                  digitalAssetGDTIPlanogram:
-                    type: string
-                    examples:
-                    - '754000000015800000000535768962'
-                    - '754000000015800000000535769073'
-                    - '754000000015800000000535769186'
-                    - '754000000015800000000535769268'
-                    - '754000000015800000000535769325'
-                  digitalAssetImageVersionDateTimePlanogram:
-                    type: string
-                    format: date-time
-                    examples:
-                    - '2024-10-08T18:15:01.827-04:00'
-                  digitalAssetLanguagePlanogram:
-                    type: string
-                    examples:
-                    - fr
-                    - ml
-                    - en
-                  digitalAssetStartDatePlanogram:
-                    type: string
-                    format: date
-                    examples:
-                    - '2024-10-07'
-                  url:
-                    type: string
-                    examples:
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535768962.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769073.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769186.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769268.JPG'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769325.JPG'
-            identification:
-              type: object
-              fields:
-                excellenceLevel:
-                  type: string
-                  examples:
-                  - '2'
-            tpnBrandEnglish:
-              type: string
-              examples:
-              - ALEVE
-            tpnBrandFrench:
-              type: string
-              examples:
-              - ALEVE
-            tpnCaseDimensionsUnitPerCase:
-              type: string
-              examples:
-              - '24'
-            tpnFlavorFraganceColorEnglish:
-              type: string
-              examples:
-              - 220MG BACK BODY PAIN
-            tpnFlavorFraganceColorFrench:
-              type: string
-              examples:
-              - 220MG MAL DOS DOULEUR CORPORELLE
-            tpnFunctionalNameEnglish:
-              type: string
-              examples:
-              - NAPROXEN SODIUM
-            tpnFunctionalNameFrench:
-              type: string
-              examples:
-              - NAPROXENE SODIQUE
-            tpnGeneralNutritionVersionCode:
-              type: string
-              examples:
-              - NA
-            tpnGeneralVendorPackagingCode:
-              type: string
-              examples:
-              - NA
-            tpnGPCCode:
-              type: string
-              examples:
-              - '10000856'
-            tpnIandVCode:
-              type: string
-              examples:
-              - '400101'
-            tpnItemDimensionsImperialDepth:
-              type: string
-              examples:
-              - '2.250'
-            tpnItemDimensionsImperialDepthUOM:
-              type: string
-              examples:
-              - IN
-            tpnItemDimensionsImperialHeight:
-              type: string
-              examples:
-              - '2.250'
-            tpnItemDimensionsImperialHeightUOM:
-              type: string
-              examples:
-              - IN
-            tpnItemDimensionsImperialVolume:
-              type: string
-              examples:
-              - '20.00000'
-            tpnItemDimensionsImperialVolumeUOM:
-              type: string
-              examples:
-              - CI
-            tpnItemDimensionsImperialWeight:
-              type: string
-              examples:
-              - '0.16800'
-            tpnItemDimensionsImperialWeightUOM:
-              type: string
-              examples:
-              - LB
-            tpnItemDimensionsImperialWidth:
-              type: string
-              examples:
-              - '3.950'
-            tpnItemDimensionsImperialWidthUOM:
-              type: string
-              examples:
-              - IN
-            tpnItemDimensionsMetricDepth:
-              type: string
-              examples:
-              - '5.720'
-            tpnItemDimensionsMetricDepthUOM:
-              type: string
-              examples:
-              - CM
-            tpnItemDimensionsMetricHeight:
-              type: string
-              examples:
-              - '5.720'
-            tpnItemDimensionsMetricHeightUOM:
-              type: string
-              examples:
-              - CM
-            tpnItemDimensionsMetricVolume:
-              type: string
-              examples:
-              - '328.17000'
-            tpnItemDimensionsMetricVolumeUOM:
-              type: string
-              examples:
-              - CC
-            tpnItemDimensionsMetricWeight:
-              type: string
-              examples:
-              - '0.07600'
-            tpnItemDimensionsMetricWeightUOM:
-              type: string
-              examples:
-              - KG
-            tpnItemDimensionsMetricWidth:
-              type: string
-              examples:
-              - '10.030'
-            tpnItemDimensionsMetricWidthUOM:
-              type: string
-              examples:
-              - CM
-            tpnPackagingForm:
-              type: string
-              examples:
-              - BOX
-            tpnPackagingMaterial:
-              type: string
-              examples:
-              - '76'
-            tpnsize:
-              type: string
-              examples:
-              - 30 U
-            tpnShortDescEnglish:
-              type: string
-              examples:
-              - ALEVE NPRXN SOD 220MG BACK BODY
-            tpnShortDescFrench:
-              type: string
-              examples:
-              - ALEVE NPRXN SOD 220MG DOS CORP
-      marketingContent:
-        type: array
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: productRecommendation
+        physicalType: array
+        logicalType: array
         items:
-          type: object
-          fields:
-            digitalAssetMarketing:
-              type: array
-              items:
-                type: object
-                fields:
-                  digitalAssetAngleMarketing:
-                    type: string
-                    examples:
-                    - C
-                    - L
-                    - R
-                  digitalAssetFacingMarketing:
-                    type: string
-                    examples:
-                    - '1'
-                  digitalAssetFormatMarketing:
-                    type: string
-                    examples:
-                    - TIF
-                  digitalAssetGDTIMarketing:
-                    type: string
-                    examples:
-                    - '754000000014100000000136307334'
-                    - '754000000014100000000136307448'
-                    - '754000000014100000000136307551'
-                    - '754000000014100000000136307692'
-                    - '754000000014100000000136307772'
-                  digitalAssetImageCategoryMarketing:
-                    type: string
-                    examples:
-                    - '2'
-                  digitalAssetImageTypeMarketing:
-                    type: string
-                    examples:
-                    - A
-                  digitalAssetImageVersionDateTimeMarketing:
-                    type: string
-                    format: date-time
-                    examples:
-                    - '2024-10-09T17:20:27.747-04:00'
-                  digitalAssetLanguageMarketing:
-                    type: string
-                    examples:
-                    - en
-                    - fr
-                  digitalAssetStateMarketing:
-                    type: string
-                    examples:
-                    - '1'
-                  url:
-                    type: string
-                    examples:
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307334.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307448.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307551.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307692.TIF'
-                    - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307772.TIF'
-            identification:
-              type: object
-              fields:
-                excellenceLevel:
-                  type: string
-                  examples:
-                  - '2'
-            tpnBrandEnglish:
-              type: string
-              examples:
-              - ALEVE
-            tpnBrandFrench:
-              type: string
-              examples:
-              - ALEVE
-            tpnFlavorFraganceColorEnglish:
-              type: string
-              examples:
-              - 220MG BACK BODY PAIN
-            tpnFlavorFraganceColorFrench:
-              type: string
-              examples:
-              - 220MG MAL DOS DOULEUR CORPORELLE
-            tpnFunctionalNameEnglish:
-              type: string
-              examples:
-              - NAPROXEN SODIUM
-            tpnFunctionalNameFrench:
-              type: string
-              examples:
-              - NAPROXENE SODIQUE
-            tpnGPCCode:
-              type: string
-              examples:
-              - '10000856'
-            tpnIandVCode:
-              type: string
-              examples:
-              - '400101'
-            tpnItemDimensionsImperialWeight:
-              type: string
-              examples:
-              - '0.16800'
-            tpnItemDimensionsImperialWeightUOM:
-              type: string
-              examples:
-              - LB
-            tpnItemDimensionsMetricWeight:
-              type: string
-              examples:
-              - '0.07600'
-            tpnItemDimensionsMetricWeightUOM:
-              type: string
-              examples:
-              - KG
-            tpnPackagingForm:
-              type: string
-              examples:
-              - BOX
-            tpnPackagingMaterial:
-              type: string
-              examples:
-              - '76'
-            tpnsize:
-              type: string
-              examples:
-              - 30 U
-            tpnShortDescEnglish:
-              type: string
-              examples:
-              - ALEVE NPRXN SOD 220MG BACK BODY
-            tpnShortDescFrench:
-              type: string
-              examples:
-              - ALEVE NPRXN SOD 220MG DOS CORP
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: components
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: addedFeaturesandBenefitsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Fast relief of backache joint muscle and arthritis pain headache
+
+          Fast relief of backache joint muscle and arthritis pain headache'
+      - name: addedFeaturesandBenefitsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'Soulagement rapide du mal de dos de la douleur musculaire articulaire et
+          arthritique du mal de tête
+
+          Soulagement rapide du mal de dos de la douleur musculaire articulaire et
+          arthritique du mal de tête'
+  - name: newItemSetup
+    physicalType: array
+    logicalType: array
+    items:
+      name: items
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: extendedDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Back and Body Pain 220mg, 30s
+      - name: shortDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Back & Body 30s
+      - name: productLabelType
+        physicalType: string
+        logicalType: string
+        examples:
+        - CS
+      - name: dateAvailable
+        physicalType: string
+        customProperties:
+        - property: format
+          value: date
+        logicalType: string
+        examples:
+        - '2021-02-01'
+      - name: shapeDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Oval
+      - name: shapeDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ovale
+      - name: markingDirectEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: markingDirectFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: drugType
+        physicalType: string
+        logicalType: string
+        examples:
+        - T1
+      - name: controlledDrug
+        physicalType: string
+        logicalType: string
+        examples:
+        - CON4
+      - name: narcotic
+        physicalType: string
+        logicalType: string
+        examples:
+        - NAR4
+      - name: targetedSubstance
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: federalReportable
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: precursorStatus
+        physicalType: string
+        logicalType: string
+        examples:
+        - PN
+      - name: tempControlRangeMin
+        physicalType: string
+        logicalType: string
+        examples:
+        - '15'
+      - name: tempControlRangeMax
+        physicalType: string
+        logicalType: string
+        examples:
+        - '25'
+      - name: tempControlRangeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CE
+      - name: labelStorageConditionsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Store between 15C and 25C
+      - name: labelStorageConditionsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Conserver entre 15C et 25C
+      - name: sterile
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: shakable
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: colourDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Blue
+      - name: colourDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Bleu
+      - name: flavourDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - n/a
+      - name: flavourDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - s.o.
+      - name: serialNumberLocationCode
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: dateEffective
+        physicalType: string
+        customProperties:
+        - property: format
+          value: date
+        logicalType: string
+        examples:
+        - '2021-02-01'
+      - name: totalUnits
+        physicalType: string
+        logicalType: string
+        examples:
+        - '1'
+      - name: length
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.72'
+      - name: lengthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: width
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10.03'
+      - name: widthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: height
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.72'
+      - name: heightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: volume
+        physicalType: string
+        logicalType: string
+        examples:
+        - '310'
+      - name: volumeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CC
+      - name: grossWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.08'
+      - name: grossWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - K
+      - name: packagingFormQual
+        physicalType: string
+        logicalType: string
+        examples:
+        - BOX
+      - name: packagingMaterialQual
+        physicalType: string
+        logicalType: string
+        examples:
+        - '34'
+      - name: size
+        physicalType: string
+        logicalType: string
+        examples:
+        - '30'
+      - name: sizeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - EA
+      - name: originOfProductCountry
+        physicalType: string
+        logicalType: string
+        examples:
+        - US
+      - name: brandOwnerGLN
+        physicalType: string
+        logicalType: string
+        examples:
+        - 0056500000019
+      - name: functionalNameEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Pain
+      - name: functionalNameFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Douleur
+      - name: gpcClassificationCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10000856'
+      - name: baseUnitIndicator
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: isTradeItemAConsumerUnit
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: dispatchUnitIndicator
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: invoiceUnitIndicator
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: orderingUnitIndicator
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: variableWeightTradeItem
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: packagingMarkedReturnable
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: tradeItemDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Liquid Gels pain relief
+      - name: tradeItemDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Gélules Liquides soulagement de la douleur
+      - name: netContent
+        physicalType: string
+        logicalType: string
+        examples:
+        - '30'
+      - name: netContentUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - EA
+      - name: brandOwnerName
+        physicalType: string
+        logicalType: string
+        examples:
+        - Bayer Inc.
+      - name: consumerProductVariantReasonCode
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: productContainsLatex
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: packagingContainsLatex
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: allergenClaimFreeFrom
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: productProcessingProvince
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: productPackagingProvince
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: subsidiaryClassTDG
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: nutritionFormatType
+        physicalType: string
+        logicalType: string
+        examples:
+        - NDE
+      - name: productLine
+        physicalType: string
+        logicalType: string
+        examples:
+        - '26471'
+      - name: cheeseType
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: fortificationClaim
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: manufacturerPreparationType
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: frontOfPackageNutritionSymbol
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: regulationTypeCode
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: preparationTypeCode
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: barcodeSymbologyMulti
+        physicalType: array
+        logicalType: array
+        examples:
+        - '34'
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: claim
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: regulationCompliance
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: productionIngredientCode
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: eccnetClassCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - 000238
+      - name: unspsc
+        physicalType: string
+        logicalType: string
+        examples:
+        - '51384533'
+      - name: alternativeGtin
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: additionalProductIdentification
+        physicalType: string
+        logicalType: string
+        examples:
+        - '87233235'
+      - name: depositApplicablebyProvince
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: shipFromName
+        physicalType: string
+        logicalType: string
+        examples:
+        - Accuristix
+      - name: shipIdType
+        physicalType: string
+        logicalType: string
+        examples:
+        - UL
+      - name: shipDUNSGLN
+        physicalType: string
+        logicalType: string
+        examples:
+        - 0897344000076
+      - name: shipCity
+        physicalType: string
+        logicalType: string
+        examples:
+        - Toronto
+      - name: channelOfDistributionGrocery
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: shipProvince
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'ON'
+      - name: shipCountry
+        physicalType: string
+        logicalType: string
+        examples:
+        - CA
+      - name: channelOfDistributionPharmacy
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: channelOfDistributionGeneralMerchandise
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: mbiName
+        physicalType: string
+        logicalType: string
+        examples:
+        - Bayer Inc.
+      - name: mbiDUNSGLN
+        physicalType: string
+        logicalType: string
+        examples:
+        - 0056500000019
+      - name: mbiIdType
+        physicalType: string
+        logicalType: string
+        examples:
+        - UL
+      - name: productType
+        physicalType: string
+        logicalType: string
+        examples:
+        - EA
+      - name: hazardRatingSystemWHMISclassCode
+        physicalType: array
+        logicalType: array
+        examples:
+        - N
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: rxDosageForm
+        physicalType: string
+        logicalType: string
+        examples:
+        - CAPU
+      - name: rxRouteOfAdministration
+        physicalType: string
+        logicalType: string
+        examples:
+        - OR
+      - name: anatomicalTherapeuticChemical
+        physicalType: string
+        logicalType: string
+        examples:
+        - M01AE02
+      - name: markingExpiryDate
+        physicalType: string
+        logicalType: string
+        examples:
+        - MEX
+      - name: markingBestBeforeDate
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: markingLotNumber
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: pstMB
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'true'
+      - name: pstPQ
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'true'
+      - name: pstSK
+        physicalType: string
+        logicalType: string
+        examples:
+        - 'true'
+      - name: drugMerchandising
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingBC
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingMB
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingNB
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingNF
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingNS
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingNT
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingNU
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingON
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingPEI
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingPQ
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingSK
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: drugMerchandisingYK
+        physicalType: string
+        logicalType: string
+        examples:
+        - UN
+      - name: gstAndHst
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: shortDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Mal de dos et douleur corp 30
+      - name: extendedDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Mal de dos et douleur corp. 30
+      - name: brand
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: brandFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: productLife
+        physicalType: string
+        logicalType: string
+        examples:
+        - '728'
+      - name: additionalTradeItemIdentificationgGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: allergenCrustaceanTypeGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: allergenFishTypeGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: allergenShellfishTypeGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: animalFeedingGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: apparelSizeGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: batteryGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: certificationGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: digitalAssetFoodservice
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: digitalAssetPlanogram
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: digitalAssetFacingPlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - '1'
+            - '2'
+            - '3'
+            - '7'
+            - '8'
+          - name: digitalAssetFormatPlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - JPG
+            - TGA
+          - name: digitalAssetGDTIPlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - '754000000015800000000535768962'
+            - '754000000015800000000535769073'
+            - '754000000015800000000535769186'
+            - '754000000015800000000535769268'
+            - '754000000015800000000535769325'
+          - name: digitalAssetImageVersionDateTimePlanogram
+            physicalType: string
+            customProperties:
+            - property: format
+              value: date-time
+            logicalType: string
+            examples:
+            - '2024-10-08T18:15:01.827-04:00'
+          - name: digitalAssetLanguagePlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - fr
+            - en
+          - name: digitalAssetStartDatePlanogram
+            physicalType: string
+            customProperties:
+            - property: format
+              value: date
+            logicalType: string
+            examples:
+            - '2024-10-07'
+          - name: url
+            physicalType: string
+            logicalType: string
+            examples:
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535768962.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769073.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769186.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769268.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769325.JPG'
+      - name: dispensingGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: drugAndHealthProductGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: ahfs
+            physicalType: array
+            logicalType: array
+            examples:
+            - 28:08.04.92
+            items:
+              name: items
+              physicalType: string
+              logicalType: string
+          - name: drugAndHealthProductNumber
+            physicalType: string
+            logicalType: string
+            examples:
+            - '02436337'
+          - name: aiGroupNumber
+            physicalType: string
+            logicalType: string
+            examples:
+            - 0113934003
+          - name: drugAndHealthProductNumberType
+            physicalType: string
+            logicalType: string
+            examples:
+            - DIN
+          - name: activeIngredientGroup
+            physicalType: array
+            logicalType: array
+            items:
+              name: items
+              physicalType: object
+              logicalType: object
+              properties:
+              - name: activeIngredientNameEnglish
+                physicalType: string
+                logicalType: string
+                examples:
+                - Naproxen sodium
+              - name: activeIngredientStrength
+                physicalType: string
+                logicalType: string
+                examples:
+                - '220'
+              - name: activeIngredientStrengthUOM
+                physicalType: string
+                logicalType: string
+                examples:
+                - ME
+              - name: activeIngredientStrengthTypicalDose
+                physicalType: string
+                logicalType: string
+                examples:
+                - '1'
+              - name: activeIngredientStrengthTypicalDoseUOM
+                physicalType: string
+                logicalType: string
+                examples:
+                - QO
+      - name: exportGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: fishSpeciesGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: footwearSizeGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: importClassificationGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: ingredientGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: mineralClaimGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: netContentGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: identification
+        physicalType: object
+        logicalType: object
+        properties:
+        - name: excellenceLevel
+          physicalType: string
+          logicalType: string
+          examples:
+          - '3'
+      - name: nextLowerLevels
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: nutContentGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: nutrientClaimGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: nutrientTypeGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: primaryPackagingGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: productRecommendationGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: secondaryPackagingGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: shortMarketingMessageGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: stewardshipGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: vitaminClaimGroup
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: tpnBrandEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE
+      - name: tpnBrandFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE
+      - name: tpnCase
+        physicalType: string
+        logicalType: string
+        examples:
+        - '24'
+      - name: tpnDepthImp
+        physicalType: string
+        logicalType: string
+        examples:
+        - '2.250'
+      - name: tpnHeightImp
+        physicalType: string
+        logicalType: string
+        examples:
+        - '2.250'
+      - name: tpnVolumeImp
+        physicalType: string
+        logicalType: string
+        examples:
+        - '20.00000'
+      - name: tpnWidthImp
+        physicalType: string
+        logicalType: string
+        examples:
+        - '3.950'
+      - name: tpnDepth
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.720'
+      - name: tpnHeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.720'
+      - name: tpnVolume
+        physicalType: string
+        logicalType: string
+        examples:
+        - '328.17000'
+      - name: tpnWidth
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10.030'
+      - name: tpnSize
+        physicalType: string
+        logicalType: string
+        examples:
+        - 30 U
+      - name: tpnShortDescEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE NPRXN SOD 220MG BACK BODY
+      - name: tpnShortDescFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE NPRXN SOD 220MG DOS CORP
+      - name: barcodeSymbology
+        physicalType: string
+        logicalType: string
+        examples:
+        - '34'
+  - name: planoContent
+    physicalType: array
+    logicalType: array
+    items:
+      name: items
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: digitalAssetPlanogram
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: digitalAssetFacingPlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - '1'
+            - '2'
+            - '3'
+            - '7'
+            - '8'
+          - name: digitalAssetFormatPlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - JPG
+            - TGA
+          - name: digitalAssetGDTIPlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - '754000000015800000000535768962'
+            - '754000000015800000000535769073'
+            - '754000000015800000000535769186'
+            - '754000000015800000000535769268'
+            - '754000000015800000000535769325'
+          - name: digitalAssetImageVersionDateTimePlanogram
+            physicalType: string
+            customProperties:
+            - property: format
+              value: date-time
+            logicalType: string
+            examples:
+            - '2024-10-08T18:15:01.827-04:00'
+          - name: digitalAssetLanguagePlanogram
+            physicalType: string
+            logicalType: string
+            examples:
+            - fr
+            - ml
+            - en
+          - name: digitalAssetStartDatePlanogram
+            physicalType: string
+            customProperties:
+            - property: format
+              value: date
+            logicalType: string
+            examples:
+            - '2024-10-07'
+          - name: url
+            physicalType: string
+            logicalType: string
+            examples:
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535768962.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769073.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769186.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769268.JPG'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=planoContent/gtin=00056500371706/type=JPG/754000000015800000000535769325.JPG'
+      - name: identification
+        physicalType: object
+        logicalType: object
+        properties:
+        - name: excellenceLevel
+          physicalType: string
+          logicalType: string
+          examples:
+          - '2'
+      - name: tpnBrandEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE
+      - name: tpnBrandFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE
+      - name: tpnCaseDimensionsUnitPerCase
+        physicalType: string
+        logicalType: string
+        examples:
+        - '24'
+      - name: tpnFlavorFraganceColorEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 220MG BACK BODY PAIN
+      - name: tpnFlavorFraganceColorFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 220MG MAL DOS DOULEUR CORPORELLE
+      - name: tpnFunctionalNameEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - NAPROXEN SODIUM
+      - name: tpnFunctionalNameFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - NAPROXENE SODIQUE
+      - name: tpnGeneralNutritionVersionCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - NA
+      - name: tpnGeneralVendorPackagingCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - NA
+      - name: tpnGPCCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10000856'
+      - name: tpnIandVCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '400101'
+      - name: tpnItemDimensionsImperialDepth
+        physicalType: string
+        logicalType: string
+        examples:
+        - '2.250'
+      - name: tpnItemDimensionsImperialDepthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - IN
+      - name: tpnItemDimensionsImperialHeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '2.250'
+      - name: tpnItemDimensionsImperialHeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - IN
+      - name: tpnItemDimensionsImperialVolume
+        physicalType: string
+        logicalType: string
+        examples:
+        - '20.00000'
+      - name: tpnItemDimensionsImperialVolumeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CI
+      - name: tpnItemDimensionsImperialWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.16800'
+      - name: tpnItemDimensionsImperialWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - LB
+      - name: tpnItemDimensionsImperialWidth
+        physicalType: string
+        logicalType: string
+        examples:
+        - '3.950'
+      - name: tpnItemDimensionsImperialWidthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - IN
+      - name: tpnItemDimensionsMetricDepth
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.720'
+      - name: tpnItemDimensionsMetricDepthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: tpnItemDimensionsMetricHeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.720'
+      - name: tpnItemDimensionsMetricHeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: tpnItemDimensionsMetricVolume
+        physicalType: string
+        logicalType: string
+        examples:
+        - '328.17000'
+      - name: tpnItemDimensionsMetricVolumeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CC
+      - name: tpnItemDimensionsMetricWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.07600'
+      - name: tpnItemDimensionsMetricWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - KG
+      - name: tpnItemDimensionsMetricWidth
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10.030'
+      - name: tpnItemDimensionsMetricWidthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: tpnPackagingForm
+        physicalType: string
+        logicalType: string
+        examples:
+        - BOX
+      - name: tpnPackagingMaterial
+        physicalType: string
+        logicalType: string
+        examples:
+        - '76'
+      - name: tpnsize
+        physicalType: string
+        logicalType: string
+        examples:
+        - 30 U
+      - name: tpnShortDescEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE NPRXN SOD 220MG BACK BODY
+      - name: tpnShortDescFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE NPRXN SOD 220MG DOS CORP
+  - name: marketingContent
+    physicalType: array
+    logicalType: array
+    items:
+      name: items
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: digitalAssetMarketing
+        physicalType: array
+        logicalType: array
+        items:
+          name: items
+          physicalType: object
+          logicalType: object
+          properties:
+          - name: digitalAssetAngleMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - C
+            - L
+            - R
+          - name: digitalAssetFacingMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - '1'
+          - name: digitalAssetFormatMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - TIF
+          - name: digitalAssetGDTIMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - '754000000014100000000136307334'
+            - '754000000014100000000136307448'
+            - '754000000014100000000136307551'
+            - '754000000014100000000136307692'
+            - '754000000014100000000136307772'
+          - name: digitalAssetImageCategoryMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - '2'
+          - name: digitalAssetImageTypeMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - A
+          - name: digitalAssetImageVersionDateTimeMarketing
+            physicalType: string
+            customProperties:
+            - property: format
+              value: date-time
+            logicalType: string
+            examples:
+            - '2024-10-09T17:20:27.747-04:00'
+          - name: digitalAssetLanguageMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - en
+            - fr
+          - name: digitalAssetStateMarketing
+            physicalType: string
+            logicalType: string
+            examples:
+            - '1'
+          - name: url
+            physicalType: string
+            logicalType: string
+            examples:
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307334.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307448.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307551.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307692.TIF'
+            - ' https://dhgs1prd.z9.web.core.windows.net/api=media/content=marketingContent/gtin=00056500371706/type=TIF/754000000014100000000136307772.TIF'
+      - name: identification
+        physicalType: object
+        logicalType: object
+        properties:
+        - name: excellenceLevel
+          physicalType: string
+          logicalType: string
+          examples:
+          - '2'
+      - name: tpnBrandEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE
+      - name: tpnBrandFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE
+      - name: tpnFlavorFraganceColorEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - 220MG BACK BODY PAIN
+      - name: tpnFlavorFraganceColorFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - 220MG MAL DOS DOULEUR CORPORELLE
+      - name: tpnFunctionalNameEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - NAPROXEN SODIUM
+      - name: tpnFunctionalNameFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - NAPROXENE SODIQUE
+      - name: tpnGPCCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10000856'
+      - name: tpnIandVCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '400101'
+      - name: tpnItemDimensionsImperialWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.16800'
+      - name: tpnItemDimensionsImperialWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - LB
+      - name: tpnItemDimensionsMetricWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.07600'
+      - name: tpnItemDimensionsMetricWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - KG
+      - name: tpnPackagingForm
+        physicalType: string
+        logicalType: string
+        examples:
+        - BOX
+      - name: tpnPackagingMaterial
+        physicalType: string
+        logicalType: string
+        examples:
+        - '76'
+      - name: tpnsize
+        physicalType: string
+        logicalType: string
+        examples:
+        - 30 U
+      - name: tpnShortDescEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE NPRXN SOD 220MG BACK BODY
+      - name: tpnShortDescFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - ALEVE NPRXN SOD 220MG DOS CORP
+
diff --git a/tests/fixtures/import/json/product_simple.datacontract.yaml b/tests/fixtures/import/json/product_simple.datacontract.yaml
index 91bde3287..258045dc8 100644
--- a/tests/fixtures/import/json/product_simple.datacontract.yaml
+++ b/tests/fixtures/import/json/product_simple.datacontract.yaml
@@ -1,321 +1,410 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-  production:
-    type: local
-    format: json
-    path: .\tests\fixtures\import\json\product_simple.json
-models:
-  product_simple:
-    description: Generated from JSON object in .\tests\fixtures\import\json\product_simple.json
-    type: object
-    fields:
-      identification:
-        type: object
-        fields:
-          productType:
-            type: string
-            examples:
-            - EA
-          gtin:
-            type: string
-            examples:
-            - '056500371706'
-          gtin14:
-            type: string
-            examples:
-            - '00056500371706'
-          targetMarketCountryCode:
-            type: string
-            examples:
-            - '124'
-          catalogueGln:
-            type: string
-            examples:
-            - 0068780060324
-          dataProviderName:
-            type: string
-            examples:
-            - Bayer Inc. Consumer Health
-          gpc:
-            type: string
-            examples:
-            - '10000856'
-          gpcDescription:
-            type: string
-            examples:
-            - General/Multi-use Pain Relief
-          baseGln:
-            type: string
-            examples:
-            - 0056500000019
-      pharmaceuticalContent:
-        type: array
+- server: production
+  type: local
+  format: json
+  path: fixtures/import/json/product_simple.json
+schema:
+- name: product_simple
+  physicalType: object
+  description: Generated from JSON object in fixtures/import/json/product_simple.json
+  logicalType: object
+  physicalName: product_simple
+  properties:
+  - name: identification
+    physicalType: object
+    logicalType: object
+    properties:
+    - name: productType
+      physicalType: string
+      logicalType: string
+      examples:
+      - EA
+    - name: gtin
+      physicalType: string
+      logicalType: string
+      examples:
+      - '056500371706'
+    - name: gtin14
+      physicalType: string
+      logicalType: string
+      examples:
+      - '00056500371706'
+    - name: targetMarketCountryCode
+      physicalType: string
+      logicalType: string
+      examples:
+      - '124'
+    - name: catalogueGln
+      physicalType: string
+      logicalType: string
+      examples:
+      - 0068780060324
+    - name: dataProviderName
+      physicalType: string
+      logicalType: string
+      examples:
+      - Bayer Inc. Consumer Health
+    - name: gpc
+      physicalType: string
+      logicalType: string
+      examples:
+      - '10000856'
+    - name: gpcDescription
+      physicalType: string
+      logicalType: string
+      examples:
+      - General/Multi-use Pain Relief
+    - name: baseGln
+      physicalType: string
+      logicalType: string
+      examples:
+      - 0056500000019
+  - name: pharmaceuticalContent
+    physicalType: array
+    logicalType: array
+    items:
+      name: items
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: extendedDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Back and Body Pain 220mg, 30s
+      - name: shortDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve Back & Body 30s
+      - name: productLabelType
+        physicalType: string
+        logicalType: string
+        examples:
+        - CS
+      - name: dateAvailable
+        physicalType: string
+        customProperties:
+        - property: format
+          value: date
+        logicalType: string
+        examples:
+        - '2021-02-01'
+      - name: shapeDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Oval
+      - name: shapeDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Ovale
+      - name: markingDirectEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: markingDirectFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Aleve
+      - name: drugType
+        physicalType: string
+        logicalType: string
+        examples:
+        - T1
+      - name: controlledDrug
+        physicalType: string
+        logicalType: string
+        examples:
+        - CON4
+      - name: narcotic
+        physicalType: string
+        logicalType: string
+        examples:
+        - NAR4
+      - name: targetedSubstance
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: federalReportable
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: precursorStatus
+        physicalType: string
+        logicalType: string
+        examples:
+        - PN
+      - name: tempControlRangeMin
+        physicalType: string
+        logicalType: string
+        examples:
+        - '15'
+      - name: tempControlRangeMax
+        physicalType: string
+        logicalType: string
+        examples:
+        - '25'
+      - name: tempControlRangeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CE
+      - name: labelStorageConditionsEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Store between 15C and 25C
+      - name: labelStorageConditionsFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Conserver entre 15C et 25C
+      - name: sterile
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: shakable
+        physicalType: string
+        logicalType: string
+        examples:
+        - N
+      - name: colourDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - Blue
+      - name: colourDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - Bleu
+      - name: flavourDescriptionEnglish
+        physicalType: string
+        logicalType: string
+        examples:
+        - n/a
+      - name: flavourDescriptionFrench
+        physicalType: string
+        logicalType: string
+        examples:
+        - n/a
+      - name: dateEffective
+        physicalType: string
+        customProperties:
+        - property: format
+          value: date
+        logicalType: string
+        examples:
+        - '2021-02-01'
+      - name: totalUnits
+        physicalType: string
+        logicalType: string
+        examples:
+        - '1'
+      - name: length
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.59'
+      - name: lengthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: width
+        physicalType: string
+        logicalType: string
+        examples:
+        - '9.91'
+      - name: widthUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: height
+        physicalType: string
+        logicalType: string
+        examples:
+        - '5.59'
+      - name: heightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CM
+      - name: volume
+        physicalType: string
+        logicalType: string
+        examples:
+        - '310'
+      - name: volumeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - CC
+      - name: grossWeight
+        physicalType: string
+        logicalType: string
+        examples:
+        - '0.09'
+      - name: grossWeightUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - K
+      - name: packagingFormQual
+        physicalType: string
+        logicalType: string
+        examples:
+        - BOX
+      - name: packagingMaterialQual
+        physicalType: string
+        logicalType: string
+        examples:
+        - '31'
+      - name: size
+        physicalType: string
+        logicalType: string
+        examples:
+        - '30'
+      - name: sizeUOM
+        physicalType: string
+        logicalType: string
+        examples:
+        - EA
+      - name: originOfProductCountry
+        physicalType: string
+        logicalType: string
+        examples:
+        - US
+      - name: gpcClassificationCode
+        physicalType: string
+        logicalType: string
+        examples:
+        - '10000856'
+      - name: barcodeSymbologyMulti
+        physicalType: array
+        logicalType: array
+        examples:
+        - '34'
         items:
-          type: object
-          fields:
-            extendedDescriptionEnglish:
-              type: string
-              examples:
-              - Aleve Back and Body Pain 220mg, 30s
-            shortDescriptionEnglish:
-              type: string
-              examples:
-              - Aleve Back & Body 30s
-            productLabelType:
-              type: string
-              examples:
-              - CS
-            dateAvailable:
-              type: string
-              format: date
-              examples:
-              - '2021-02-01'
-            shapeDescriptionEnglish:
-              type: string
-              examples:
-              - Oval
-            shapeDescriptionFrench:
-              type: string
-              examples:
-              - Ovale
-            markingDirectEnglish:
-              type: string
-              examples:
-              - Aleve
-            markingDirectFrench:
-              type: string
-              examples:
-              - Aleve
-            drugType:
-              type: string
-              examples:
-              - T1
-            controlledDrug:
-              type: string
-              examples:
-              - CON4
-            narcotic:
-              type: string
-              examples:
-              - NAR4
-            targetedSubstance:
-              type: string
-              examples:
-              - N
-            federalReportable:
-              type: string
-              examples:
-              - N
-            precursorStatus:
-              type: string
-              examples:
-              - PN
-            tempControlRangeMin:
-              type: string
-              examples:
-              - '15'
-            tempControlRangeMax:
-              type: string
-              examples:
-              - '25'
-            tempControlRangeUOM:
-              type: string
-              examples:
-              - CE
-            labelStorageConditionsEnglish:
-              type: string
-              examples:
-              - Store between 15C and 25C
-            labelStorageConditionsFrench:
-              type: string
-              examples:
-              - Conserver entre 15C et 25C
-            sterile:
-              type: string
-              examples:
-              - N
-            shakable:
-              type: string
-              examples:
-              - N
-            colourDescriptionEnglish:
-              type: string
-              examples:
-              - Blue
-            colourDescriptionFrench:
-              type: string
-              examples:
-              - Bleu
-            flavourDescriptionEnglish:
-              type: string
-              examples:
-              - n/a
-            flavourDescriptionFrench:
-              type: string
-              examples:
-              - n/a
-            dateEffective:
-              type: string
-              format: date
-              examples:
-              - '2021-02-01'
-            totalUnits:
-              type: string
-              examples:
-              - '1'
-            length:
-              type: string
-              examples:
-              - '5.59'
-            lengthUOM:
-              type: string
-              examples:
-              - CM
-            width:
-              type: string
-              examples:
-              - '9.91'
-            widthUOM:
-              type: string
-              examples:
-              - CM
-            height:
-              type: string
-              examples:
-              - '5.59'
-            heightUOM:
-              type: string
-              examples:
-              - CM
-            volume:
-              type: string
-              examples:
-              - '310'
-            volumeUOM:
-              type: string
-              examples:
-              - CC
-            grossWeight:
-              type: string
-              examples:
-              - '0.09'
-            grossWeightUOM:
-              type: string
-              examples:
-              - K
-            packagingFormQual:
-              type: string
-              examples:
-              - BOX
-            packagingMaterialQual:
-              type: string
-              examples:
-              - '31'
-            size:
-              type: string
-              examples:
-              - '30'
-            sizeUOM:
-              type: string
-              examples:
-              - EA
-            originOfProductCountry:
-              type: string
-              examples:
-              - US
-            gpcClassificationCode:
-              type: string
-              examples:
-              - '10000856'
-            barcodeSymbologyMulti:
-              type: array
-              items:
-                type: string
-              examples:
-              - '34'
-            unspsc:
-              type: string
-              examples:
-              - '51384533'
-            productType:
-              type: string
-              examples:
-              - EA
-            hazardRatingSystemWHMISclassCode:
-              type: array
-              items:
-                type: string
-              examples:
-              - N
-            rxDosageForm:
-              type: string
-              examples:
-              - CAPU
-            rxRouteOfAdministration:
-              type: string
-              examples:
-              - OR
-            anatomicalTherapeuticChemical:
-              type: string
-              examples:
-              - M01AE02
-            markingLotNumber:
-              type: string
-              examples:
-              - Y
-            drugMerchandising:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingBC:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingMB:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingNB:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingNF:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingNS:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingNT:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingNU:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingON:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingPE:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingQC:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingSK:
-              type: string
-              examples:
-              - OT
-            drugMerchandisingYT:
-              type: string
-              examples:
-              - OT
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: unspsc
+        physicalType: string
+        logicalType: string
+        examples:
+        - '51384533'
+      - name: productType
+        physicalType: string
+        logicalType: string
+        examples:
+        - EA
+      - name: hazardRatingSystemWHMISclassCode
+        physicalType: array
+        logicalType: array
+        examples:
+        - N
+        items:
+          name: items
+          physicalType: string
+          logicalType: string
+      - name: rxDosageForm
+        physicalType: string
+        logicalType: string
+        examples:
+        - CAPU
+      - name: rxRouteOfAdministration
+        physicalType: string
+        logicalType: string
+        examples:
+        - OR
+      - name: anatomicalTherapeuticChemical
+        physicalType: string
+        logicalType: string
+        examples:
+        - M01AE02
+      - name: markingLotNumber
+        physicalType: string
+        logicalType: string
+        examples:
+        - Y
+      - name: drugMerchandising
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingBC
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingMB
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingNB
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingNF
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingNS
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingNT
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingNU
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingON
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingPE
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingQC
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingSK
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+      - name: drugMerchandisingYT
+        physicalType: string
+        logicalType: string
+        examples:
+        - OT
+
diff --git a/tests/fixtures/import/orders_union-types_datacontract.yml b/tests/fixtures/import/orders_union-types_datacontract.yml
index cd971677d..3ff594ce5 100644
--- a/tests/fixtures/import/orders_union-types_datacontract.yml
+++ b/tests/fixtures/import/orders_union-types_datacontract.yml
@@ -1,58 +1,74 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  OrderSchema:
-    description: Schema for order details
-    type: object
-    title: OrderSchema
-    fields:
-      order_id:
-        title: Order ID
-        type: string
-        required: true
-        description: Unique identifier for the order
-      order_timestamp:
-        title: Order Timestamp
-        type: string
-        format: date-time
-        required: true
-        description: Timestamp when the order was placed
-      order_total:
-        title: Order Total
-        type: integer
-        required: true
-        description: Total amount of the order
-      line_items:
-        title: Line Items
-        type: array
-        required: false
-        items:
-          type: integer
-      vouchers:
-        title: List of used vouchers
-        type: array
-        required: false
-        items:
-          type: integer
-      customer_id:
-        title: Customer ID
-        type: string
-        required: false
-        description: Unique identifier for the customer
-        minLength: 10
-        maxLength: 20
-      customer_email_address:
-        title: Customer Email Address
-        type: string
-        format: email
-        required: true
-        description: Email address of the customer
-      processed_timestamp:
-        title: Processed Timestamp
-        type: string
-        format: date-time
-        required: true
-        description: Timestamp when the order was processed
\ No newline at end of file
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: OrderSchema
+status: draft
+schema:
+- name: OrderSchema
+  physicalType: object
+  description: Schema for order details
+  businessName: OrderSchema
+  logicalType: object
+  physicalName: OrderSchema
+  properties:
+  - name: order_id
+    physicalType: string
+    description: Unique identifier for the order
+    businessName: Order ID
+    logicalType: string
+    required: true
+  - name: order_timestamp
+    physicalType: string
+    description: Timestamp when the order was placed
+    businessName: Order Timestamp
+    logicalType: string
+    logicalTypeOptions:
+      format: date-time
+    required: true
+  - name: order_total
+    physicalType: integer
+    description: Total amount of the order
+    businessName: Order Total
+    logicalType: integer
+    required: true
+  - name: line_items
+    physicalType: array
+    businessName: Line Items
+    logicalType: array
+    items:
+      name: items
+      physicalType: integer
+      logicalType: integer
+  - name: vouchers
+    physicalType: array
+    businessName: List of used vouchers
+    logicalType: array
+    items:
+      name: items
+      physicalType: integer
+      logicalType: integer
+  - name: customer_id
+    physicalType: string
+    description: Unique identifier for the customer
+    businessName: Customer ID
+    logicalType: string
+    logicalTypeOptions:
+      minLength: 10
+      maxLength: 20
+  - name: customer_email_address
+    physicalType: string
+    description: Email address of the customer
+    businessName: Customer Email Address
+    logicalType: string
+    logicalTypeOptions:
+      format: email
+    required: true
+  - name: processed_timestamp
+    physicalType: string
+    description: Timestamp when the order was processed
+    businessName: Processed Timestamp
+    logicalType: string
+    logicalTypeOptions:
+      format: date-time
+    required: true
diff --git a/tests/fixtures/kafka/datacontract.yaml b/tests/fixtures/kafka/datacontract.yaml
index d3ce8d24c..c350cfbf8 100644
--- a/tests/fixtures/kafka/datacontract.yaml
+++ b/tests/fixtures/kafka/datacontract.yaml
@@ -1,30 +1,31 @@
-dataContractSpecification: 1.2.1
+apiVersion: v3.1.0
+kind: DataContract
 id: inventory-events
-info:
-  title: Inventory Events
-  version: 0.0.1
+name: Inventory Events
+version: 0.0.1
+status: active
 servers:
-  production:
+  - server: production
     type: kafka
-    topic: inventory-events
     host: __KAFKA_HOST__
     format: json
-    dataProductId: inventory
-    outputPortId: s3
-models:
-  inventory:
-    type: table
-    fields:
-      updated_at:
-        type: string
-      available:
-        type: int
-      location:
-        type: string
-      sku:
-        type: string
-quality:
-  type: SodaCL
-  specification:
-    checks for inventory:
-      - row_count >= 10
+schema:
+  - name: inventory
+    physicalName: inventory-events
+    physicalType: topic
+    logicalType: object
+    properties:
+      - name: updated_at
+        logicalType: string
+      - name: available
+        logicalType: integer
+      - name: location
+        logicalType: string
+      - name: sku
+        logicalType: string
+    quality:
+      - type: custom
+        engine: soda
+        implementation: |
+          checks for inventory:
+            - row_count >= 10
diff --git a/tests/fixtures/local-json-complex/datacontract.yaml b/tests/fixtures/local-json-complex/datacontract.yaml
index aa628b6c9..d56ca5458 100644
--- a/tests/fixtures/local-json-complex/datacontract.yaml
+++ b/tests/fixtures/local-json-complex/datacontract.yaml
@@ -1,85 +1,64 @@
-dataContractSpecification: 1.2.1
+kind: DataContract
+apiVersion: v3.1.0
 id: jsonschema-complex-data
-info:
-  title: sts data
-  version: 1.0.0
-  owner: Checkout Team
-models:
-  sts_data:
-    type: table
-    fields:
-      array_test_string:
-        type: array
+name: sts data
+version: "1.0.0"
+status: active
+team:
+  name: Checkout Team
+schema:
+  - name: sts_data
+    physicalType: table
+    properties:
+      - name: array_test_string
+        logicalType: array
         required: true
         items:
-          type: string
+          name: item
+          logicalType: string
           required: true
-      array_test_object:
-        type: array
+      - name: array_test_object
+        logicalType: array
         required: true
         items:
-          type: object
+          name: item
+          logicalType: object
           required: true
-          fields:
-            key:
-              type: string
+          properties:
+            - name: key
+              logicalType: string
               required: true
-            value:
-              type: string
+            - name: value
+              logicalType: string
               required: true
-      id:
-        type: string
-        minLength: 1
-        maxLength: 10
-        pattern: "^[0-9]{8}$"
+      - name: id
+        logicalType: string
         required: true
-      sts_data:
-        type: object
+        logicalTypeOptions:
+          minLength: 1
+          maxLength: 10
+          pattern: "^[0-9]{8}$"
+      - name: sts_data
+        logicalType: object
         required: true
-        fields:
-          connection_test:
-            type: string
-            enum: ["SUCCESS", "FAIL", "NULL"]
+        properties:
+          - name: connection_test
+            logicalType: string
             required: true
-          key_list:
-            type: object
+            customProperties:
+              - property: enum
+                value: '["SUCCESS", "FAIL", "NULL"]'
+          - name: key_list
+            logicalType: object
             required: true
-            fields:
-              ^[0-5]$:
-                type: object
-                fields:
-                  key:
-                    type: string
-                    pattern: "^[0-9]{8}$"
+            properties:
+              - name: "^[0-5]$"
+                logicalType: object
+                properties:
+                  - name: key
+                    logicalType: string
                     required: true
-      empty_object:
-        type: object
-examples:
-  - type: json # csv, json, yaml, custom
-    model: sts_data
-    data: | # expressed as string or inline yaml or via "$ref: data.csv"
-      {
-        "array_test_string": ["test1", "test2"],
-        "array_test_object": [
-            {
-                "key": "key1",
-                "value": "value1"
-            },
-            {
-                "key": "key2",
-                "value": "value2"
-            }
-        ],
-        "id": "11111111",
-        "sts_data": {
-            "connection_test": "SUCCESS",
-            "key_list": {
-                "0": {
-                    "key": "12345678"
-                },
-                "1": {
-                    "key": "23456789"
-                }
-            }
-        }
-      }
\ No newline at end of file
+                    logicalTypeOptions:
+                      pattern: "^[0-9]{8}$"
+      - name: empty_object
+        logicalType: object
diff --git a/tests/fixtures/local-json/datacontract.yaml b/tests/fixtures/local-json/datacontract.yaml
index 35bc20af3..3d3b9667d 100644
--- a/tests/fixtures/local-json/datacontract.yaml
+++ b/tests/fixtures/local-json/datacontract.yaml
@@ -90,14 +90,58 @@ models:
         type: string
         required: true
       PREIS1__Verbraucherpreisindex__q:
-        $ref: "#/definitions/qualitaetskennzeichen"
+        description: |
+          e
+          endgültiger Wert
+          0
+          weniger als die Hälfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts
+          -
+          nichts vorhanden
+          ...
+          Angabe fällt später an
+          /
+          keine Angaben, da Zahlenwert nicht sicher genug
+          .
+          Zahlenwert unbekannt oder geheimzuhalten
+          x
+          Tabellenfach gesperrt, weil Aussage nicht sinnvoll
+          ()
+          Aussagewert eingeschränkt, da der Zahlenwert statistisch relativ unsicher ist
+          p
+          vorläufige Zahl
+          r
+          berichtigte Zahl
+          s
+          geschätzte Zahl
         type: string
         required: true
       Verbraucherpreisindex__CH0004:
         description: Veränderung zum Vorjahresmonat
         type: string
       Verbraucherpreisindex__CH0004__q:
-        $ref: "#/definitions/qualitaetskennzeichen"
+        description: |
+          e
+          endgültiger Wert
+          0
+          weniger als die Hälfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts
+          -
+          nichts vorhanden
+          ...
+          Angabe fällt später an
+          /
+          keine Angaben, da Zahlenwert nicht sicher genug
+          .
+          Zahlenwert unbekannt oder geheimzuhalten
+          x
+          Tabellenfach gesperrt, weil Aussage nicht sinnvoll
+          ()
+          Aussagewert eingeschränkt, da der Zahlenwert statistisch relativ unsicher ist
+          p
+          vorläufige Zahl
+          r
+          berichtigte Zahl
+          s
+          geschätzte Zahl
         type: string
         required: true
       PREIS1__CH0005:
@@ -105,36 +149,31 @@ models:
         type: string
         required: false
       PREIS1__CH0005__q:
-        $ref: "#/definitions/qualitaetskennzeichen"
-        type: string
-        required: true
-definitions:
-  qualitaetskennzeichen:
-    name: qualitaetskennzeichen
-    type: string
-    description: |
-      e
-      endgültiger Wert
-      0
-      weniger als die Hälfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts
-      -
-      nichts vorhanden
-      ...
-      Angabe fällt später an
-      /
-      keine Angaben, da Zahlenwert nicht sicher genug
-      .
-      Zahlenwert unbekannt oder geheimzuhalten
-      x
-      Tabellenfach gesperrt, weil Aussage nicht sinnvoll
-      ()
-      Aussagewert eingeschränkt, da der Zahlenwert statistisch relativ unsicher ist
-      p
-      vorläufige Zahl
-      r
-      berichtigte Zahl
-      s
-      geschätzte Zahl
+        description: |
+          e
+          endgültiger Wert
+          0
+          weniger als die Hälfte von 1 in der letzten besetzten Stelle, jedoch mehr als nichts
+          -
+          nichts vorhanden
+          ...
+          Angabe fällt später an
+          /
+          keine Angaben, da Zahlenwert nicht sicher genug
+          .
+          Zahlenwert unbekannt oder geheimzuhalten
+          x
+          Tabellenfach gesperrt, weil Aussage nicht sinnvoll
+          ()
+          Aussagewert eingeschränkt, da der Zahlenwert statistisch relativ unsicher ist
+          p
+          vorläufige Zahl
+          r
+          berichtigte Zahl
+          s
+          geschätzte Zahl
+        type: string
+        required: true
 examples:
   - type: json
     description: Example entry for CPI data
diff --git a/tests/fixtures/markdown/export/expected.md b/tests/fixtures/markdown/export/expected.md
index 15e83af1b..057aef26b 100644
--- a/tests/fixtures/markdown/export/expected.md
+++ b/tests/fixtures/markdown/export/expected.md
@@ -1,112 +1,62 @@
 # urn:datacontract:checkout:orders-latest
 ## Info
 *Successful customer orders in the webshop. 
All orders since 2020-01-01. 
Orders with their line items are in their current state (no history included).
*
-- **title:** Orders Latest
+- **name:** Orders Latest
 - **version:** 2.0.0
-- **owner:** Checkout Team
-- **contact:** {'name': 'John Doe (Data Product Owner)', 'url': 'https://teams.microsoft.com/l/channel/example/checkout'}
+- **team:** Checkout Team
 
-## Servers
-| Name | Type | Attributes |
-| ---- | ---- | ---------- |
-| production | s3 | *One folder per model. One file per day.*
• **environment:** prod
• **format:** json
• **delimiter:** new_line
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json
• **roles:** [{'name': 'analyst_us', 'description': 'Access to the data for US region'}, {'name': 'analyst_cn', 'description': 'Access to the data for China region'}] |
-| development | s3 | *One folder per model. One file per day.*
• **environment:** dev
• **format:** json
• **delimiter:** new_line
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json
• **roles:** [{'name': 'analyst_us', 'description': 'Access to the data for US region'}, {'name': 'analyst_cn', 'description': 'Access to the data for China region'}] |
-
-## Terms
-*No description.*
-- **usage:** Data can be used for reports, analytics and machine learning use cases.
+## Terms of Use
+### Usage
+Data can be used for reports, analytics and machine learning use cases.
 Order may be linked and joined by other tables
 
-- **limitations:** Not suitable for real-time use cases.
-Data may not be used to identify individual customers.
-Max data processing per day: 10 TiB
 
-- **policies:** [{'url': 'https://example.com/privacy-policy', 'name': 'privacy-policy'}, {'description': 'External data is licensed under agreement 1234.', 'url': 'https://example.com/license/1234', 'name': 'license'}]
-- **billing:** 5000 USD per month
-- **noticePeriod:** P3M
+### Purpose
+Successful customer orders in the webshop. 
+All orders since 2020-01-01. 
+Orders with their line items are in their current state (no history included).
 
-### Supporthours
-9am to 5pm EST on business days
-
-### Peakmonths
-- January
-- November
-- December
-
-### Potentialusecase
-- name: Customer Order Analysis
-- description: Analyze customer orders to understand purchasing behavior,
-identify trends, and optimize inventory management.
-This can help improve customer satisfaction and increase sales.
 
+### Limitations
+Not suitable for real-time use cases.
+Data may not be used to identify individual customers.
+Max data processing per day: 10 TiB
 
-### Metrics
-| name | description | sql_query |
-| --- | --- | --- |
-| Number of orders last month | The number of orders placed in the last month. | SELECT COUNT(*) AS order_count
FROM orders
WHERE order_timestamp >= DATEADD(month, -1, CURRENT_TIMESTAMP)
 |
 
+## Servers
+| Name | Type | Attributes |
+| ---- | ---- | ---------- |
+| production | s3 | *One folder per model. One file per day.*
• **environment:** prod
• **roles:** [{'role': 'analyst_us', 'description': 'Access to the data for US region'}, {'role': 'analyst_cn', 'description': 'Access to the data for China region'}]
• **delimiter:** new_line
• **format:** json
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json |
+| development | s3 | *One folder per model. One file per day.*
• **environment:** dev
• **roles:** [{'role': 'analyst_us', 'description': 'Access to the data for US region'}, {'role': 'analyst_cn', 'description': 'Access to the data for China region'}]
• **delimiter:** new_line
• **format:** json
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json |
 
-## Models
+## Schema
 ### orders
 *One record per order. Includes cancelled and deleted orders.*
 
 | Field | Type | Attributes |
 | ----- | ---- | ---------- |
-|  order_id | None | *No description.*
• **ref:** #/definitions/order_id
• `required`
• `primaryKey`
• `unique` |
-|  order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
• `required`
• **tags:** ['business-timestamp']
• **examples:** ['2024-09-09T08:30:00Z'] |
-|  order_total | long | *Total amount the smallest monetary unit (e.g., cents).*
• `required`
• **examples:** [9999] |
-|  customer_id | text | *Unique identifier for the customer.*
• **minLength:** 10
• **maxLength:** 20 |
-|  customer_email_address | text | *The email address, as entered by the customer.*
• **format:** email
• `required`
• `pii`
• **classification:** sensitive
• **quality:** [{'type': 'text', 'description': 'The email address is not verified and may be invalid.'}]
• **lineage:** {'inputFields': [{'namespace': 'com.example.service.checkout', 'name': 'checkout_db.orders', 'field': 'email_address'}]} |
-|  processed_timestamp | timestamp | *The timestamp when the record was processed by the data platform.*
• `required`
• **config:** {'jsonType': 'string', 'jsonFormat': 'date-time'} |
+|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **logicalTypeOptions:** {'format': 'uuid'}
• `required`
• `unique`
• **classification:** restricted |
+|  order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
• **tags:** ['business-timestamp']
• `required` |
+|  order_total | integer | *Total amount the smallest monetary unit (e.g., cents).*
• `required` |
+|  customer_id | string | *Unique identifier for the customer.*
• **logicalTypeOptions:** {'minLength': 10, 'maxLength': 20} |
+|  customer_email_address | string | *The email address, as entered by the customer.*
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• **logicalTypeOptions:** {'format': 'email'}
• `required`
• **classification:** sensitive
• **transformSourceObjects:** ['com.example.service.checkout.checkout_db.orders.email_address']
• **quality:** [{'description': 'The email address is not verified and may be invalid.', 'type': 'text'}] |
+|  processed_timestamp | timestamp | *The timestamp when the record was processed by the data platform.*
• **customProperties:** [{'property': 'jsonType', 'value': 'string'}, {'property': 'jsonFormat', 'value': 'date-time'}]
• `required` |
 ### line_items
 *A single article that is part of an order.*
 
 | Field | Type | Attributes |
 | ----- | ---- | ---------- |
-|  line_item_id | text | *Primary key of the lines_item_id table*
• `required` |
-|  order_id | None | *No description.*
• **ref:** #/definitions/order_id
• **references:** orders.order_id |
-|  sku | None | *The purchased article number*
• **ref:** #/definitions/sku |
-
-## Definitions
-| Name | Type | Domain | Attributes |
-| ---- | ---- | ------ | ---------- |
-| order_id | text |  | *An internal ID that identifies an order in the online shop.*
• **title:** Order ID
• **format:** uuid
• `pii`
• **classification:** restricted
• **tags:** ['orders']
• **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2'] |
-| sku | text |  | *A Stock Keeping Unit (SKU) is an internal unique identifier for an article. 
It is typically associated with an article's barcode, such as the EAN/GTIN.
*
• **title:** Stock Keeping Unit
• **pattern:** ^[A-Za-z0-9]{8,14}$
• **tags:** ['inventory']
• **links:** {'wikipedia': 'https://en.wikipedia.org/wiki/Stock_keeping_unit'}
• **examples:** ['96385074'] |
-
-## Service levels
-### Availability
-*The server is available during support hours*
-- **percentage:** 99.9%
-
-### Retention
-*Data is retained for one year*
-- **period:** P1Y
-
-### Latency
-*Data is available within 25 hours after the order was placed*
-- **threshold:** 25h
-- **sourceTimestampField:** orders.order_timestamp
-- **processedTimestampField:** orders.processed_timestamp
-
-### Freshness
-*The age of the youngest row in a table.*
-- **threshold:** 25h
-- **timestampField:** orders.order_timestamp
-
-### Frequency
-*Data is delivered once a day*
-- **type:** batch
-- **interval:** daily
-- **cron:** 0 0 * * *
-
-### Support
-*The data is available during typical business hours at headquarters*
-- **time:** 9am to 5pm in EST on business days
-- **responseTime:** 1h
-
-### Backup
-*Data is backed up once a week, every Sunday at 0:00 UTC.*
-- **interval:** weekly
-- **cron:** 0 0 * * 0
-- **recoveryTime:** 24 hours
-- **recoveryPoint:** 1 week
+|  line_item_id | string | *Primary key of the lines_item_id table*
• `primaryKey`
• **primaryKeyPosition:** 2
• `required` |
+|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **primaryKeyPosition:** 1
• **logicalTypeOptions:** {'format': 'uuid'}
• **classification:** restricted
• **relationships:** [{'type': 'foreignKey', 'to': 'orders.order_id'}] |
+|  sku | string | *The purchased article number*
• **businessName:** Stock Keeping Unit
• **tags:** ['inventory']
• **logicalTypeOptions:** {'pattern': '^[A-Za-z0-9]{8,14}$'} |
+
+## SLA Properties
+| Property | Value | Unit |
+| -------- | ----- | ---- |
+| generalAvailability | The server is available during support hours |  |
+| retention | P1Y |  |
+| freshness | 25 | h |
+| latency | 25 | h |
+| frequency | daily |  |
+| support | 9am to 5pm in EST on business days |  |
+| backup | weekly |  |
\ No newline at end of file
diff --git a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml b/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
deleted file mode 100644
index d5698778a..000000000
--- a/tests/fixtures/odcs_v3/adventureworks.datacontract.yml
+++ /dev/null
@@ -1,4413 +0,0 @@
-dataContractSpecification: 1.2.1
-id: 6aeafdc1-ed62-4c8f-bf0a-da1061c98cdb
-info:
-  title: ''
-  version: 1.0.0
-models:
-  department:
-    description: Lookup table containing the departments within the Adventure Works
-      Cycles company.
-    type: table
-    title: department
-    fields:
-      departmentid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Department records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Name of the department.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      groupname:
-        type: object
-        required: false
-        primaryKey: false
-        description: Name of the group to which the department belongs.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  employee:
-    description: Employee information such as salary, department, and title.
-    type: table
-    title: employee
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Employee records.  Foreign key to BusinessEntity.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      nationalidnumber:
-        type: string
-        required: false
-        primaryKey: false
-        description: Unique national identification number such as a social security
-          number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[15]
-      loginid:
-        type: string
-        required: false
-        primaryKey: false
-        description: Network login.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[256]
-      jobtitle:
-        type: string
-        required: false
-        primaryKey: false
-        description: Work title such as Buyer or Sales Representative.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      birthdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date of birth.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: date
-      maritalstatus:
-        type: string
-        required: false
-        primaryKey: false
-        description: M = Married, S = Single
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      gender:
-        type: string
-        required: false
-        primaryKey: false
-        description: M = Male, F = Female
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      hiredate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Employee hired on this date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: date
-      salariedflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: Job classification. 0 = Hourly, not exempt from collective bargaining.
-          1 = Salaried, exempt from collective bargaining.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      vacationhours:
-        type: number
-        required: false
-        primaryKey: false
-        description: Number of available vacation hours.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      sickleavehours:
-        type: number
-        required: false
-        primaryKey: false
-        description: Number of available sick leave hours.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      currentflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = Inactive, 1 = Active
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      organizationnode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Where the employee is located in corporate hierarchy.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[2147483647]
-  employeedepartmenthistory:
-    description: Employee department transfers.
-    type: table
-    title: employeedepartmenthistory
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Employee identification number. Foreign key to Employee.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      departmentid:
-        type: number
-        required: false
-        description: Department in which the employee worked including currently.
-          Foreign key to Department.DepartmentID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      shiftid:
-        type: number
-        required: false
-        description: Identifies which 8-hour shift the employee works. Foreign key
-          to Shift.Shift.ID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      startdate:
-        type: date
-        required: false
-        description: Date the employee started work in the department.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: date
-      enddate:
-        type: date
-        required: false
-        description: Date the employee left the department. NULL = Current department.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: date
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - departmentid
-      - shiftid
-      - startdate
-  employeepayhistory:
-    description: Employee pay history.
-    type: table
-    title: employeepayhistory
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Employee identification number. Foreign key to Employee.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      ratechangedate:
-        type: date
-        required: false
-        description: Date the change in pay is effective
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      rate:
-        type: number
-        required: false
-        description: Salary hourly rate.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      payfrequency:
-        type: number
-        required: false
-        description: 1 = Salary received monthly, 2 = Salary received biweekly
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - ratechangedate
-  jobcandidate:
-    description: Résumés submitted to Human Resources by job applicants.
-    type: table
-    title: jobcandidate
-    fields:
-      jobcandidateid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for JobCandidate records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Employee identification number if applicant was hired. Foreign
-          key to Employee.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      resume:
-        type: string
-        required: false
-        primaryKey: false
-        description: Résumé in XML format.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: xml
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  shift:
-    description: Work shift lookup table.
-    type: table
-    title: shift
-    fields:
-      shiftid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Shift records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Shift description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      starttime:
-        type: date
-        required: false
-        primaryKey: false
-        description: Shift start time.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: time
-      endtime:
-        type: date
-        required: false
-        primaryKey: false
-        description: Shift end time.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: time
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  address:
-    description: Street address information for customers, employees, and vendors.
-    type: table
-    title: address
-    fields:
-      addressid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Address records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      addressline1:
-        type: string
-        required: false
-        primaryKey: false
-        description: First street address line.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[60]
-      addressline2:
-        type: string
-        required: false
-        primaryKey: false
-        description: Second street address line.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[60]
-      city:
-        type: string
-        required: false
-        primaryKey: false
-        description: Name of the city.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[30]
-      stateprovinceid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Unique identification number for the state or province. Foreign
-          key to StateProvince table.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      postalcode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Postal code for the street address.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[15]
-      spatiallocation:
-        type: string
-        required: false
-        primaryKey: false
-        description: Latitude and longitude of this address.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bytea
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  addresstype:
-    description: Types of addresses stored in the Address table.
-    type: table
-    title: addresstype
-    fields:
-      addresstypeid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for AddressType records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Address type description. For example, Billing, Home, or Shipping.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  businessentity:
-    description: Source of the ID that connects vendors, customers, and employees
-      with address and contact information.
-    type: table
-    title: businessentity
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for all customers, vendors, and employees.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  businessentityaddress:
-    description: Cross-reference table mapping customers, vendors, and employees to
-      their addresses.
-    type: table
-    title: businessentityaddress
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to BusinessEntity.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      addressid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to Address.AddressID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      addresstypeid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to AddressType.AddressTypeID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - addressid
-      - addresstypeid
-  businessentitycontact:
-    description: Cross-reference table mapping stores, vendors, and employees to people
-    type: table
-    title: businessentitycontact
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to BusinessEntity.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      personid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to Person.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      contacttypeid:
-        type: number
-        required: false
-        description: Primary key.  Foreign key to ContactType.ContactTypeID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - personid
-      - contacttypeid
-  contacttype:
-    description: Lookup table containing the types of business entity contacts.
-    type: table
-    title: contacttype
-    fields:
-      contacttypeid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ContactType records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Contact type description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  countryregion:
-    description: Lookup table containing the ISO standard codes for countries and
-      regions.
-    type: table
-    title: countryregion
-    fields:
-      countryregioncode:
-        type: string
-        required: false
-        primaryKey: true
-        description: ISO standard code for countries and regions.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[3]
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Country or region name.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  emailaddress:
-    description: Where to send a person email.
-    type: table
-    title: emailaddress
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Primary key. Person associated with this email address.  Foreign
-          key to Person.BusinessEntityID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      emailaddressid:
-        type: number
-        required: false
-        description: Primary key. ID of this email address.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      emailaddress:
-        type: string
-        required: false
-        description: E-mail address for the person.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - emailaddressid
-  password:
-    description: One way hashed authentication information
-    type: table
-    title: password
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: true
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      passwordhash:
-        type: string
-        required: false
-        primaryKey: false
-        description: Password for the e-mail account.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[128]
-      passwordsalt:
-        type: string
-        required: false
-        primaryKey: false
-        description: Random value concatenated with the password string before the
-          password is hashed.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[10]
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  person:
-    description: 'Human beings involved with AdventureWorks: employees, customer contacts,
-      and vendor contacts.'
-    type: table
-    title: person
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Person records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      persontype:
-        type: string
-        required: false
-        primaryKey: false
-        description: 'Primary type of person: SC = Store Contact, IN = Individual
-          (retail) customer, SP = Sales person, EM = Employee (non-sales), VC = Vendor
-          contact, GC = General contact'
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      namestyle:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = The data in FirstName and LastName are stored in western
-          style (first name, last name) order.  1 = Eastern style (last name, first
-          name) order.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: NameStyle
-      title:
-        type: string
-        required: false
-        primaryKey: false
-        description: A courtesy title. For example, Mr. or Ms.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[8]
-      firstname:
-        type: object
-        required: false
-        primaryKey: false
-        description: First name of the person.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      middlename:
-        type: object
-        required: false
-        primaryKey: false
-        description: Middle name or middle initial of the person.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      lastname:
-        type: object
-        required: false
-        primaryKey: false
-        description: Last name of the person.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      suffix:
-        type: string
-        required: false
-        primaryKey: false
-        description: Surname suffix. For example, Sr. or Jr.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[10]
-      emailpromotion:
-        type: number
-        required: false
-        primaryKey: false
-        description: 0 = Contact does not wish to receive e-mail promotions, 1 = Contact
-          does wish to receive e-mail promotions from AdventureWorks, 2 = Contact
-          does wish to receive e-mail promotions from AdventureWorks and selected
-          partners.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      additionalcontactinfo:
-        type: string
-        required: false
-        primaryKey: false
-        description: Additional contact information about the person stored in xml
-          format.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: xml
-      demographics:
-        type: string
-        required: false
-        primaryKey: false
-        description: Personal information such as hobbies, and income collected from
-          online shoppers. Used for sales analysis.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: xml
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  personphone:
-    description: Telephone number and type of a person.
-    type: table
-    title: personphone
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Business entity identification number. Foreign key to Person.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      phonenumber:
-        type: object
-        required: false
-        description: Telephone number identification number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Phone
-      phonenumbertypeid:
-        type: number
-        required: false
-        description: Kind of phone number. Foreign key to PhoneNumberType.PhoneNumberTypeID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - phonenumber
-      - phonenumbertypeid
-  phonenumbertype:
-    description: Type of phone number of a person.
-    type: table
-    title: phonenumbertype
-    fields:
-      phonenumbertypeid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for telephone number type records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Name of the telephone number type
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  stateprovince:
-    description: State and province lookup table.
-    type: table
-    title: stateprovince
-    fields:
-      stateprovinceid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for StateProvince records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      stateprovincecode:
-        type: string
-        required: false
-        primaryKey: false
-        description: ISO standard state or province code.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      countryregioncode:
-        type: string
-        required: false
-        primaryKey: false
-        description: ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[3]
-      isonlystateprovinceflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = StateProvinceCode exists. 1 = StateProvinceCode unavailable,
-          using CountryRegionCode.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: State or province description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      territoryid:
-        type: number
-        required: false
-        primaryKey: false
-        description: ID of the territory in which the state or province is located.
-          Foreign key to SalesTerritory.SalesTerritoryID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  billofmaterials:
-    description: Items required to make bicycles and bicycle subassemblies. It identifies
-      the heirarchical relationship between a parent product and its components.
-    type: table
-    title: billofmaterials
-    fields:
-      billofmaterialsid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for BillOfMaterials records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      productassemblyid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Parent product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      componentid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Component identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      startdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the component started being used in the assembly item.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      enddate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the component stopped being used in the assembly item.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      unitmeasurecode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Standard code identifying the unit of measure for the quantity.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      bomlevel:
-        type: number
-        required: false
-        primaryKey: false
-        description: Indicates the depth the component is from its parent (AssemblyID).
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      perassemblyqty:
-        type: number
-        required: false
-        primaryKey: false
-        description: Quantity of the component needed to create the assembly.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  culture:
-    description: Lookup table containing the languages in which some AdventureWorks
-      data is stored.
-    type: table
-    title: culture
-    fields:
-      cultureid:
-        type: string
-        required: false
-        primaryKey: true
-        description: Primary key for Culture records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Culture description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  document:
-    description: Product maintenance documents.
-    type: table
-    title: document
-    fields:
-      title:
-        type: string
-        required: false
-        primaryKey: false
-        description: Title of the document.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      owner:
-        type: number
-        required: false
-        primaryKey: false
-        description: Employee who controls the document.  Foreign key to Employee.BusinessEntityID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      folderflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = This is a folder, 1 = This is a document.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      filename:
-        type: string
-        required: false
-        primaryKey: false
-        description: File name of the document
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[400]
-      fileextension:
-        type: string
-        required: false
-        primaryKey: false
-        description: File extension indicating the document type. For example, .doc
-          or .txt.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[8]
-      revision:
-        type: string
-        required: false
-        primaryKey: false
-        description: Revision number of the document.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      changenumber:
-        type: number
-        required: false
-        primaryKey: false
-        description: Engineering change approval number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      status:
-        type: number
-        required: false
-        primaryKey: false
-        description: 1 = Pending approval, 2 = Approved, 3 = Obsolete
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      documentsummary:
-        type: string
-        required: false
-        primaryKey: false
-        description: Document abstract.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: text
-      document:
-        type: string
-        required: false
-        primaryKey: false
-        description: Complete document.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bytea
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        description: ROWGUIDCOL number uniquely identifying the record. Required for
-          FileStream.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      documentnode:
-        type: string
-        required: false
-        primaryKey: true
-        description: Primary key for Document records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[2147483647]
-  illustration:
-    description: Bicycle assembly diagrams.
-    type: table
-    title: illustration
-    fields:
-      illustrationid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Illustration records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      diagram:
-        type: string
-        required: false
-        primaryKey: false
-        description: Illustrations used in manufacturing instructions. Stored as XML.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: xml
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  location:
-    description: Product inventory and manufacturing locations.
-    type: table
-    title: location
-    fields:
-      locationid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Location records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Location description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      costrate:
-        type: number
-        required: false
-        primaryKey: false
-        description: Standard hourly cost of the manufacturing location.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      availability:
-        type: number
-        required: false
-        primaryKey: false
-        description: Work capacity (in hours) of the manufacturing location.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  product:
-    description: Products sold or used in the manfacturing of sold products.
-    type: table
-    title: product
-    fields:
-      productid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Product records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Name of the product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      productnumber:
-        type: string
-        required: false
-        primaryKey: false
-        description: Unique product identification number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[25]
-      makeflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = Product is purchased, 1 = Product is manufactured in-house.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      finishedgoodsflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = Product is not a salable item. 1 = Product is salable.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      color:
-        type: string
-        required: false
-        primaryKey: false
-        description: Product color.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[15]
-      safetystocklevel:
-        type: number
-        required: false
-        primaryKey: false
-        description: Minimum inventory quantity.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      reorderpoint:
-        type: number
-        required: false
-        primaryKey: false
-        description: Inventory level that triggers a purchase order or work order.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      standardcost:
-        type: number
-        required: false
-        primaryKey: false
-        description: Standard cost of the product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      listprice:
-        type: number
-        required: false
-        primaryKey: false
-        description: Selling price.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      size:
-        type: string
-        required: false
-        primaryKey: false
-        description: Product size.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[5]
-      sizeunitmeasurecode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Unit of measure for Size column.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      weightunitmeasurecode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Unit of measure for Weight column.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      weight:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product weight.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      daystomanufacture:
-        type: number
-        required: false
-        primaryKey: false
-        description: Number of days required to manufacture the product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productline:
-        type: string
-        required: false
-        primaryKey: false
-        description: R = Road, M = Mountain, T = Touring, S = Standard
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      class:
-        type: string
-        required: false
-        primaryKey: false
-        description: H = High, M = Medium, L = Low
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      style:
-        type: string
-        required: false
-        primaryKey: false
-        description: W = Womens, M = Mens, U = Universal
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      productsubcategoryid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product is a member of this product subcategory. Foreign key
-          to ProductSubCategory.ProductSubCategoryID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productmodelid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product is a member of this product model. Foreign key to ProductModel.ProductModelID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      sellstartdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the product was available for sale.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      sellenddate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the product was no longer available for sale.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      discontinueddate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the product was discontinued.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  productcategory:
-    description: High-level product categorization.
-    type: table
-    title: productcategory
-    fields:
-      productcategoryid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ProductCategory records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Category description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  productcosthistory:
-    description: Changes in the cost of a product over time.
-    type: table
-    title: productcosthistory
-    fields:
-      productid:
-        type: number
-        required: false
-        description: Product identification number. Foreign key to Product.ProductID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      startdate:
-        type: date
-        required: false
-        description: Product cost start date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      enddate:
-        type: date
-        required: false
-        description: Product cost end date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      standardcost:
-        type: number
-        required: false
-        description: Standard cost of the product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - productid
-      - startdate
-  productdescription:
-    description: Product descriptions in several languages.
-    type: table
-    title: productdescription
-    fields:
-      productdescriptionid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ProductDescription records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      description:
-        type: string
-        required: false
-        primaryKey: false
-        description: Description of the product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[400]
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  productdocument:
-    description: Cross-reference table mapping products to related product documents.
-    type: table
-    title: productdocument
-    fields:
-      productid:
-        type: number
-        required: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      documentnode:
-        type: string
-        required: false
-        description: Document identification number. Foreign key to Document.DocumentNode.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[2147483647]
-    primaryKey:
-      - productid
-      - documentnode
-  productinventory:
-    description: Product inventory information.
-    type: table
-    title: productinventory
-    fields:
-      productid:
-        type: number
-        required: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      locationid:
-        type: number
-        required: false
-        description: Inventory location identification number. Foreign key to Location.LocationID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      shelf:
-        type: string
-        required: false
-        description: Storage compartment within an inventory location.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[10]
-      bin:
-        type: number
-        required: false
-        description: Storage container on a shelf in an inventory location.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      quantity:
-        type: number
-        required: false
-        description: Quantity of products in the inventory location.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - productid
-      - locationid
-  productlistpricehistory:
-    description: Changes in the list price of a product over time.
-    type: table
-    title: productlistpricehistory
-    fields:
-      productid:
-        type: number
-        required: false
-        description: Product identification number. Foreign key to Product.ProductID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      startdate:
-        type: date
-        required: false
-        description: List price start date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      enddate:
-        type: date
-        required: false
-        description: List price end date
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      listprice:
-        type: number
-        required: false
-        description: Product list price.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - productid
-      - startdate
-  productmodel:
-    description: Product model classification.
-    type: table
-    title: productmodel
-    fields:
-      productmodelid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ProductModel records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Product model description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      catalogdescription:
-        type: string
-        required: false
-        primaryKey: false
-        description: Detailed product catalog information in xml format.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: xml
-      instructions:
-        type: string
-        required: false
-        primaryKey: false
-        description: Manufacturing instructions in xml format.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: xml
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  productmodelillustration:
-    description: Cross-reference table mapping product models and illustrations.
-    type: table
-    title: productmodelillustration
-    fields:
-      productmodelid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to ProductModel.ProductModelID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      illustrationid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to Illustration.IllustrationID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - productmodelid
-      - illustrationid
-  productmodelproductdescriptionculture:
-    description: Cross-reference table mapping product descriptions and the language
-      the description is written in.
-    type: table
-    title: productmodelproductdescriptionculture
-    fields:
-      productmodelid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to ProductModel.ProductModelID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productdescriptionid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to ProductDescription.ProductDescriptionID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      cultureid:
-        type: string
-        required: false
-        description: Culture identification number. Foreign key to Culture.CultureID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - productmodelid
-      - productdescriptionid
-      - cultureid
-  productphoto:
-    description: Product images.
-    type: table
-    title: productphoto
-    fields:
-      productphotoid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ProductPhoto records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      thumbnailphoto:
-        type: string
-        required: false
-        primaryKey: false
-        description: Small image of the product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bytea
-      thumbnailphotofilename:
-        type: string
-        required: false
-        primaryKey: false
-        description: Small image file name.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      largephoto:
-        type: string
-        required: false
-        primaryKey: false
-        description: Large image of the product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bytea
-      largephotofilename:
-        type: string
-        required: false
-        primaryKey: false
-        description: Large image file name.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  productproductphoto:
-    description: Cross-reference table mapping products and product photos.
-    type: table
-    title: productproductphoto
-    fields:
-      productid:
-        type: number
-        required: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productphotoid:
-        type: number
-        required: false
-        description: Product photo identification number. Foreign key to ProductPhoto.ProductPhotoID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      primary:
-        type: object
-        required: false
-        description: 0 = Photo is not the principal image. 1 = Photo is the principal
-          image.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - productid
-      - productphotoid
-  productreview:
-    description: Customer reviews of products they have purchased.
-    type: table
-    title: productreview
-    fields:
-      productreviewid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ProductReview records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      productid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      reviewername:
-        type: object
-        required: false
-        primaryKey: false
-        description: Name of the reviewer.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      reviewdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date review was submitted.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      emailaddress:
-        type: string
-        required: false
-        primaryKey: false
-        description: Reviewer's e-mail address.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      rating:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product rating given by the reviewer. Scale is 1 to 5 with 5
-          as the highest rating.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      comments:
-        type: string
-        required: false
-        primaryKey: false
-        description: Reviewer's comments
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[3850]
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  productsubcategory:
-    description: Product subcategories. See ProductCategory table.
-    type: table
-    title: productsubcategory
-    fields:
-      productsubcategoryid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ProductSubcategory records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      productcategoryid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product category identification number. Foreign key to ProductCategory.ProductCategoryID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Subcategory description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  scrapreason:
-    description: Manufacturing failure reasons lookup table.
-    type: table
-    title: scrapreason
-    fields:
-      scrapreasonid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ScrapReason records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Failure description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  transactionhistory:
-    description: Record of each purchase order, sales order, or work order transaction
-      year to date.
-    type: table
-    title: transactionhistory
-    fields:
-      transactionid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for TransactionHistory records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      productid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      referenceorderid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Purchase order, sales order, or work order identification number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      referenceorderlineid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Line number associated with the purchase order, sales order,
-          or work order.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      transactiondate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date and time of the transaction.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      transactiontype:
-        type: string
-        required: false
-        primaryKey: false
-        description: W = WorkOrder, S = SalesOrder, P = PurchaseOrder
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      quantity:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product quantity.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      actualcost:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product cost.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  transactionhistoryarchive:
-    description: Transactions for previous years.
-    type: table
-    title: transactionhistoryarchive
-    fields:
-      transactionid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for TransactionHistoryArchive records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      referenceorderid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Purchase order, sales order, or work order identification number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      referenceorderlineid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Line number associated with the purchase order, sales order,
-          or work order.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      transactiondate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date and time of the transaction.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      transactiontype:
-        type: string
-        required: false
-        primaryKey: false
-        description: W = Work Order, S = Sales Order, P = Purchase Order
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      quantity:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product quantity.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      actualcost:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product cost.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  unitmeasure:
-    description: Unit of measure lookup table.
-    type: table
-    title: unitmeasure
-    fields:
-      unitmeasurecode:
-        type: string
-        required: false
-        primaryKey: true
-        description: Primary key.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Unit of measure description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  workorder:
-    description: Manufacturing work orders.
-    type: table
-    title: workorder
-    fields:
-      workorderid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for WorkOrder records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      productid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      orderqty:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product quantity to build.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      scrappedqty:
-        type: number
-        required: false
-        primaryKey: false
-        description: Quantity that failed inspection.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      startdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Work order start date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      enddate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Work order end date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      duedate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Work order due date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      scrapreasonid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Reason for inspection failure.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  workorderrouting:
-    description: Work order details.
-    type: table
-    title: workorderrouting
-    fields:
-      workorderid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to WorkOrder.WorkOrderID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      operationsequence:
-        type: number
-        required: false
-        description: Primary key. Indicates the manufacturing process sequence.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      locationid:
-        type: number
-        required: false
-        description: Manufacturing location where the part is processed. Foreign key
-          to Location.LocationID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      scheduledstartdate:
-        type: date
-        required: false
-        description: Planned manufacturing start date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      scheduledenddate:
-        type: date
-        required: false
-        description: Planned manufacturing end date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      actualstartdate:
-        type: date
-        required: false
-        description: Actual start date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      actualenddate:
-        type: date
-        required: false
-        description: Actual end date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      actualresourcehrs:
-        type: number
-        required: false
-        description: Number of manufacturing hours used.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      plannedcost:
-        type: number
-        required: false
-        description: Estimated manufacturing cost.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      actualcost:
-        type: number
-        required: false
-        description: Actual manufacturing cost.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - workorderid
-      - productid
-      - operationsequence
-  productvendor:
-    description: Cross-reference table mapping vendors with the products they supply.
-    type: table
-    title: productvendor
-    fields:
-      productid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      businessentityid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to Vendor.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      averageleadtime:
-        type: number
-        required: false
-        description: The average span of time (in days) between placing an order with
-          the vendor and receiving the purchased product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      standardprice:
-        type: number
-        required: false
-        description: The vendor's usual selling price.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      lastreceiptcost:
-        type: number
-        required: false
-        description: The selling price when last purchased.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      lastreceiptdate:
-        type: date
-        required: false
-        description: Date the product was last received by the vendor.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      minorderqty:
-        type: number
-        required: false
-        description: The maximum quantity that should be ordered.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      maxorderqty:
-        type: number
-        required: false
-        description: The minimum quantity that should be ordered.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      onorderqty:
-        type: number
-        required: false
-        description: The quantity currently on order.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      unitmeasurecode:
-        type: string
-        required: false
-        description: The product's unit of measure.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - productid
-      - businessentityid
-  purchaseorderdetail:
-    description: Individual products associated with a specific purchase order. See
-      PurchaseOrderHeader.
-    type: table
-    title: purchaseorderdetail
-    fields:
-      purchaseorderid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to PurchaseOrderHeader.PurchaseOrderID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      purchaseorderdetailid:
-        type: number
-        required: false
-        description: Primary key. One line number per purchased product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      duedate:
-        type: date
-        required: false
-        description: Date the product is expected to be received.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      orderqty:
-        type: number
-        required: false
-        description: Quantity ordered.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      productid:
-        type: number
-        required: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      unitprice:
-        type: number
-        required: false
-        description: Vendor's selling price of a single product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      receivedqty:
-        type: number
-        required: false
-        description: Quantity actually received from the vendor.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      rejectedqty:
-        type: number
-        required: false
-        description: Quantity rejected during inspection.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - purchaseorderid
-      - purchaseorderdetailid
-  purchaseorderheader:
-    description: General purchase order information. See PurchaseOrderDetail.
-    type: table
-    title: purchaseorderheader
-    fields:
-      purchaseorderid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      revisionnumber:
-        type: number
-        required: false
-        primaryKey: false
-        description: Incremental number to track changes to the purchase order over
-          time.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      status:
-        type: number
-        required: false
-        primaryKey: false
-        description: Order current status. 1 = Pending; 2 = Approved; 3 = Rejected;
-          4 = Complete
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      employeeid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Employee who created the purchase order. Foreign key to Employee.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      vendorid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Vendor with whom the purchase order is placed. Foreign key to
-          Vendor.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      shipmethodid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Shipping method. Foreign key to ShipMethod.ShipMethodID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      orderdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Purchase order creation date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      shipdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Estimated shipment date from the vendor.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      subtotal:
-        type: number
-        required: false
-        primaryKey: false
-        description: Purchase order subtotal. Computed as SUM(PurchaseOrderDetail.LineTotal)for
-          the appropriate PurchaseOrderID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      taxamt:
-        type: number
-        required: false
-        primaryKey: false
-        description: Tax amount.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      freight:
-        type: number
-        required: false
-        primaryKey: false
-        description: Shipping cost.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  shipmethod:
-    description: Shipping company lookup table.
-    type: table
-    title: shipmethod
-    fields:
-      shipmethodid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ShipMethod records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Shipping company name.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      shipbase:
-        type: number
-        required: false
-        primaryKey: false
-        description: Minimum shipping charge.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      shiprate:
-        type: number
-        required: false
-        primaryKey: false
-        description: Shipping charge per pound.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  vendor:
-    description: Companies from whom Adventure Works Cycles purchases parts or other
-      goods.
-    type: table
-    title: vendor
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for Vendor records.  Foreign key to BusinessEntity.BusinessEntityID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      accountnumber:
-        type: object
-        required: false
-        primaryKey: false
-        description: Vendor account (identification) number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: AccountNumber
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Company name.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      creditrating:
-        type: number
-        required: false
-        primaryKey: false
-        description: 1 = Superior, 2 = Excellent, 3 = Above average, 4 = Average,
-          5 = Below average
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      preferredvendorstatus:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = Do not use if another vendor is available. 1 = Preferred
-          over other vendors supplying the same product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      activeflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = Vendor no longer used. 1 = Vendor is actively used.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      purchasingwebserviceurl:
-        type: string
-        required: false
-        primaryKey: false
-        description: Vendor URL.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[1024]
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  countryregioncurrency:
-    description: Cross-reference table mapping ISO currency codes to a country or
-      region.
-    type: table
-    title: countryregioncurrency
-    fields:
-      countryregioncode:
-        type: string
-        required: false
-        description: ISO code for countries and regions. Foreign key to CountryRegion.CountryRegionCode.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[3]
-      currencycode:
-        type: string
-        required: false
-        description: ISO standard currency code. Foreign key to Currency.CurrencyCode.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - countryregioncode
-      - currencycode
-  creditcard:
-    description: Customer credit card information.
-    type: table
-    title: creditcard
-    fields:
-      creditcardid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for CreditCard records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      cardtype:
-        type: string
-        required: false
-        primaryKey: false
-        description: Credit card name.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      cardnumber:
-        type: string
-        required: false
-        primaryKey: false
-        description: Credit card number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[25]
-      expmonth:
-        type: number
-        required: false
-        primaryKey: false
-        description: Credit card expiration month.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      expyear:
-        type: number
-        required: false
-        primaryKey: false
-        description: Credit card expiration year.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  currency:
-    description: Lookup table containing standard ISO currencies.
-    type: table
-    title: currency
-    fields:
-      currencycode:
-        type: string
-        required: false
-        primaryKey: true
-        description: The ISO code for the Currency.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Currency name.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  currencyrate:
-    description: Currency exchange rates.
-    type: table
-    title: currencyrate
-    fields:
-      currencyrateid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for CurrencyRate records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      currencyratedate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date and time the exchange rate was obtained.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      fromcurrencycode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Exchange rate was converted from this currency code.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      tocurrencycode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Exchange rate was converted to this currency code.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: bpchar
-      averagerate:
-        type: number
-        required: false
-        primaryKey: false
-        description: Average exchange rate for the day.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      endofdayrate:
-        type: number
-        required: false
-        primaryKey: false
-        description: Final exchange rate for the day.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  customer:
-    description: Current customer information. Also see the Person and Store tables.
-    type: table
-    title: customer
-    fields:
-      customerid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      personid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Foreign key to Person.BusinessEntityID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      storeid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Foreign key to Store.BusinessEntityID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      territoryid:
-        type: number
-        required: false
-        primaryKey: false
-        description: ID of the territory in which the customer is located. Foreign
-          key to SalesTerritory.SalesTerritoryID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  personcreditcard:
-    description: Cross-reference table mapping people to their credit card information
-      in the CreditCard table.
-    type: table
-    title: personcreditcard
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Business entity identification number. Foreign key to Person.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      creditcardid:
-        type: number
-        required: false
-        description: Credit card identification number. Foreign key to CreditCard.CreditCardID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - creditcardid
-  salesorderdetail:
-    description: Individual products associated with a specific sales order. See SalesOrderHeader.
-    type: table
-    title: salesorderdetail
-    fields:
-      salesorderid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      salesorderdetailid:
-        type: number
-        required: false
-        description: Primary key. One incremental unique number per product sold.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      carriertrackingnumber:
-        type: string
-        required: false
-        description: Shipment tracking number supplied by the shipper.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[25]
-      orderqty:
-        type: number
-        required: false
-        description: Quantity ordered per product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      productid:
-        type: number
-        required: false
-        description: Product sold to customer. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      specialofferid:
-        type: number
-        required: false
-        description: Promotional code. Foreign key to SpecialOffer.SpecialOfferID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      unitprice:
-        type: number
-        required: false
-        description: Selling price of a single product.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      unitpricediscount:
-        type: number
-        required: false
-        description: Discount amount.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - salesorderid
-      - salesorderdetailid
-  salesorderheader:
-    description: General sales order information.
-    type: table
-    title: salesorderheader
-    fields:
-      salesorderid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      revisionnumber:
-        type: number
-        required: false
-        primaryKey: false
-        description: Incremental number to track changes to the sales order over time.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      orderdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Dates the sales order was created.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      duedate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the order is due to the customer.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      shipdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the order was shipped to the customer.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      status:
-        type: number
-        required: false
-        primaryKey: false
-        description: Order current status. 1 = In process; 2 = Approved; 3 = Backordered;
-          4 = Rejected; 5 = Shipped; 6 = Cancelled
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      onlineorderflag:
-        type: object
-        required: false
-        primaryKey: false
-        description: 0 = Order placed by sales person. 1 = Order placed online by
-          customer.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Flag
-      purchaseordernumber:
-        type: object
-        required: false
-        primaryKey: false
-        description: Customer purchase order number reference.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: OrderNumber
-      accountnumber:
-        type: object
-        required: false
-        primaryKey: false
-        description: Financial accounting number reference.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: AccountNumber
-      customerid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Customer identification number. Foreign key to Customer.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      salespersonid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Sales person who created the sales order. Foreign key to SalesPerson.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      territoryid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Territory in which the sale was made. Foreign key to SalesTerritory.SalesTerritoryID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      billtoaddressid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Customer billing address. Foreign key to Address.AddressID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      shiptoaddressid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Customer shipping address. Foreign key to Address.AddressID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      shipmethodid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Shipping method. Foreign key to ShipMethod.ShipMethodID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      creditcardid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Credit card identification number. Foreign key to CreditCard.CreditCardID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      creditcardapprovalcode:
-        type: string
-        required: false
-        primaryKey: false
-        description: Approval code provided by the credit card company.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[15]
-      currencyrateid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Currency exchange rate used. Foreign key to CurrencyRate.CurrencyRateID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      subtotal:
-        type: number
-        required: false
-        primaryKey: false
-        description: Sales subtotal. Computed as SUM(SalesOrderDetail.LineTotal)for
-          the appropriate SalesOrderID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      taxamt:
-        type: number
-        required: false
-        primaryKey: false
-        description: Tax amount.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      freight:
-        type: number
-        required: false
-        primaryKey: false
-        description: Shipping cost.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      totaldue:
-        type: number
-        required: false
-        primaryKey: false
-        description: Total due from customer. Computed as Subtotal + TaxAmt + Freight.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      comment:
-        type: string
-        required: false
-        primaryKey: false
-        description: Sales representative comments.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[128]
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  salesorderheadersalesreason:
-    description: Cross-reference table mapping sales orders to sales reason codes.
-    type: table
-    title: salesorderheadersalesreason
-    fields:
-      salesorderid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to SalesOrderHeader.SalesOrderID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      salesreasonid:
-        type: number
-        required: false
-        description: Primary key. Foreign key to SalesReason.SalesReasonID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - salesorderid
-      - salesreasonid
-  salesperson:
-    description: Sales representative current information.
-    type: table
-    title: salesperson
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for SalesPerson records. Foreign key to Employee.BusinessEntityID
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      territoryid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Territory currently assigned to. Foreign key to SalesTerritory.SalesTerritoryID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      salesquota:
-        type: number
-        required: false
-        primaryKey: false
-        description: Projected yearly sales.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      bonus:
-        type: number
-        required: false
-        primaryKey: false
-        description: Bonus due if quota is met.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      commissionpct:
-        type: number
-        required: false
-        primaryKey: false
-        description: Commision percent received per sale.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      salesytd:
-        type: number
-        required: false
-        primaryKey: false
-        description: Sales total year to date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      saleslastyear:
-        type: number
-        required: false
-        primaryKey: false
-        description: Sales total of previous year.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  salespersonquotahistory:
-    description: Sales performance tracking.
-    type: table
-    title: salespersonquotahistory
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Sales person identification number. Foreign key to SalesPerson.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      quotadate:
-        type: date
-        required: false
-        description: Sales quota date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      salesquota:
-        type: number
-        required: false
-        description: Sales quota amount.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - quotadate
-  salesreason:
-    description: Lookup table of customer purchase reasons.
-    type: table
-    title: salesreason
-    fields:
-      salesreasonid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for SalesReason records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Sales reason description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      reasontype:
-        type: object
-        required: false
-        primaryKey: false
-        description: Category the sales reason belongs to.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  salestaxrate:
-    description: Tax rate lookup table.
-    type: table
-    title: salestaxrate
-    fields:
-      salestaxrateid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for SalesTaxRate records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      stateprovinceid:
-        type: number
-        required: false
-        primaryKey: false
-        description: State, province, or country/region the sales tax applies to.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      taxtype:
-        type: number
-        required: false
-        primaryKey: false
-        description: 1 = Tax applied to retail transactions, 2 = Tax applied to wholesale
-          transactions, 3 = Tax applied to all sales (retail and wholesale) transactions.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int2
-      taxrate:
-        type: number
-        required: false
-        primaryKey: false
-        description: Tax rate amount.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Tax rate description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  salesterritory:
-    description: Sales territory lookup table.
-    type: table
-    title: salesterritory
-    fields:
-      territoryid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for SalesTerritory records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Sales territory description
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      countryregioncode:
-        type: string
-        required: false
-        primaryKey: false
-        description: ISO standard country or region code. Foreign key to CountryRegion.CountryRegionCode.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[3]
-      group:
-        type: string
-        required: false
-        primaryKey: false
-        description: Geographic area to which the sales territory belong.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      salesytd:
-        type: number
-        required: false
-        primaryKey: false
-        description: Sales in the territory year to date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      saleslastyear:
-        type: number
-        required: false
-        primaryKey: false
-        description: Sales in the territory the previous year.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      costytd:
-        type: number
-        required: false
-        primaryKey: false
-        description: Business costs in the territory year to date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      costlastyear:
-        type: number
-        required: false
-        primaryKey: false
-        description: Business costs in the territory the previous year.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  salesterritoryhistory:
-    description: Sales representative transfers to other sales territories.
-    type: table
-    title: salesterritoryhistory
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        description: Primary key. The sales rep.  Foreign key to SalesPerson.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      territoryid:
-        type: number
-        required: false
-        description: Primary key. Territory identification number. Foreign key to
-          SalesTerritory.SalesTerritoryID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      startdate:
-        type: date
-        required: false
-        description: Primary key. Date the sales representive started work in the
-          territory.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      enddate:
-        type: date
-        required: false
-        description: Date the sales representative left work in the territory.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - businessentityid
-      - territoryid
-      - startdate
-  shoppingcartitem:
-    description: Contains online customer orders until the order is submitted or cancelled.
-    type: table
-    title: shoppingcartitem
-    fields:
-      shoppingcartitemid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for ShoppingCartItem records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      shoppingcartid:
-        type: string
-        required: false
-        primaryKey: false
-        description: Shopping cart identification number.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      quantity:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product quantity ordered.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productid:
-        type: number
-        required: false
-        primaryKey: false
-        description: Product ordered. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      datecreated:
-        type: date
-        required: false
-        primaryKey: false
-        description: Date the time the record was created.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  specialoffer:
-    description: Sale discounts lookup table.
-    type: table
-    title: specialoffer
-    fields:
-      specialofferid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key for SpecialOffer records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: serial
-      description:
-        type: string
-        required: false
-        primaryKey: false
-        description: Discount description.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[255]
-      discountpct:
-        type: number
-        required: false
-        primaryKey: false
-        description: Discount precentage.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: numeric
-      type:
-        type: string
-        required: false
-        primaryKey: false
-        description: Discount type category.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      category:
-        type: string
-        required: false
-        primaryKey: false
-        description: Group the discount applies to such as Reseller or Customer.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: varchar[50]
-      startdate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Discount start date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      enddate:
-        type: date
-        required: false
-        primaryKey: false
-        description: Discount end date.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      minqty:
-        type: number
-        required: false
-        primaryKey: false
-        description: Minimum discount percent allowed.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      maxqty:
-        type: number
-        required: false
-        primaryKey: false
-        description: Maximum discount percent allowed.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-  specialofferproduct:
-    description: Cross-reference table mapping products to special offer discounts.
-    type: table
-    title: specialofferproduct
-    fields:
-      specialofferid:
-        type: number
-        required: false
-        description: Primary key for SpecialOfferProduct records.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      productid:
-        type: number
-        required: false
-        description: Product identification number. Foreign key to Product.ProductID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      rowguid:
-        type: string
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-    primaryKey:
-      - specialofferid
-      - productid
-  store:
-    description: Customers (resellers) of Adventure Works products.
-    type: table
-    title: store
-    fields:
-      businessentityid:
-        type: number
-        required: false
-        primaryKey: true
-        description: Primary key. Foreign key to Customer.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      name:
-        type: object
-        required: false
-        primaryKey: false
-        description: Name of the store.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: Name
-      salespersonid:
-        type: number
-        required: false
-        primaryKey: false
-        description: ID of the sales person assigned to the customer. Foreign key
-          to SalesPerson.BusinessEntityID.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: int4
-      demographics:
-        type: string
-        required: false
-        primaryKey: false
-        description: Demographic informationg about the store such as the number of
-          employees, annual sales and store type.
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: xml
-      rowguid:
-        type: string
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: uuid
-      modifieddate:
-        type: date
-        required: false
-        primaryKey: false
-        config:
-          criticalDataElement: false
-          partitioned: false
-          physicalType: timestamp
-      StoreHolidayHours:
-        title: StoreHolidayHours
-        type: array
-        required: false
-        items:
-          type: object
-          fields:
-            Date:
-              title: Date
-              type: date
-              examples:
-              - '2024-08-13'
-              config:
-                physicalType: string
-            Close:
-              title: Close
-              type: date
-              examples:
-              - 02:00 PM
-              config:
-                physicalType: string
-            Open:
-              title: Open
-              type: date
-              examples:
-              - 10:00 AM
-              config:
-                physicalType: string
-        config:
-          physicalType: array
-      extendedData:
-        title: extendedData
-        type: object
-        required: true
-        fields:
-          pharmacyUUID:
-            title: pharmacyUUID
-            type: string
-            required: true
-            unique: true
-            examples:
-            - ec43dd63-c258-4506-8965-88a9e0c130ad
-            config:
-              physicalType: string
-        config:
-          physicalType: object
-      ArrayComments:
-        title: ArrayComments
-        type: array
-        required: false
-        items:
-          type: string
-        config:
-          physicalType: array
diff --git a/tests/fixtures/odcs_v3/full-example.datacontract.yml b/tests/fixtures/odcs_v3/full-example.datacontract.yml
deleted file mode 100644
index 6e85caaa7..000000000
--- a/tests/fixtures/odcs_v3/full-example.datacontract.yml
+++ /dev/null
@@ -1,113 +0,0 @@
-dataContractSpecification: 1.2.1
-id: 53581432-6c55-4ba2-a65f-72344a91553a
-info:
-  title: ''
-  version: 1.1.0
-  description: Views built on top of the seller tables.
-  owner: seller
-  dataProduct: my quantum
-  tenant: ClimateQuantumInc
-terms:
-  usage: Predict sales over time
-  limitations: Data based on seller perspective, no buyer information
-  billing: 9.95 USD / megabyte
-servers:
-  my-postgres:
-    type: postgres
-    host: localhost
-    port: 5432
-    database: pypl-edw
-    schema: pp_access_views
-models:
-  tbl_1:
-    title: tbl
-    description: Provides core payment metrics
-    type: table
-    tags: [ "table" ]
-    fields:
-      txn_ref_dt:
-        title: transaction reference date
-        type: date
-        required: false
-        primaryKey: false
-        description: Reference date for transaction
-        tags: [ "column" ]
-        examples:
-          - "2022-10-03"
-          - "2020-01-28"
-        classification: public
-        config:
-          postgresType: date
-          partitioned: true
-          partitionKeyPosition: 1
-          criticalDataElement: false
-          anonymizationStrategy: none
-      rcvr_id:
-        title: receiver id
-        type: string
-        required: false
-        primaryKey: true
-        description: A description for column rcvr_id.
-        classification: restricted
-        config:
-          postgresType: varchar(18)
-          partitioned: false
-          partitionKeyPosition: -1
-          criticalDataElement: false
-      rcvr_cntry_code:
-        title: receiver country code
-        description: Country code
-        type: string
-        required: false
-        primaryKey: false
-        classification: public
-        quality:
-          - type: library
-            metric: nullValues
-            mustBe: 0
-            description: column should not contain null values
-            dimension: completeness
-            severity: error
-            businessImpact: operational
-            schedule: 0 20 * * *
-            scheduler: cron
-            customProperties:
-              - property: FIELD_NAME
-                value: null
-              - property: COMPARE_TO
-                value: null
-              - property: COMPARISON_TYPE
-                value: Greater than
-        config:
-          postgresType: varchar(2)
-          partitioned: false
-          partitionKeyPosition: -1
-          criticalDataElement: false
-          encryptedName: rcvr_cntry_code_encrypted
-      array_of_array:
-        type: array
-        items:
-          type: array
-          items:
-            type: string
-    quality:
-    - type: library
-      description: Ensure row count is within expected volume range
-      metric: rowCount
-      mustBeGreaterThan: 1000
-      dimension: completeness
-      method: reconciliation
-      severity: error
-      businessImpact: operational
-      schedule: 0 20 * * *
-      scheduler: cron
-    config:
-      dataGranularityDescription: Aggregation on columns txn_ref_dt, pmt_txn_id
-servicelevels:
-  availability:
-    description: '2022-05-12T09:30:10-08:00'
-  retention:
-    period: 3y
-
-tags:
-  - transactions
\ No newline at end of file
diff --git a/tests/fixtures/postgres/odcs_case_sensitive.odcs.yaml b/tests/fixtures/postgres/odcs_case_sensitive.odcs.yaml
new file mode 100644
index 000000000..081509454
--- /dev/null
+++ b/tests/fixtures/postgres/odcs_case_sensitive.odcs.yaml
@@ -0,0 +1,39 @@
+apiVersion: v3.0.0
+kind: DataContract
+id: postgres
+name: postgres
+version: 0.0.1
+domain: my-domain-team
+status: active
+schema:
+- name: My_Table2
+  physicalName: My_Table2
+  logicalType: object
+  physicalType: table
+  properties:
+  - name: Field_one
+    logicalType: string
+    physicalType: varchar
+    isNullable: false
+    isUnique: true
+    logicalTypeOptions:
+      pattern: '[A-Za-z]{2}-\d{3}-[A-Za-z]{2}$'
+  - name: Field_two
+    logicalType: integer
+    physicalType: integer
+    isNullable: true
+    isUnique: false
+    logicalTypeOptions:
+      minimum: 10
+  - name: Field_three
+    logicalType: date
+    physicalType: timestamp
+    isNullable: true
+    isUnique: false
+servers:
+- server: postgres
+  type: postgres
+  database: test
+  schema: public
+  host: localhost
+  port: 5432
diff --git a/tests/fixtures/postgres/servicelevels.odcs.yaml b/tests/fixtures/postgres/servicelevels.odcs.yaml
new file mode 100644
index 000000000..e3bcd2add
--- /dev/null
+++ b/tests/fixtures/postgres/servicelevels.odcs.yaml
@@ -0,0 +1,44 @@
+apiVersion: v3.0.0
+kind: DataContract
+id: postgres
+name: postgres
+version: 0.0.1
+domain: my-domain-team
+status: active
+schema:
+- name: my_table
+  physicalName: my_table
+  logicalType: object
+  physicalType: table
+  properties:
+  - name: field_one
+    logicalType: string
+    physicalType: varchar
+    isNullable: false
+    isUnique: true
+    logicalTypeOptions:
+      pattern: '[A-Za-z]{2}-\d{3}-[A-Za-z]{2}$'
+  - name: field_two
+    logicalType: integer
+    physicalType: integer
+    isNullable: true
+    isUnique: false
+    logicalTypeOptions:
+      minimum: 10
+  - name: field_three
+    logicalType: date
+    physicalType: timestamp
+    isNullable: true
+    isUnique: false
+servers:
+- server: postgres
+  type: postgres
+  database: test
+  schema: public
+  host: localhost
+  port: 5432
+slaProperties:
+- property: freshness
+  value: 1
+  unit: h
+  element: my_table.field_three
diff --git a/tests/fixtures/protobuf/expected/nested_imports.odcs.yaml b/tests/fixtures/protobuf/expected/nested_imports.odcs.yaml
new file mode 100644
index 000000000..d5fe353a8
--- /dev/null
+++ b/tests/fixtures/protobuf/expected/nested_imports.odcs.yaml
@@ -0,0 +1,64 @@
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: Company
+  physicalType: message
+  description: Details of Company.
+  logicalType: object
+  physicalName: Company
+  properties:
+  - name: name
+    physicalType: '9'
+    description: Field name
+    logicalType: string
+    required: false
+  - name: registration_number
+    physicalType: '9'
+    description: Field registration_number
+    logicalType: string
+    required: false
+  - name: contact
+    physicalType: message
+    description: Nested object of Person
+    logicalType: object
+    properties:
+    - name: name
+      physicalType: '9'
+      description: Field name
+      logicalType: string
+      required: false
+    - name: email
+      physicalType: '9'
+      description: Field email
+      logicalType: string
+      required: false
+    - name: address
+      physicalType: message
+      description: Nested object of Address
+      logicalType: object
+      properties:
+      - name: street
+        physicalType: '9'
+        description: Field street
+        logicalType: string
+        required: false
+      - name: city
+        physicalType: '9'
+        description: Field city
+        logicalType: string
+        required: false
+      - name: country
+        physicalType: '9'
+        description: Field country
+        logicalType: string
+        required: false
+      - name: postal_code
+        physicalType: '9'
+        description: Field postal_code
+        logicalType: string
+        required: false
+
diff --git a/tests/fixtures/protobuf/expected/nested_imports_subdirs.odcs.yaml b/tests/fixtures/protobuf/expected/nested_imports_subdirs.odcs.yaml
new file mode 100644
index 000000000..d5fe353a8
--- /dev/null
+++ b/tests/fixtures/protobuf/expected/nested_imports_subdirs.odcs.yaml
@@ -0,0 +1,64 @@
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: Company
+  physicalType: message
+  description: Details of Company.
+  logicalType: object
+  physicalName: Company
+  properties:
+  - name: name
+    physicalType: '9'
+    description: Field name
+    logicalType: string
+    required: false
+  - name: registration_number
+    physicalType: '9'
+    description: Field registration_number
+    logicalType: string
+    required: false
+  - name: contact
+    physicalType: message
+    description: Nested object of Person
+    logicalType: object
+    properties:
+    - name: name
+      physicalType: '9'
+      description: Field name
+      logicalType: string
+      required: false
+    - name: email
+      physicalType: '9'
+      description: Field email
+      logicalType: string
+      required: false
+    - name: address
+      physicalType: message
+      description: Nested object of Address
+      logicalType: object
+      properties:
+      - name: street
+        physicalType: '9'
+        description: Field street
+        logicalType: string
+        required: false
+      - name: city
+        physicalType: '9'
+        description: Field city
+        logicalType: string
+        required: false
+      - name: country
+        physicalType: '9'
+        description: Field country
+        logicalType: string
+        required: false
+      - name: postal_code
+        physicalType: '9'
+        description: Field postal_code
+        logicalType: string
+        required: false
+
diff --git a/tests/fixtures/protobuf/expected/sample_data.odcs.yaml b/tests/fixtures/protobuf/expected/sample_data.odcs.yaml
new file mode 100644
index 000000000..974a43ce2
--- /dev/null
+++ b/tests/fixtures/protobuf/expected/sample_data.odcs.yaml
@@ -0,0 +1,91 @@
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: Product
+  physicalType: message
+  description: Details of Product.
+  logicalType: object
+  physicalName: Product
+  properties:
+  - name: id
+    physicalType: '9'
+    description: Field id
+    logicalType: string
+    required: false
+  - name: name
+    physicalType: '9'
+    description: Field name
+    logicalType: string
+    required: false
+  - name: price
+    physicalType: '1'
+    description: Field price
+    logicalType: number
+    required: false
+  - name: category
+    physicalType: enum
+    description: Enum field category
+    customProperties:
+    - property: enumValues
+      value:
+        CATEGORY_UNKNOWN: 0
+        CATEGORY_ELECTRONICS: 1
+        CATEGORY_CLOTHING: 2
+        CATEGORY_HOME_APPLIANCES: 3
+    logicalType: string
+    required: false
+  - name: tags
+    physicalType: '9'
+    description: Field tags
+    logicalType: string
+    required: false
+  - name: reviews
+    physicalType: repeated message
+    description: List of Review
+    logicalType: array
+    items:
+      name: items
+      physicalType: message
+      logicalType: object
+      properties:
+      - name: user
+        physicalType: '9'
+        description: Field user
+        logicalType: string
+        required: false
+      - name: rating
+        physicalType: '5'
+        description: Field rating
+        logicalType: integer
+        required: false
+      - name: comment
+        physicalType: '9'
+        description: Field comment
+        logicalType: string
+        required: false
+- name: Review
+  physicalType: message
+  description: Details of Review.
+  logicalType: object
+  physicalName: Review
+  properties:
+  - name: user
+    physicalType: '9'
+    description: Field user
+    logicalType: string
+    required: false
+  - name: rating
+    physicalType: '5'
+    description: Field rating
+    logicalType: integer
+    required: false
+  - name: comment
+    physicalType: '9'
+    description: Field comment
+    logicalType: string
+    required: false
+
diff --git a/tests/fixtures/sodacl/datacontract.odcs.yaml b/tests/fixtures/sodacl/datacontract.odcs.yaml
new file mode 100644
index 000000000..dc88d23a4
--- /dev/null
+++ b/tests/fixtures/sodacl/datacontract.odcs.yaml
@@ -0,0 +1,55 @@
+kind: DataContract
+apiVersion: v3.1.0
+id: orders-unit-test
+name: Orders Unit Test
+version: 1.0.0
+status: active
+schema:
+- name: orders
+  description: test
+  properties:
+  - name: order_id
+    logicalType: string
+    physicalType: string
+    required: true
+  - name: order_timestamp
+    logicalType: timestamp
+    physicalType: timestamp
+    required: true
+  - name: processed_timestamp
+    logicalType: timestamp
+    physicalType: timestamp
+    required: true
+  - name: order_total
+    logicalType: integer
+    physicalType: integer
+    quality:
+    - type: sql
+      mustBeBetween:
+      - 1000
+      - 49900
+      query: |
+        SELECT quantile_cont(order_total, 0.95) AS percentile_95
+        FROM orders
+  quality:
+  - type: custom
+    engine: soda
+    implementation: |
+      checks for orders:
+        - row_count > 10
+- name: line_items
+  quality:
+  - type: custom
+    engine: soda
+    implementation: |
+      checks for line_items:
+        - row_count > 10:
+            name: Have at lease 10 line items
+slaProperties:
+- property: retention
+  value: P1Y
+  element: orders.processed_timestamp
+- property: freshness
+  value: 24
+  unit: h
+  element: orders.order_timestamp
\ No newline at end of file
diff --git a/tests/fixtures/spark/export/datacontract.odcs.yaml b/tests/fixtures/spark/export/datacontract.odcs.yaml
new file mode 100644
index 000000000..0abdf238b
--- /dev/null
+++ b/tests/fixtures/spark/export/datacontract.odcs.yaml
@@ -0,0 +1,105 @@
+version: 0.0.1
+kind: DataContract
+apiVersion: v3.1.0
+id: orders
+name: Orders
+status: active
+servers:
+- server: production
+  type: s3
+  format: parquet
+  location: s3://datacontract-example-orders-latest/data/{model}/*.parquet
+description:
+  purpose: Order messages as generated by Confluent Datagen Source Adapter
+schema:
+- name: orders
+  physicalType: table
+  description: Orders Table
+  properties:
+  - name: orderdate
+    physicalType: date
+    logicalType: date
+  - name: order_timestamp
+    physicalType: timestamp
+    logicalType: timestamp
+  - name: delivery_timestamp
+    physicalType: timestamp_ntz
+    logicalType: timestamp
+  - name: orderid
+    physicalType: int
+    logicalType: integer
+  - name: item_list
+    physicalType: array
+    logicalType: array
+    items:
+      name: item
+      physicalType: object
+      logicalType: object
+      properties:
+      - name: itemid
+        physicalType: string
+        logicalType: string
+      - name: quantity
+        physicalType: int
+        logicalType: integer
+  - name: orderunits
+    physicalType: double
+    logicalType: number
+  - name: tags
+    physicalType: array
+    logicalType: array
+    items:
+      name: item
+      physicalType: string
+      logicalType: string
+  - name: address
+    physicalType: object
+    logicalType: object
+    properties:
+    - name: city
+      physicalType: string
+      logicalType: string
+      required: true
+    - name: state
+      physicalType: string
+      logicalType: string
+    - name: zipcode
+      physicalType: long
+      logicalType: integer
+- name: customers
+  physicalType: table
+  description: Customers Table
+  properties:
+  - name: id
+    physicalType: int
+    logicalType: integer
+  - name: name
+    physicalType: string
+    description: First and last name of the customer
+    logicalType: string
+  - name: metadata
+    physicalType: map
+    customProperties:
+    - property: mapKeyType
+      value: string
+    - property: mapValueType
+      value: object
+    logicalType: object
+    required: false
+    properties:
+    - name: value
+      physicalType: string
+      logicalType: string
+      required: false
+    - name: type
+      physicalType: string
+      logicalType: string
+      required: false
+    - name: timestamp
+      physicalType: long
+      logicalType: integer
+      required: false
+    - name: source
+      physicalType: string
+      logicalType: string
+      required: false
diff --git a/tests/fixtures/spark/import/users_datacontract_desc.yml b/tests/fixtures/spark/import/users_datacontract_desc.yml
index d42c8d693..a6b174836 100644
--- a/tests/fixtures/spark/import/users_datacontract_desc.yml
+++ b/tests/fixtures/spark/import/users_datacontract_desc.yml
@@ -1,60 +1,49 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-  local:
-    type: dataframe
-models:
-  users:
-    description: description
-    fields:
-      id:
-        type: string
-        required: false
-      name:
-        type: string
-        required: false
-        description: First and last name of the customer
-      address:
-        type: struct
-        required: false
-        fields:
-          number:
-            type: integer
-            required: false
-          street:
-            type: string
-            required: false
-          city:
-            type: string
-            required: false
-      tags:
-        type: array
-        required: false
-        items:
-          type: string
-          required: false
-      metadata:
-        type: map
-        required: false
-        keys:
-          type: string
-          required: true
-        values:
-          type: struct
-          required: false
-          fields:
-            value:
-              type: string
-              required: false
-            type:
-              type: string
-              required: false
-            timestamp:
-              type: long
-              required: false
-            source:
-              type: string
-              required: false
\ No newline at end of file
+- server: local
+  type: dataframe
+schema:
+- name: users
+  physicalType: table
+  description: description
+  logicalType: object
+  physicalName: users
+  properties:
+  - name: id
+    physicalType: StringType()
+    logicalType: string
+  - name: name
+    physicalType: StringType()
+    description: First and last name of the customer
+    logicalType: string
+  - name: address
+    physicalType: StructType([StructField('number', IntegerType(), True), StructField('street',
+      StringType(), True), StructField('city', StringType(), True)])
+    logicalType: object
+    properties:
+    - name: number
+      physicalType: IntegerType()
+      logicalType: integer
+    - name: street
+      physicalType: StringType()
+      logicalType: string
+    - name: city
+      physicalType: StringType()
+      logicalType: string
+  - name: tags
+    physicalType: ArrayType(StringType(), True)
+    logicalType: array
+    items:
+      name: items
+      physicalType: StringType()
+      logicalType: string
+  - name: metadata
+    physicalType: MapType(StringType(), StructType([StructField('value', StringType(),
+      True), StructField('type', StringType(), True), StructField('timestamp', LongType(),
+      True), StructField('source', StringType(), True)]), True)
+    logicalType: object
diff --git a/tests/fixtures/spark/import/users_datacontract_no_desc.yml b/tests/fixtures/spark/import/users_datacontract_no_desc.yml
index 10428cc5f..4c3dd9ebc 100644
--- a/tests/fixtures/spark/import/users_datacontract_no_desc.yml
+++ b/tests/fixtures/spark/import/users_datacontract_no_desc.yml
@@ -1,59 +1,48 @@
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-  local:
-    type: dataframe
-models:
-  users:
-    fields:
-      id:
-        type: string
-        required: false
-      name:
-        type: string
-        required: false
-        description: First and last name of the customer
-      address:
-        type: struct
-        required: false
-        fields:
-          number:
-            type: integer
-            required: false
-          street:
-            type: string
-            required: false
-          city:
-            type: string
-            required: false
-      tags:
-        type: array
-        required: false
-        items:
-          type: string
-          required: false
-      metadata:
-        type: map
-        required: false
-        keys:
-          type: string
-          required: true
-        values:
-          type: struct
-          required: false
-          fields:
-            value:
-              type: string
-              required: false
-            type:
-              type: string
-              required: false
-            timestamp:
-              type: long
-              required: false
-            source:
-              type: string
-              required: false
\ No newline at end of file
+- server: local
+  type: dataframe
+schema:
+- name: users
+  physicalType: table
+  logicalType: object
+  physicalName: users
+  properties:
+  - name: id
+    physicalType: StringType()
+    logicalType: string
+  - name: name
+    physicalType: StringType()
+    description: First and last name of the customer
+    logicalType: string
+  - name: address
+    physicalType: StructType([StructField('number', IntegerType(), True), StructField('street',
+      StringType(), True), StructField('city', StringType(), True)])
+    logicalType: object
+    properties:
+    - name: number
+      physicalType: IntegerType()
+      logicalType: integer
+    - name: street
+      physicalType: StringType()
+      logicalType: string
+    - name: city
+      physicalType: StringType()
+      logicalType: string
+  - name: tags
+    physicalType: ArrayType(StringType(), True)
+    logicalType: array
+    items:
+      name: items
+      physicalType: StringType()
+      logicalType: string
+  - name: metadata
+    physicalType: MapType(StringType(), StructType([StructField('value', StringType(),
+      True), StructField('type', StringType(), True), StructField('timestamp', LongType(),
+      True), StructField('source', StringType(), True)]), True)
+    logicalType: object
diff --git a/tests/fixtures/spec/datacontract_aliases.yaml b/tests/fixtures/spec/datacontract_aliases.yaml
deleted file mode 100644
index a4c9cbb47..000000000
--- a/tests/fixtures/spec/datacontract_aliases.yaml
+++ /dev/null
@@ -1,21 +0,0 @@
-dataContractSpecification: 1.2.1
-id: "123"
-info:
-  title: "Test"
-  version: 1.0.0
-  owner: my-domain-team
-models:
-  sample_model:
-    description: Sample Model
-    type: table
-    fields:
-      id:
-        type: text
-        title: ID
-        description: A unique identifier
-        $ref: '#/definitions/test'
-definitions:
-  test:
-    description: Test definition reference
-    name: refdef
-    type: text
diff --git a/tests/fixtures/spec/datacontract_fields_field.yaml b/tests/fixtures/spec/datacontract_fields_field.yaml
deleted file mode 100644
index 0a8f5aa32..000000000
--- a/tests/fixtures/spec/datacontract_fields_field.yaml
+++ /dev/null
@@ -1,30 +0,0 @@
-dataContractSpecification: 1.2.1
-id: "123"
-info:
-  title: "Test"
-  version: 1.0.0
-  owner: my-domain-team
-models:
-  sample_model:
-    description: Sample Model
-    type: table
-    fields:
-      id:
-        type: text
-        title: ID
-        description: A unique identifier
-        $ref: '#/definitions/def'
-definitions:
-  def:
-    description: Test definition reference
-    type: object
-    name: refdef
-    fields:
-      id:
-        type: text
-        title: MyField
-        $ref: '#/definitions/other'
-  other:
-    description: Another Def
-    type: string
-    name: fieldname
diff --git a/tests/test_api.py b/tests/test_api.py
index e715ca922..9e246d9b4 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -20,7 +20,7 @@ def test_lint():
     assert all([check["result"] == "passed" for check in response.json()["checks"]])
 
 
-def test_export_jsonschema():
+def test_export_jsonschema_dcs():
     with open("fixtures/local-json/datacontract.yaml", "r", encoding="utf-8") as f:
         data_contract_str = f.read()
     response = client.post(
diff --git a/tests/test_breaking.py b/tests/test_breaking.py
deleted file mode 100644
index 37f9a1b06..000000000
--- a/tests/test_breaking.py
+++ /dev/null
@@ -1,250 +0,0 @@
-from typer.testing import CliRunner
-
-from datacontract.cli import app
-
-runner = CliRunner()
-
-# logging.basicConfig(level=logging.DEBUG, force=True)
-
-
-def test_no_breaking_changes():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-        ],
-    )
-    assert result.exit_code == 0
-    assert "0 breaking changes: 0 error, 0 warning\n" in result.stdout
-
-
-def test_quality_added():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-quality-v1.yaml",
-            "./fixtures/breaking/datacontract-quality-v2.yaml",
-        ],
-    )
-    assert result.exit_code == 0
-    assert "0 breaking changes: 0 error, 0 warning\n" in result.stdout
-
-
-def test_quality_removed():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-quality-v2.yaml",
-            "./fixtures/breaking/datacontract-quality-v1.yaml",
-        ],
-    )
-    assert result.exit_code == 0
-    assert "1 breaking changes: 0 error, 1 warning\n" in result.stdout
-
-
-def test_quality_updated():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-quality-v2.yaml",
-            "./fixtures/breaking/datacontract-quality-v3.yaml",
-        ],
-    )
-    assert result.exit_code == 0
-    assert "2 breaking changes: 0 error, 2 warning\n" in result.stdout
-
-
-def test_models_added():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-models-v1.yaml",
-            "./fixtures/breaking/datacontract-models-v2.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 0
-    assert "0 breaking changes: 0 error, 0 warning\n" in output
-    assert "model_added" not in output
-    assert "model_description_added" not in output
-
-
-def test_models_removed():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-models-v2.yaml",
-            "./fixtures/breaking/datacontract-models-v1.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 1
-    assert "1 breaking changes: 1 error, 0 warning\n" in output
-    assert "model_description_removed" not in output
-
-
-def test_models_updated():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-models-v2.yaml",
-            "./fixtures/breaking/datacontract-models-v3.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 1
-    assert "1 breaking changes: 1 error, 0 warning\n" in output
-    assert "model_description_updated" not in output
-
-
-def test_fields_added():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-fields-v1.yaml",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-        ],
-    )
-
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "15 breaking changes: 0 error, 15 warning\n" in output
-    assert "field_added" not in output
-    assert "field_description_added" not in output
-    assert "field_tags_added" not in output
-
-
-def test_fields_removed():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-            "./fixtures/breaking/datacontract-fields-v1.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 1
-    assert "16 breaking changes: 5 error, 11 warning\n" in output
-    assert "field_description_removed" not in output
-    assert "field_enum_removed" not in output
-    assert "field_tags_removed" not in output
-
-
-def test_fields_updated():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-            "./fixtures/breaking/datacontract-fields-v3.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 1
-    assert "18 breaking changes: 15 error, 3 warning\n" in output
-    assert "field_description_updated" not in output
-    assert "field_tags_updated" not in output
-
-
-def test_definition_added():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-definitions-v1.yaml",
-            "./fixtures/breaking/datacontract-definitions-v2.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 0
-    assert "13 breaking changes: 0 error, 13 warning\n" in output
-    assert "field_description_added" not in output
-    assert "field_tags_added" not in output
-
-
-def test_definition_removed():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-definitions-v2.yaml",
-            "./fixtures/breaking/datacontract-definitions-v1.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 1
-    assert "12 breaking changes: 3 error, 9 warning\n" in output
-    assert "field_description_removed" not in output
-    assert "field_tags_removed" not in output
-    assert "field_enum_removed" not in output
-
-
-def test_definition_updated():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-definitions-v2.yaml",
-            "./fixtures/breaking/datacontract-definitions-v3.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 1
-    assert "13 breaking changes: 12 error, 1 warning\n" in output
-    assert "field_description_updated" not in output
-    assert "field_tags_updated" not in output
-
-
-def test_array_fields_updated():
-    result = runner.invoke(
-        app,
-        [
-            "breaking",
-            "./fixtures/breaking/datacontract-fields-array-v1.yaml",
-            "./fixtures/breaking/datacontract-fields-array-v2.yaml",
-        ],
-    )
-
-    output = result.stdout
-
-    assert result.exit_code == 1
-    assert "3 breaking changes: 3 error, 0 warning\n" in output
-    assert "field_pii_updated" in output
-    assert "in models.DataType.fields.Records.items.fields.Field1.pii" in output
-    assert "changed from `false` to `true`" in output
-
-    assert "field_classification_updated" in output
-    assert "changed from `Unclassified` to `classified`" in output
-
-    assert "field_type_updated" in output
-    assert "changed from `string` to `int`" in output
-
-    assert "field_description_removed" not in output
-    assert "field_tags_removed" not in output
-    assert "field_enum_removed" not in output
diff --git a/tests/test_catalog.py b/tests/test_catalog.py
index 8e96ee4a0..58af20a3b 100644
--- a/tests/test_catalog.py
+++ b/tests/test_catalog.py
@@ -14,4 +14,4 @@ def test_cli(tmp_path: PosixPath):
     assert result.exit_code == 0
     assert os.path.exists(tmp_path / "index.html")
     assert os.path.exists(tmp_path / "fixtures/catalog/datacontract-1.html")
-    assert os.path.exists(tmp_path / "fixtures/catalog/datacontract-2.html")
+    assert os.path.exists(tmp_path / "fixtures/catalog/datacontract-2.odcs.html")
diff --git a/tests/test_changelog.py b/tests/test_changelog.py
deleted file mode 100644
index a8fe17812..000000000
--- a/tests/test_changelog.py
+++ /dev/null
@@ -1,1216 +0,0 @@
-from typer.testing import CliRunner
-
-from datacontract.cli import app
-
-runner = CliRunner()
-
-# logging.basicConfig(level=logging.DEBUG, force=True)
-
-
-def test_no_changes():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-        ],
-    )
-    assert result.exit_code == 0
-    assert "0 changes: 0 error, 0 warning, 0 info\n" in result.stdout
-
-
-def test_quality_added():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-quality-v1.yaml",
-            "./fixtures/breaking/datacontract-quality-v2.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "1 changes: 0 error, 0 warning, 1 info\n" in output
-    assert (
-        r"""info    [quality_added] at ./fixtures/breaking/datacontract-quality-v2.yaml
-        in quality
-            added quality"""
-        in output
-    )
-
-
-def test_quality_removed():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-quality-v2.yaml",
-            "./fixtures/breaking/datacontract-quality-v1.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "1 changes: 0 error, 1 warning, 0 info\n" in output
-    assert (
-        r"""warning [quality_removed] at ./fixtures/breaking/datacontract-quality-v1.yaml
-        in quality
-            removed quality"""
-        in output
-    )
-
-
-def test_quality_updated():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-quality-v2.yaml",
-            "./fixtures/breaking/datacontract-quality-v3.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "2 changes: 0 error, 2 warning, 0 info\n" in output
-    assert (
-        r"""warning [quality_type_updated] at 
-./fixtures/breaking/datacontract-quality-v3.yaml
-        in quality.type
-            changed from `SodaCL` to `custom`"""
-        in output
-    )
-    assert (
-        r"""warning [quality_specification_updated] at 
-./fixtures/breaking/datacontract-quality-v3.yaml
-        in quality.specification
-            changed from `checks for orders:
-  - freshness(column_1) < 1d` to `checks for orders:
-  - freshness(column_1) < 2d`"""
-        in output
-    )
-
-
-def test_models_added():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-models-v1.yaml",
-            "./fixtures/breaking/datacontract-models-v2.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "4 changes: 0 error, 0 warning, 4 info\n" in output
-    assert (
-        """info    [model_added] at ./fixtures/breaking/datacontract-models-v2.yaml
-        in models.my_table_2
-            added the model"""
-        in output
-    )
-    assert (
-        """info    [model_description_added] at 
-./fixtures/breaking/datacontract-models-v2.yaml
-        in models.my_table.description
-            added with value: `My Model Description`"""
-        in output
-    )
-
-    assert (
-        """info    [model_another-key_added] at 
-./fixtures/breaking/datacontract-models-v2.yaml
-        in models.my_table.another-key
-            added with value: `original value`"""
-        in output
-    )
-
-
-def test_models_removed():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-models-v2.yaml",
-            "./fixtures/breaking/datacontract-models-v1.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "4 changes: 1 error, 0 warning, 3 info\n" in output
-    assert (
-        r"""error   [model_removed] at ./fixtures/breaking/datacontract-models-v1.yaml
-        in models.my_table_2
-            removed the model"""
-        in output
-    )
-    assert (
-        """info    [model_description_removed] at 
-./fixtures/breaking/datacontract-models-v1.yaml
-        in models.my_table.description
-            removed model property"""
-        in output
-    )
-    assert (
-        """info    [model_another-key_removed] at 
-./fixtures/breaking/datacontract-models-v1.yaml
-        in models.my_table.another-key
-            removed model property"""
-        in output
-    )
-
-
-def test_models_updated():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-models-v2.yaml",
-            "./fixtures/breaking/datacontract-models-v3.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "4 changes: 1 error, 0 warning, 3 info\n" in output
-    assert (
-        r"""error   [model_type_updated] at ./fixtures/breaking/datacontract-models-v3.yaml
-        in models.my_table.type
-            changed from `table` to `object`"""
-        in output
-    )
-    assert (
-        """info    [model_description_updated] at 
-./fixtures/breaking/datacontract-models-v3.yaml
-        in models.my_table.description
-            changed from `My Model Description` to `My Updated Model 
-Description`"""
-        in output
-    )
-
-    assert (
-        """info    [model_another-key_updated] at 
-./fixtures/breaking/datacontract-models-v3.yaml
-        in models.my_table.another-key
-            changed from `original value` to `updated value`"""
-        in output
-    )
-
-    assert (
-        """info    [model_some-other-key_removed] at 
-./fixtures/breaking/datacontract-models-v3.yaml
-        in models.my_table_2.some-other-key
-            removed model property"""
-        in output
-    )
-
-
-def test_fields_added():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-fields-v1.yaml",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-        ],
-    )
-    assert result.exit_code == 0
-    output = result.stdout
-    assert "22 changes: 0 error, 15 warning, 7 info\n" in output
-    assert (
-        """info    [field_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.new_field
-            added the field"""
-        in output
-    )
-    assert (
-        """warning [field_references_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_references.references
-            added with value: `my_table.field_type`"""
-        in output
-    )
-    assert (
-        r"""warning [field_type_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_type.type
-            added with value: `string`"""
-        in output
-    )
-    assert (
-        r"""warning [field_format_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_format.format
-            added with value: `email`"""
-        in output
-    )
-    assert (
-        """info    [field_description_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_description.description
-            added with value: `My Description`"""
-        in output
-    )
-    assert (
-        r"""warning [field_pii_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_pii.pii
-            added with value: `true`"""
-        in output
-    )
-    assert (
-        r"""warning [field_classification_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_classification.classification
-            added with value: `sensitive`"""
-        in output
-    )
-    assert (
-        r"""warning [field_pattern_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_pattern.pattern
-            added with value: `^[A-Za-z0-9]{8,14}$`"""
-        in output
-    )
-    assert (
-        r"""warning [field_min_length_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_minLength.minLength
-            added with value: `8`"""
-        in output
-    )
-    assert (
-        r"""warning [field_max_length_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_maxLength.maxLength
-            added with value: `14`"""
-        in output
-    )
-    assert (
-        r"""warning [field_minimum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_minimum.minimum
-            added with value: `8`"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_minimum_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum
-            added with value: `8`"""
-        in output
-    )
-    assert (
-        r"""warning [field_maximum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_maximum.maximum
-            added with value: `14`"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_maximum_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum
-            added with value: `14`"""
-        in output
-    )
-    assert (
-        r"""warning [field_enum_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_enum.enum
-            added with value: `['one']`"""
-        in output
-    )
-    assert (
-        """info    [field_tags_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_tags.tags
-            added with value: `['one']`"""
-        in output
-    )
-
-    assert (
-        r"""warning [field_ref_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_ref.$ref
-            added with value: `#/definitions/my_definition`"""
-        in output
-    )
-
-    assert (
-        """info    [field_added] at ./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_fields.fields.new_nested_field
-            added the field"""
-        in output
-    )
-
-    assert (
-        """info    [field_custom_key_added] at 
-./fixtures/breaking/datacontract-fields-v2.yaml
-        in models.my_table.fields.field_custom_key.custom-key
-            added with value: `some value`"""
-        in output
-    )
-
-
-def test_fields_removed():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-            "./fixtures/breaking/datacontract-fields-v1.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "22 changes: 5 error, 11 warning, 6 info\n" in output
-    assert (
-        r"""warning [field_type_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_type.type
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_format_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_format.format
-            removed field property"""
-        in output
-    )
-    assert (
-        """warning [field_references_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_references.references
-            removed field property"""
-        in output
-    )
-    assert (
-        """info    [field_description_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_description.description
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""error   [field_pii_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_pii.pii
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""error   [field_classification_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_classification.classification
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""error   [field_pattern_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_pattern.pattern
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_min_length_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_minLength.minLength
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_max_length_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_maxLength.maxLength
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_minimum_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_minimum.minimum
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_minimum_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_maximum_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_maximum.maximum
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_maximum_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_ref_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_ref.$ref
-            removed field property"""
-        in output
-    )
-    assert (
-        """info    [field_enum_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_enum.enum
-            removed field property"""
-        in output
-    )
-    assert (
-        """info    [field_tags_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_tags.tags
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""error   [field_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_fields.fields.new_nested_field
-            removed the field"""
-        in output
-    )
-    assert (
-        r"""error   [field_removed] at ./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.new_field
-            removed the field"""
-        in output
-    )
-
-    assert (
-        """info    [field_custom_key_removed] at 
-./fixtures/breaking/datacontract-fields-v1.yaml
-        in models.my_table.fields.field_custom_key.custom-key
-            removed field property"""
-        in output
-    )
-
-
-def test_fields_updated():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-fields-v2.yaml",
-            "./fixtures/breaking/datacontract-fields-v3.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "21 changes: 15 error, 3 warning, 3 info\n" in output
-    assert (
-        r"""error   [field_type_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_type.type
-            changed from `string` to `integer`"""
-        in output
-    )
-    assert (
-        """error   [field_format_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_format.format
-            changed from `email` to `url`"""
-        in output
-    )
-    assert (
-        """error   [field_required_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_required.required
-            changed from `false` to `true`"""
-        in output
-    )
-    assert (
-        """warning [field_primary_key_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_primaryKey.primaryKey
-            changed from `false` to `true`"""
-        in output
-    )
-    assert (
-        """warning [field_references_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_references.references
-            changed from `my_table.field_type` to `my_table.field_format`"""
-        in output
-    )
-    assert (
-        r"""error   [field_unique_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_unique.unique
-            changed from `false` to `true`"""
-        in output
-    )
-    assert (
-        """info    [field_description_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_description.description
-            changed from `My Description` to `My updated Description`"""
-        in output
-    )
-    assert (
-        r"""error   [field_pii_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_pii.pii
-            changed from `true` to `false`"""
-        in output
-    )
-    assert (
-        r"""error   [field_classification_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_classification.classification
-            changed from `sensitive` to `restricted`"""
-        in output
-    )
-    assert (
-        r"""error   [field_pattern_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_pattern.pattern
-            changed from `^[A-Za-z0-9]{8,14}$` to `^[A-Za-z0-9]$`"""
-        in output
-    )
-    assert (
-        r"""error   [field_min_length_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_minLength.minLength
-            changed from `8` to `10`"""
-        in output
-    )
-    assert (
-        r"""error   [field_max_length_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_maxLength.maxLength
-            changed from `14` to `20`"""
-        in output
-    )
-    assert (
-        r"""error   [field_minimum_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_minimum.minimum
-            changed from `8` to `10`"""
-        in output
-    )
-    assert (
-        r"""error   [field_exclusive_minimum_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_exclusiveMinimum.exclusiveMinimum
-            changed from `8` to `10`"""
-        in output
-    )
-    assert (
-        r"""error   [field_maximum_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_maximum.maximum
-            changed from `14` to `20`"""
-        in output
-    )
-    assert (
-        r"""error   [field_exclusive_maximum_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_exclusiveMaximum.exclusiveMaximum
-            changed from `14` to `20`"""
-        in output
-    )
-    assert (
-        r"""error   [field_enum_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_enum.enum
-            changed from `['one']` to `['one', 'two']`"""
-        in output
-    )
-    assert (
-        r"""warning [field_ref_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_ref.$ref
-            changed from `#/definitions/my_definition` to 
-`#/definitions/my_definition_2`"""
-        in output
-    )
-    assert (
-        """info    [field_tags_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_tags.tags
-            changed from `['one']` to `['one', 'two']`"""
-        in output
-    )
-    assert (
-        r"""error   [field_type_updated] at ./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_fields.fields.nested_field_1.type
-            changed from `string` to `integer`"""
-        in output
-    )
-    assert (
-        r"""info    [field_custom_key_updated] at 
-./fixtures/breaking/datacontract-fields-v3.yaml
-        in models.my_table.fields.field_custom_key.custom-key
-            changed from `some value` to `some other value`"""
-        in output
-    )
-
-
-def test_definition_added():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-definitions-v1.yaml",
-            "./fixtures/breaking/datacontract-definitions-v2.yaml",
-        ],
-    )
-    output = result.stdout
-
-    assert result.exit_code == 0
-    assert "18 changes: 0 error, 13 warning, 5 info\n" in output
-    assert (
-        r"""warning [field_ref_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.$ref
-            added with value: `#/definitions/my_definition`"""
-        in output
-    )
-    assert (
-        r"""warning [field_type_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.type
-            added with value: `string`"""
-        in output
-    )
-    assert (
-        """info    [field_description_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.description
-            added with value: `My Description`"""
-        in output
-    )
-    assert (
-        r"""warning [field_format_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.format
-            added with value: `uuid`"""
-        in output
-    )
-    assert (
-        r"""warning [field_pii_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.pii
-            added with value: `false`"""
-        in output
-    )
-    assert (
-        r"""warning [field_classification_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.classification
-            added with value: `internal`"""
-        in output
-    )
-    assert (
-        r"""warning [field_pattern_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.pattern
-            added with value: `.*`"""
-        in output
-    )
-    assert (
-        r"""warning [field_min_length_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.minLength
-            added with value: `8`"""
-        in output
-    )
-    assert (
-        r"""warning [field_max_length_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.maxLength
-            added with value: `14`"""
-        in output
-    )
-    assert (
-        r"""warning [field_minimum_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.minimum
-            added with value: `8`"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_minimum_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.exclusiveMinimum
-            added with value: `14`"""
-        in output
-    )
-    assert (
-        r"""warning [field_maximum_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.maximum
-            added with value: `14`"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_maximum_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.exclusiveMaximum
-            added with value: `8`"""
-        in output
-    )
-    assert (
-        """info    [field_tags_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.tags
-            added with value: `['my_tags']`"""
-        in output
-    )
-    assert (
-        r"""warning [field_enum_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.enum
-            added with value: `['my_enum']`"""
-        in output
-    )
-    assert (
-        """info    [field_example_added] at 
-./fixtures/breaking/datacontract-definitions-v2.yaml
-        in models.my_table.fields.my_field.example
-            added with value: `my_example`"""
-        in output
-    )
-
-
-def test_definition_removed():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-definitions-v2.yaml",
-            "./fixtures/breaking/datacontract-definitions-v1.yaml",
-        ],
-    )
-    output = result.stdout
-
-    assert result.exit_code == 0
-    assert "18 changes: 3 error, 9 warning, 6 info\n" in output
-    assert (
-        r"""warning [field_ref_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.$ref
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_type_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.type
-            removed field property"""
-        in output
-    )
-    assert (
-        """info    [field_description_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.description
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_format_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.format
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""error   [field_pii_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.pii
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""error   [field_classification_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.classification
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""error   [field_pattern_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.pattern
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_min_length_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.minLength
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_max_length_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.maxLength
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_minimum_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.minimum
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_minimum_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.exclusiveMinimum
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_maximum_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.maximum
-            removed field property"""
-        in output
-    )
-    assert (
-        r"""warning [field_exclusive_maximum_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.exclusiveMaximum
-            removed field property"""
-        in output
-    )
-    assert (
-        """info    [field_tags_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.tags
-            removed field property"""
-        in output
-    )
-    assert (
-        """info    [field_enum_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.enum
-            removed field property"""
-        in output
-    )
-    assert (
-        """info    [field_example_removed] at 
-./fixtures/breaking/datacontract-definitions-v1.yaml
-        in models.my_table.fields.my_field.example
-            removed field property"""
-        in output
-    )
-
-
-def test_definition_updated():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-definitions-v2.yaml",
-            "./fixtures/breaking/datacontract-definitions-v3.yaml",
-        ],
-    )
-    output = result.stdout
-
-    assert result.exit_code == 0
-    assert "17 changes: 12 error, 1 warning, 4 info\n" in output
-    assert (
-        r"""warning [field_ref_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.$ref
-            changed from `#/definitions/my_definition` to 
-`#/definitions/my_definition_2`"""
-        in output
-    )
-    assert (
-        r"""error   [field_type_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.type
-            changed from `string` to `integer`"""
-        in output
-    )
-    assert (
-        """info    [field_description_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.description
-            changed from `My Description` to `My Description 2`"""
-        in output
-    )
-    assert (
-        r"""error   [field_format_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.format
-            changed from `uuid` to `url`"""
-        in output
-    )
-    assert (
-        r"""error   [field_pii_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.pii
-            changed from `false` to `true`"""
-        in output
-    )
-    assert (
-        r"""error   [field_classification_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.classification
-            changed from `internal` to `sensitive`"""
-        in output
-    )
-    assert (
-        r"""error   [field_pattern_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.pattern
-            changed from `.*` to `.*.*`"""
-        in output
-    )
-    assert (
-        r"""error   [field_min_length_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.minLength
-            changed from `8` to `10`"""
-        in output
-    )
-    assert (
-        r"""error   [field_max_length_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.maxLength
-            changed from `14` to `20`"""
-        in output
-    )
-    assert (
-        r"""error   [field_minimum_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.minimum
-            changed from `8` to `10`"""
-        in output
-    )
-    assert (
-        r"""error   [field_exclusive_minimum_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.exclusiveMinimum
-            changed from `14` to `10`"""
-        in output
-    )
-    assert (
-        r"""error   [field_maximum_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.maximum
-            changed from `14` to `20`"""
-        in output
-    )
-    assert (
-        r"""error   [field_exclusive_maximum_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.exclusiveMaximum
-            changed from `8` to `20`"""
-        in output
-    )
-    assert (
-        """info    [field_tags_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.tags
-            changed from `['my_tags']` to `['my_tags_2']`"""
-        in output
-    )
-    assert (
-        """error   [field_enum_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.enum
-            changed from `['my_enum']` to `['my_enum_2']`"""
-        in output
-    )
-    assert (
-        """info    [field_example_updated] at 
-./fixtures/breaking/datacontract-definitions-v3.yaml
-        in models.my_table.fields.my_field.example
-            changed from `my_example` to `my_example_2`"""
-        in output
-    )
-
-
-def test_info_added():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-info-v1.yaml",
-            "./fixtures/breaking/datacontract-info-v2.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "3 changes: 0 error, 0 warning, 3 info\n" in output
-
-    assert (
-        """info    [info_owner_added] at ./fixtures/breaking/datacontract-info-v2.yaml
-        in info.owner
-            added with value: `Data Team`"""
-        in output
-    )
-    assert (
-        """info    [info_some_other_key_added] at 
-./fixtures/breaking/datacontract-info-v2.yaml
-        in info.some-other-key
-            added with value: `some information`"""
-        in output
-    )
-    assert (
-        """info    [contact_added] at ./fixtures/breaking/datacontract-info-v2.yaml
-        in info.contact
-            added contact"""
-        in output
-    )
-
-
-def test_info_removed():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-info-v2.yaml",
-            "./fixtures/breaking/datacontract-info-v1.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "3 changes: 0 error, 0 warning, 3 info\n" in output
-    assert (
-        """info    [info_owner_removed] at ./fixtures/breaking/datacontract-info-v1.yaml
-        in info.owner
-            removed info property"""
-        in output
-    )
-    assert (
-        """info    [info_some_other_key_removed] at 
-./fixtures/breaking/datacontract-info-v1.yaml
-        in info.some-other-key
-            removed info property"""
-        in output
-    )
-    assert (
-        """info    [contact_removed] at ./fixtures/breaking/datacontract-info-v1.yaml
-        in info.contact
-            removed contact"""
-        in output
-    )
-
-
-def test_info_updated():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-info-v2.yaml",
-            "./fixtures/breaking/datacontract-info-v3.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "3 changes: 0 error, 0 warning, 3 info\n" in output
-
-    assert (
-        """info    [info_owner_updated] at ./fixtures/breaking/datacontract-info-v3.yaml
-        in info.owner
-            changed from `Data Team` to `Another Team`"""
-        in output
-    )
-    assert (
-        """info    [info_some_other_key_updated] at 
-./fixtures/breaking/datacontract-info-v3.yaml
-        in info.some-other-key
-            changed from `some information` to `new information`"""
-        in output
-    )
-    assert (
-        """info    [contact_email_updated] at ./fixtures/breaking/datacontract-info-v3.yaml
-        in info.contact.email
-            changed from `datateam@work.com` to `anotherteam@work.com`"""
-        in output
-    )
-
-
-def test_terms_added():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-terms-v1.yaml",
-            "./fixtures/breaking/datacontract-terms-v2.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "1 changes: 0 error, 0 warning, 1 info\n" in output
-
-    assert (
-        """info    [terms_added] at ./fixtures/breaking/datacontract-terms-v2.yaml
-        in terms
-            added terms"""
-        in output
-    )
-
-
-def test_terms_removed():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-terms-v2.yaml",
-            "./fixtures/breaking/datacontract-terms-v1.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "1 changes: 0 error, 0 warning, 1 info\n" in output
-
-    assert (
-        """info    [terms_removed] at ./fixtures/breaking/datacontract-terms-v1.yaml
-        in terms
-            removed terms"""
-        in output
-    )
-
-
-def test_terms_updated():
-    result = runner.invoke(
-        app,
-        [
-            "changelog",
-            "./fixtures/breaking/datacontract-terms-v2.yaml",
-            "./fixtures/breaking/datacontract-terms-v3.yaml",
-        ],
-    )
-    output = result.stdout
-    assert result.exit_code == 0
-    assert "5 changes: 0 error, 0 warning, 5 info\n" in output
-
-    assert (
-        """info    [terms_usage_updated] at ./fixtures/breaking/datacontract-terms-v3.yaml
-        in terms.usage
-            changed from `Data can be used for reports, analytics and machine 
-learning use cases.
-Order may be linked and joined by other tables
-` to `Data can be used for anything`"""
-        in output
-    )
-    assert (
-        """info    [terms_limitations_removed] at 
-./fixtures/breaking/datacontract-terms-v3.yaml
-        in terms.limitations
-            removed info property"""
-        in output
-    )
-    assert (
-        """info    [terms_billing_updated] at 
-./fixtures/breaking/datacontract-terms-v3.yaml
-        in terms.billing
-            changed from `5000 USD per month` to `1000000 GBP per month`"""
-        in output
-    )
-    assert (
-        """info    [terms_notice_period_updated] at 
-./fixtures/breaking/datacontract-terms-v3.yaml
-        in terms.noticePeriod
-            changed from `P3M` to `P1Y`"""
-        in output
-    )
-    assert (
-        """info    [terms_some_other_terms_added] at 
-./fixtures/breaking/datacontract-terms-v3.yaml
-        in terms.someOtherTerms
-            added with value: `must abide by policies`"""
-        in output
-    )
diff --git a/tests/test_data_contract_checks.py b/tests/test_data_contract_checks.py
index d12ee0c50..2d21126b9 100644
--- a/tests/test_data_contract_checks.py
+++ b/tests/test_data_contract_checks.py
@@ -1,10 +1,11 @@
-from datacontract.engines.data_contract_checks import QuotingConfig, period_to_seconds, prepare_query
-from datacontract.model.data_contract_specification import Quality, Server
+from open_data_contract_standard.model import DataQuality, Server
+
+from datacontract.engines.data_contract_checks import QuotingConfig, prepare_query
 
 
 def test_prepare_query_schema_placeholder():
     """Test that {schema} placeholder is replaced with server schema."""
-    quality = Quality(type="sql", query="SELECT * FROM {schema}.{model}")
+    quality = DataQuality(type="sql", query="SELECT * FROM {schema}.{model}")
     server = Server(**{"type": "postgres", "schema": "my_schema"})
 
     result = prepare_query(quality, "my_table", None, QuotingConfig(), server)
@@ -14,7 +15,7 @@ def test_prepare_query_schema_placeholder():
 
 def test_prepare_query_schema_placeholder_quoted():
     """Test that {schema} placeholder is quoted for postgres/sqlserver."""
-    quality = Quality(type="sql", query="SELECT * FROM {schema}.{model}")
+    quality = DataQuality(type="sql", query="SELECT * FROM {schema}.{model}")
     server = Server(**{"type": "postgres", "schema": "my_schema"})
     quoting_config = QuotingConfig(quote_model_name=True)
 
@@ -25,7 +26,7 @@ def test_prepare_query_schema_placeholder_quoted():
 
 def test_prepare_query_schema_placeholder_backticks():
     """Test that {schema} placeholder uses backticks for bigquery."""
-    quality = Quality(type="sql", query="SELECT * FROM {schema}.{model}")
+    quality = DataQuality(type="sql", query="SELECT * FROM {schema}.{model}")
     server = Server(**{"type": "bigquery", "schema": "my_dataset"})
     quoting_config = QuotingConfig(quote_model_name_with_backticks=True)
 
@@ -36,7 +37,7 @@ def test_prepare_query_schema_placeholder_backticks():
 
 def test_prepare_query_schema_placeholder_no_server():
     """Test that {schema} falls back to model name when server is None."""
-    quality = Quality(type="sql", query="SELECT * FROM {schema}")
+    quality = DataQuality(type="sql", query="SELECT * FROM {schema}")
 
     result = prepare_query(quality, "my_table", None, QuotingConfig(), None)
 
@@ -45,7 +46,7 @@ def test_prepare_query_schema_placeholder_no_server():
 
 def test_prepare_query_schema_placeholder_no_schema():
     """Test that {schema} falls back to model name when server has no schema."""
-    quality = Quality(type="sql", query="SELECT * FROM {schema}")
+    quality = DataQuality(type="sql", query="SELECT * FROM {schema}")
     server = Server(type="postgres")
 
     result = prepare_query(quality, "my_table", None, QuotingConfig(), server)
@@ -55,7 +56,7 @@ def test_prepare_query_schema_placeholder_no_schema():
 
 def test_prepare_query_schema_placeholder_with_dollar():
     """Test that ${schema} placeholder (with $) is replaced with server schema."""
-    quality = Quality(type="sql", query="SELECT * FROM ${schema}.${model}")
+    quality = DataQuality(type="sql", query="SELECT * FROM ${schema}.${model}")
     server = Server(**{"type": "postgres", "schema": "my_schema"})
 
     result = prepare_query(quality, "my_table", None, QuotingConfig(), server)
@@ -65,18 +66,9 @@ def test_prepare_query_schema_placeholder_with_dollar():
 
 def test_prepare_query_all_placeholders_with_dollar():
     """Test that all placeholders work with $ prefix."""
-    quality = Quality(type="sql", query="SELECT ${field} FROM ${schema}.${table}")
+    quality = DataQuality(type="sql", query="SELECT ${column} FROM ${schema}.${table}")
     server = Server(**{"type": "postgres", "schema": "my_schema"})
 
     result = prepare_query(quality, "my_table", "my_field", QuotingConfig(), server)
 
-    assert result == "SELECT my_field FROM my_schema.my_table"
-
-
-def test_period_to_seconds():
-    assert period_to_seconds("P1Y") == 31536000
-    assert period_to_seconds("P1D") == 86400
-    assert period_to_seconds("PT24H") == 86400
-    assert period_to_seconds("1d") == 86400
-    assert period_to_seconds("24h") == 86400
-    assert period_to_seconds("60m") == 3600
+    assert result == "SELECT my_field FROM my_schema.my_table"
\ No newline at end of file
diff --git a/tests/test_data_contract_specification.py b/tests/test_data_contract_specification.py
index 6753336ef..11cd652d6 100644
--- a/tests/test_data_contract_specification.py
+++ b/tests/test_data_contract_specification.py
@@ -1,8 +1,7 @@
 from uuid import uuid4
 
 import pytest
-
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract_specification.model import DataContractSpecification
 
 
 def test_from_file_raises_exception_if_file_does_not_exist():
diff --git a/tests/test_duckdb_json.py b/tests/test_duckdb_json.py
index e781ba26a..03343b1ff 100644
--- a/tests/test_duckdb_json.py
+++ b/tests/test_duckdb_json.py
@@ -5,49 +5,51 @@
 
 def test_nested_json():
     data_contract_str = """
-dataContractSpecification: 1.2.1
+kind: DataContract
+apiVersion: v3.1.0
 id: "61111-0002"
-info:
-  title: Sample data of nested types
-  version: 1.0.0
+name: Sample data of nested types
+version: 1.0.0
+status: active
 servers:
-  sample:
+  - server: sample
     type: local
     path: ./fixtures/local-json/data/nested_types.json
     format: json
     delimiter: array
-models:
-  sample_data:
-    type: object
-    fields:
-      id:
-        type: integer
+schema:
+  - name: sample_data
+    physicalType: object
+    properties:
+      - name: id
+        logicalType: integer
         required: true
-      tags:
-        type: array
+      - name: tags
+        logicalType: array
         required: true
         items:
-          type: object
-          fields:
-            foo:
-              type: string
+          logicalType: object
+          properties:
+            - name: foo
+              logicalType: string
               required: true
-            arr:
-              type: array
+            - name: arr
+              logicalType: array
               items:
-                type: integer
-      name:
-        type: object
+                logicalType: integer
+      - name: name
+        logicalType: object
         required: false
-        fields:
-          first:
-            type: string
-          last:
-            type: string
+        properties:
+          - name: first
+            logicalType: string
+          - name: last
+            logicalType: string
     """
     data_contract = resolve.resolve_data_contract(data_contract_str=data_contract_str)
     run = Run.create_run()
-    con = get_duckdb_connection(data_contract, data_contract.servers["sample"], run)
+    server = next(s for s in data_contract.servers if s.server == "sample")
+    con = get_duckdb_connection(data_contract, server, run)
     tbl = con.table("sample_data")
     assert tbl.columns == ["id", "tags", "name"]
     assert [x[1].lower() for x in tbl.description] == ["number", "list", "dict"]
@@ -80,40 +82,41 @@ def test_nested_json():
 def test_empty_object():
     """Test that objects without defined fields are handled as JSON and don't create nested views."""
     data_contract_str = """
-dataContractSpecification: 1.2.1
+kind: DataContract
+apiVersion: v3.1.0
 id: "empty-object-test"
-info:
-  title: Test data with objects without fields
-  version: 1.0.0
+name: Test data with objects without fields
+version: 1.0.0
+status: active
 servers:
-  sample:
+  - server: sample
     type: local
     path: ./fixtures/local-json/data/empty_object.json
     format: json
     delimiter: array
-models:
-  sample_data:
-    type: object
-    fields:
-      id:
-        type: integer
+schema:
+  - name: sample_data
+    physicalType: object
+    properties:
+      - name: id
+        logicalType: integer
         required: true
-      metadata:
-        type: object
+      - name: metadata
+        logicalType: object
         required: false
         description: "Object with no fields defined - should be treated as JSON"
-      name:
-        type: string
+      - name: name
+        logicalType: string
         required: true
-      settings:
-        type: object
+      - name: settings
+        logicalType: object
         required: false
-        fields: {}
         description: "Object with explicitly empty fields - should be treated as JSON"
     """
     data_contract = resolve.resolve_data_contract(data_contract_str=data_contract_str)
     run = Run.create_run()
-    con = get_duckdb_connection(data_contract, data_contract.servers["sample"], run)
+    server = next(s for s in data_contract.servers if s.server == "sample")
+    con = get_duckdb_connection(data_contract, server, run)
 
     # Test main table exists and has correct columns
     tbl = con.table("sample_data")
diff --git a/tests/test_export_avro.py b/tests/test_export_avro.py
index e22f57cb3..3e3c12d67 100644
--- a/tests/test_export_avro.py
+++ b/tests/test_export_avro.py
@@ -1,10 +1,11 @@
 import json
 
+from datacontract_specification.model import DataContractSpecification
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.avro_converter import to_avro_schema_json
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.avro_exporter import to_avro_schema_json
+from datacontract.imports.dcs_importer import convert_dcs_to_odcs
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -16,88 +17,96 @@ def test_cli():
 
 
 def test_to_avro_schema():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/orders_with_datefields.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
 
 
 def test_to_avro_schema_with_logical_types():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_logicalType.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract_logicalType.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/datacontract_logicalType.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
 
 
 def test_to_avro_schema_with_required():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_required.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_required.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/datacontract_test_required.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
 
 
 def test_to_avro_schema_enum():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_enum.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract_enum.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/datacontract_enum.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
 
 
 def test_to_decimal_type():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_decimal.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract_decimal.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/datacontract_decimal.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
 
 
 def test_to_field_namespace():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_namespace.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_namespace.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/datacontract_test_field_namespace.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
 
 
 def test_to_field_map():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_map.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_map.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/datacontract_test_field_map.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
 
 
 def test_to_field_float():
-    data_contract = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_float.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/avro/export/datacontract_test_field_float.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     with open("fixtures/avro/export/datacontract_test_field_float.avsc") as file:
         expected_avro_schema = file.read()
 
-    model_name, model = next(iter(data_contract.models.items()))
-    result = to_avro_schema_json(model_name, model)
+    model = data_contract.schema_[0]
+    result = to_avro_schema_json(model.name, model)
 
     assert json.loads(result) == json.loads(expected_avro_schema)
diff --git a/tests/test_export_avro_idl.py b/tests/test_export_avro_idl.py
index 078744264..d7ed2d4e8 100644
--- a/tests/test_export_avro_idl.py
+++ b/tests/test_export_avro_idl.py
@@ -1,10 +1,11 @@
 from textwrap import dedent
 
+import yaml
+from open_data_contract_standard.model import OpenDataContractStandard
 from typer.testing import CliRunner
 
-import datacontract.model.data_contract_specification as spec
 from datacontract.cli import app
-from datacontract.export.avro_idl_converter import (
+from datacontract.export.avro_idl_exporter import (
     AvroIDLProtocol,
     AvroModelType,
     AvroPrimitiveField,
@@ -69,21 +70,23 @@ def test_avro_idl_cli_export():
 
 
 def test_avro_idl_complex_type():
-    contract = spec.DataContractSpecification(
-        models={
-            "test_model": spec.Model(
-                description="Test model",
-                fields={
-                    "test_field": spec.Field(
-                        type="object",
-                        required=True,
-                        description="Complex field",
-                        fields={"nested_field_1": spec.Field(description="Primitive field", type="text")},
-                    )
-                },
-            )
-        }
-    )
+    odcs_yaml = """
+apiVersion: v3.1.0
+kind: DataContract
+schema:
+  - name: test_model
+    description: Test model
+    properties:
+      - name: test_field
+        logicalType: object
+        required: true
+        description: Complex field
+        properties:
+          - name: nested_field_1
+            description: Primitive field
+            logicalType: string
+"""
+    contract = OpenDataContractStandard(**yaml.safe_load(odcs_yaml))
     expected = dedent("""
     protocol Unnamed {
         /** Test model */
@@ -102,24 +105,26 @@ def test_avro_idl_complex_type():
 
 
 def test_avro_idl_array_type():
-    contract = spec.DataContractSpecification(
-        models={
-            "test_model": spec.Model(
-                description="Test model",
-                fields={
-                    "test_field": spec.Field(
-                        type="array",
-                        description="Array field",
-                        items=spec.Field(
-                            type="record",
-                            description="Record field",
-                            fields={"nested_field_1": spec.Field(type="text", description="Primitive field")},
-                        ),
-                    )
-                },
-            )
-        }
-    )
+    odcs_yaml = """
+apiVersion: v3.1.0
+kind: DataContract
+schema:
+  - name: test_model
+    description: Test model
+    properties:
+      - name: test_field
+        logicalType: array
+        description: Array field
+        items:
+          name: item
+          logicalType: object
+          description: Record field
+          properties:
+            - name: nested_field_1
+              logicalType: string
+              description: Primitive field
+"""
+    contract = OpenDataContractStandard(**yaml.safe_load(odcs_yaml))
     expected = dedent("""
     protocol Unnamed {
         /** Test model */
diff --git a/tests/test_export_bigquery.py b/tests/test_export_bigquery.py
index 0f91c6ac8..1866cebd9 100644
--- a/tests/test_export_bigquery.py
+++ b/tests/test_export_bigquery.py
@@ -4,6 +4,7 @@
 
 from datacontract.cli import app
 from datacontract.data_contract import DataContract
+from datacontract.export.exporter import ExportFormat
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -18,19 +19,19 @@ def test_cli():
             "bigquery",
             "--server",
             "bigquery",
-            "fixtures/bigquery/export/datacontract.yaml",
+            "fixtures/bigquery/export/datacontract.odcs.yaml",
         ],
     )
     assert result.exit_code == 0
 
 
 def test_exports_bigquery_schema():
-    data_contract_file: str = "fixtures/bigquery/export/datacontract.yaml"
+    data_contract_file: str = "fixtures/bigquery/export/datacontract.odcs.yaml"
     with open(data_contract_file) as file:
         file_content = file.read()
     data_contract = DataContract(data_contract_str=file_content, server="bigquery")
     assert data_contract.lint().has_passed()
-    result = data_contract.export("bigquery")
+    result = data_contract.export(ExportFormat.bigquery)
 
     print("Result:\n", result)
     with open("fixtures/bigquery/export/bq_table_schema.json") as file:
diff --git a/tests/test_export_complex_data_contract.py b/tests/test_export_complex_data_contract.py
index 1700ec889..7223e4a50 100644
--- a/tests/test_export_complex_data_contract.py
+++ b/tests/test_export_complex_data_contract.py
@@ -84,9 +84,9 @@ def test_export_complex_data_contract():
 
     data_contract.lint()
     data_contract.test()
-    data_contract.export(export_format="avro", model="orders")
+    data_contract.export(export_format="avro", schema_name="orders")
     data_contract.export(export_format="odcs")
     data_contract.export(export_format="dbt")
     data_contract.export(export_format="dbt-sources")
-    data_contract.export(export_format="dbt-staging-sql", model="orders")
-    data_contract.export(export_format="jsonschema", model="orders")
+    data_contract.export(export_format="dbt-staging-sql", schema_name="orders")
+    data_contract.export(export_format="jsonschema", schema_name="orders")
diff --git a/tests/test_export_custom.py b/tests/test_export_custom.py
index 018e301dd..0ad8d75fe 100644
--- a/tests/test_export_custom.py
+++ b/tests/test_export_custom.py
@@ -1,10 +1,11 @@
 from pathlib import Path
 
+from datacontract_specification.model import DataContractSpecification
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.custom_converter import to_custom
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.custom_exporter import to_custom
+from datacontract.imports.dcs_importer import convert_dcs_to_odcs
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -26,7 +27,8 @@ def test_cli():
 
 
 def test_to_custom():
-    data_contract = DataContractSpecification.from_file("fixtures/custom/export/datacontract.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/custom/export/datacontract.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     template = Path("fixtures/custom/export/template.sql")
     result = to_custom(data_contract, template)
 
diff --git a/tests/test_export_custom_exporter.py b/tests/test_export_custom_exporter.py
index 123143663..7755f288f 100644
--- a/tests/test_export_custom_exporter.py
+++ b/tests/test_export_custom_exporter.py
@@ -6,10 +6,10 @@
 
 
 class CustomExporter(Exporter):
-    def export(self, data_contract, model, server, sql_server_type, export_args) -> str:
+    def export(self, data_contract, schema_name, server, sql_server_type, export_args) -> str:
         result = {
             "data_contract_servers": data_contract.servers,
-            "model": model,
+            "schema_name": schema_name,
             "server": server,
             "sql_server_type": sql_server_type,
             "export_args": export_args,
@@ -22,9 +22,16 @@ def export(self, data_contract, model, server, sql_server_type, export_args) ->
 
 
 def test_custom_exporter():
-    expected_custom = """{'data_contract_servers': {'production': Server(type='snowflake', description=None, environment='production', format=None, project=None, dataset=None, path=None, delimiter=None, endpointUrl=None, location=None, account='my-account', database='my-database', schema_='my-schema', host=None, port=None, catalog=None, topic=None, http_path=None, token=None, dataProductId=None, outputPortId=None, driver=None, storageAccount=None, roles=[ServerRole(name='analyst_us', description='Access to the data for US region')])}, 'model': 'orders', 'server': 'production', 'sql_server_type': 'auto', 'export_args': {'server': 'production', 'custom_arg': 'my_custom_arg'}, 'custom_args': 'my_custom_arg'}"""
-    result = DataContract(data_contract_file="./fixtures/export/datacontract.yaml", server="production").export(
-        export_format="custom_exporter", model="orders", server="production", custom_arg="my_custom_arg"
+    result = DataContract(data_contract_file="./fixtures/export/datacontract.odcs.yaml", server="production").export(
+        export_format="custom_exporter", schema_name="orders", server="production", custom_arg="my_custom_arg"
     )
-    # TODO use json comparison instead of string comparison
-    assert result.strip() == expected_custom.strip()
+    # Verify result contains expected key components (Server model repr differs between DCS/ODCS)
+    assert "'schema_name': 'orders'" in result
+    assert "'server': 'production'" in result
+    assert "'sql_server_type': 'auto'" in result
+    assert "'custom_args': 'my_custom_arg'" in result
+    assert "Server(" in result
+    assert "server='production'" in result
+    assert "type='snowflake'" in result
+    assert "account='my-account'" in result
+    assert "database='my-database'" in result
diff --git a/tests/test_export_data_caterer.py b/tests/test_export_data_caterer.py
index bd5325c21..b8ca566ca 100644
--- a/tests/test_export_data_caterer.py
+++ b/tests/test_export_data_caterer.py
@@ -5,19 +5,19 @@
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.data_caterer_converter import to_data_caterer_generate_yaml
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.data_caterer_exporter import to_data_caterer_generate_yaml
+from datacontract.lint.resolve import resolve_data_contract
 
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "data-caterer"])
+    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.odcs.yaml", "--format", "data-caterer"])
     assert result.exit_code == 0
 
 
 def test_to_data_caterer():
-    data_contract = DataContractSpecification.from_string(
-        read_file("fixtures/data-caterer/export/datacontract_nested.yaml")
+    data_contract = resolve_data_contract(
+        data_contract_str=read_file("fixtures/data-caterer/export/datacontract_nested.yaml")
     )
     expected_data_caterer_model = _get_expected_data_caterer_yaml("s3://covid19-lake/enigma-jhu/json/*.json")
 
@@ -28,8 +28,8 @@ def test_to_data_caterer():
 
 
 def test_to_data_caterer_with_server():
-    data_contract = DataContractSpecification.from_string(
-        read_file("fixtures/data-caterer/export/datacontract_nested.yaml")
+    data_contract = resolve_data_contract(
+        data_contract_str=read_file("fixtures/data-caterer/export/datacontract_nested.yaml")
     )
     expected_data_caterer_model = _get_expected_data_caterer_yaml("s3://covid19-lake-prod/enigma-jhu/json/*.json")
 
diff --git a/tests/test_export_dbml.py b/tests/test_export_dbml.py
index 6a2213368..4e18af84c 100644
--- a/tests/test_export_dbml.py
+++ b/tests/test_export_dbml.py
@@ -12,20 +12,20 @@
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/dbml/datacontract.yaml", "--format", "dbml"])
+    result = runner.invoke(app, ["export", "./fixtures/dbml/datacontract.odcs.yaml", "--format", "dbml"])
     assert result.exit_code == 0
 
 
 def test_cli_with_server():
     runner = CliRunner()
     result = runner.invoke(
-        app, ["export", "./fixtures/dbml/datacontract.yaml", "--format", "dbml", "--server", "production"]
+        app, ["export", "./fixtures/dbml/datacontract.odcs.yaml", "--format", "dbml", "--server", "production"]
     )
     assert result.exit_code == 0
 
 
 def test_dbml_export():
-    data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml")
+    data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.odcs.yaml")
     assert data_contract.lint().has_passed()
 
     result = data_contract.export("dbml")
@@ -38,49 +38,43 @@ def test_dbml_export():
     except Exception:
         datacontract_cli_version = ""
 
-    expected = """
-/*
-
+    # fmt: off
+    expected = """/*
 Generated at {0} by datacontract-cli version {1}
-for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0 
+for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0
 Using Logical Datacontract Types for the field types
-    
 */
-    
 Project "Orders Latest" {{
-    Note: '''Successful customer orders in the webshop. 
-All orders since 2020-01-01. 
-Orders with their line items are in their current state (no history included).
-'''
+    note: '''Successful customer orders in the webshop.
+All orders since 2020-01-01.
+Orders with their line items are in their current state (no history included).'''
 }}
 
-    
-
-Table "orders" {{ 
-Note: "One record per order. Includes cancelled and deleted orders."
-    "order_id" "text" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."]
-"order_timestamp" "timestamp" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."]
-"order_total" "record" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."]
-"customer_id" "text" [null,Note: "Unique identifier for the customer."]
-"customer_email_address" "text" [not null,Note: "The email address, as entered by the customer. The email address was not verified."]
-"processed_timestamp" "timestamp" [not null,Note: "The timestamp when the record was processed by the data platform."]
+Table orders {{
+    note: "One record per order. Includes cancelled and deleted orders."
+    order_id string [pk, unique, not null, note: "An internal ID that identifies an order in the online shop."]
+    order_timestamp timestamp [not null, note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."]
+    order_total object [not null, note: "Total amount the smallest monetary unit (e.g., cents)."]
+    customer_id string [null, note: "Unique identifier for the customer."]
+    customer_email_address string [not null, note: "The email address, as entered by the customer. The email address was not verified."]
+    processed_timestamp timestamp [not null, note: "The timestamp when the record was processed by the data platform."]
 }}
 
-
-Table "line_items" {{ 
-Note: "A single article that is part of an order."
-    "lines_item_id" "text" [pk,unique,not null,Note: "Primary key of the lines_item_id table"]
-"order_id" "text" [null,Note: "An internal ID that identifies an order in the online shop."]
-"sku" "text" [null,Note: "The purchased article number"]
+Table line_items {{
+    note: "A single article that is part of an order."
+    lines_item_id string [pk, unique, not null, note: "Primary key of the lines_item_id table"]
+    order_id string [null, note: "An internal ID that identifies an order in the online shop."]
+    sku string [null, note: "The purchased article number"]
 }}
 Ref: line_items.order_id > orders.order_id
-    """.format(formatted_date, datacontract_cli_version)
+""".format(formatted_date, datacontract_cli_version)
+    # fmt: on
 
     assert result.strip() == expected.strip()
 
 
 def test_dbml_export_with_server():
-    data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.yaml", server="production")
+    data_contract = DataContract(data_contract_file="fixtures/dbml/datacontract.odcs.yaml", server="production")
     assert data_contract.lint().has_passed()
 
     result = data_contract.export("dbml")
@@ -93,45 +87,36 @@ def test_dbml_export_with_server():
     except Exception:
         datacontract_cli_version = ""
 
-    expected = """
-/*
-
+    # fmt: off
+    expected = """/*
 Generated at {0} by datacontract-cli version {1}
-for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0 
+for datacontract Orders Latest (urn:datacontract:checkout:orders-latest) version 1.0.0
 Using s3 Types for the field types
-    
 */
-    
 Project "Orders Latest" {{
-    Note: '''Successful customer orders in the webshop. 
-All orders since 2020-01-01. 
-Orders with their line items are in their current state (no history included).
-'''
+    note: '''Successful customer orders in the webshop.
+All orders since 2020-01-01.
+Orders with their line items are in their current state (no history included).'''
 }}
 
-    
-
-Table "orders" {{ 
-Note: "One record per order. Includes cancelled and deleted orders."
-    "order_id" "VARCHAR" [pk,unique,not null,Note: "An internal ID that identifies an order in the online shop."]
-"order_timestamp" "TIMESTAMP WITH TIME ZONE" [not null,Note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."]
-"order_total" "STRUCT(amount STRUCT(sum DECIMAL(None,None), currency VARCHAR), due_date DATE, discount DOUBLE)" [not null,Note: "Total amount the smallest monetary unit (e.g., cents)."]
-"customer_id" "VARCHAR" [null,Note: "Unique identifier for the customer."]
-"customer_email_address" "VARCHAR" [not null,Note: "The email address, as entered by the customer. The email address was not verified."]
-"processed_timestamp" "TIMESTAMP WITH TIME ZONE" [not null,Note: "The timestamp when the record was processed by the data platform."]
+Table orders {{
+    note: "One record per order. Includes cancelled and deleted orders."
+    order_id VARCHAR [pk, unique, not null, note: "An internal ID that identifies an order in the online shop."]
+    order_timestamp TIMESTAMP WITH TIME ZONE [not null, note: "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful."]
+    order_total STRUCT(amount STRUCT(sum DECIMAL(None,None), currency VARCHAR), due_date DATE, discount DOUBLE) [not null, note: "Total amount the smallest monetary unit (e.g., cents)."]
+    customer_id VARCHAR [null, note: "Unique identifier for the customer."]
+    customer_email_address VARCHAR [not null, note: "The email address, as entered by the customer. The email address was not verified."]
+    processed_timestamp TIMESTAMP WITH TIME ZONE [not null, note: "The timestamp when the record was processed by the data platform."]
 }}
 
-
-Table "line_items" {{ 
-Note: "A single article that is part of an order."
-    "lines_item_id" "VARCHAR" [pk,unique,not null,Note: "Primary key of the lines_item_id table"]
-"order_id" "VARCHAR" [null,Note: "An internal ID that identifies an order in the online shop."]
-"sku" "VARCHAR" [null,Note: "The purchased article number"]
+Table line_items {{
+    note: "A single article that is part of an order."
+    lines_item_id VARCHAR [pk, unique, not null, note: "Primary key of the lines_item_id table"]
+    order_id VARCHAR [null, note: "An internal ID that identifies an order in the online shop."]
+    sku VARCHAR [null, note: "The purchased article number"]
 }}
 Ref: line_items.order_id > orders.order_id
-    """.format(formatted_date, datacontract_cli_version)
-
-    print("Actual Result:\n", result.strip())
-    print("Expected Result:\n", expected.strip())
+""".format(formatted_date, datacontract_cli_version)
+    # fmt: on
 
     assert result.strip() == expected.strip()
diff --git a/tests/test_export_dbt_models.py b/tests/test_export_dbt_models.py
index eed59cb6a..da573371b 100644
--- a/tests/test_export_dbt_models.py
+++ b/tests/test_export_dbt_models.py
@@ -2,23 +2,23 @@
 import sys
 
 import yaml
+from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.dbt_converter import to_dbt_models_yaml
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.dbt_exporter import to_dbt_models_yaml
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "dbt"])
+    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.odcs.yaml", "--format", "dbt"])
     assert result.exit_code == 0
 
 
 def test_to_dbt_models():
-    data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml")
+    data_contract = OpenDataContractStandard.from_file("fixtures/export/datacontract.odcs.yaml")
     expected_dbt_model = """
 version: 2
 models:
@@ -50,7 +50,6 @@ def test_to_dbt_models():
               regex: ^B[0-9]+$
         meta:
           classification: sensitive
-          pii: true
         tags:
           - order_id
       - name: order_total
@@ -80,7 +79,7 @@ def test_to_dbt_models():
 
 
 def test_to_dbt_models_with_server():
-    data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml")
+    odcs = OpenDataContractStandard.from_file("fixtures/export/datacontract.odcs.yaml")
     expected_dbt_model = """
 version: 2
 models:
@@ -112,7 +111,6 @@ def test_to_dbt_models_with_server():
               regex: ^B[0-9]+$
         meta:
           classification: sensitive
-          pii: true
         tags:
           - order_id
       - name: order_total
@@ -136,86 +134,30 @@ def test_to_dbt_models_with_server():
                 - 'delivered'
 """
 
-    result = yaml.safe_load(to_dbt_models_yaml(data_contract, server="bigquery"))
+    result = yaml.safe_load(to_dbt_models_yaml(odcs, server="bigquery"))
 
     assert result == yaml.safe_load(expected_dbt_model)
 
 
-def test_to_dbt_models_with_no_model_type():
-    data_contract = DataContractSpecification.from_file("fixtures/export/datacontract_no_model_type.yaml")
-    expected_dbt_model = """
-version: 2
-models:
-- name: orders
-  config:
-    meta:
-      data_contract: orders-unit-test
-      owner: checkout
-  description: The orders model
-  data_tests:
-    - dbt_utils.unique_combination_of_columns:
-        combination_of_columns:
-          - order_id
-          - order_status
-  columns:
-  - name: order_id
-    data_tests:
-    - not_null
-    - unique
-    - dbt_expectations.expect_column_value_lengths_to_be_between:
-        min_value: 8
-        max_value: 10
-    - dbt_expectations.expect_column_values_to_match_regex:
-        regex: ^B[0-9]+$
-    data_type: VARCHAR
-    meta:
-      pii: true
-      classification: sensitive
-    tags:
-    - order_id
-  - name: order_total
-    data_tests:
-    - not_null
-    - dbt_expectations.expect_column_values_to_be_between:
-        min_value: 0
-        max_value: 1000000
-    data_type: NUMBER
-    description: The order_total field
-  - name: order_status
-    data_tests:
-    - not_null
-    - accepted_values:
-        values:
-        - pending
-        - shipped
-        - delivered
-    data_type: TEXT
-"""
-
-    result = yaml.safe_load(to_dbt_models_yaml(data_contract))
-
-    assert result == yaml.safe_load(expected_dbt_model)
-
 
 def test_to_dbt_models_with_model_level_composite_primary_key():
     """Test model-level primaryKey with multiple columns generates dbt_utils.unique_combination_of_columns"""
-    from datacontract.model.data_contract_specification import DataContractSpecification, Field, Info, Model
-
-    # Create test data with model-level composite primaryKey
-    data_contract = DataContractSpecification(
+    # Create test data with model-level composite primaryKey using ODCS
+    data_contract = OpenDataContractStandard(
+        apiVersion="v3.1.0",
+        kind="DataContract",
         id="my-data-contract-id",
-        info=Info(title="My Data Contract", version="0.0.1"),
-        models={
-            "test_table": Model(
-                type="table",
-                primaryKey=["order_id", "user_id"],  # Model-level composite primary key
-                fields={
-                    "order_id": Field(type="string", required=True),
-                    "user_id": Field(type="string", required=True),
-                    "product_id": Field(type="string", required=True),
-                },
+        schema=[
+            SchemaObject(
+                name="test_table",
+                physicalType="table",
+                properties=[
+                    SchemaProperty(name="order_id", logicalType="string", required=True, primaryKey=True, primaryKeyPosition=1),
+                    SchemaProperty(name="user_id", logicalType="string", required=True, primaryKey=True, primaryKeyPosition=2),
+                    SchemaProperty(name="product_id", logicalType="string", required=True),
+                ],
             )
-        },
+        ],
     )
 
     expected_dbt_model = """
@@ -256,23 +198,22 @@ def test_to_dbt_models_with_model_level_composite_primary_key():
 
 def test_to_dbt_models_with_single_column_primary_key():
     """Test model-level primaryKey with single column adds unique constraint to column"""
-    from datacontract.model.data_contract_specification import DataContractSpecification, Field, Info, Model
-
-    # Create test data with model-level single primaryKey
-    data_contract = DataContractSpecification(
+    # Create test data with model-level single primaryKey using ODCS
+    data_contract = OpenDataContractStandard(
+        apiVersion="v3.1.0",
+        kind="DataContract",
         id="my-data-contract-id",
-        info=Info(title="My Data Contract", version="0.0.1"),
-        models={
-            "test_table": Model(
-                type="table",
-                primaryKey=["order_id"],  # Model-level single primary key
-                fields={
-                    "order_id": Field(type="string", required=True),
-                    "user_id": Field(type="string", required=True),
-                    "product_id": Field(type="string", required=True),
-                },
+        schema=[
+            SchemaObject(
+                name="test_table",
+                physicalType="table",
+                properties=[
+                    SchemaProperty(name="order_id", logicalType="string", required=True, primaryKey=True, primaryKeyPosition=1),
+                    SchemaProperty(name="user_id", logicalType="string", required=True),
+                    SchemaProperty(name="product_id", logicalType="string", required=True),
+                ],
             )
-        },
+        ],
     )
 
     expected_dbt_model = """
diff --git a/tests/test_export_dbt_sources.py b/tests/test_export_dbt_sources.py
index c6c6ff238..f729a7a9e 100644
--- a/tests/test_export_dbt_sources.py
+++ b/tests/test_export_dbt_sources.py
@@ -1,9 +1,11 @@
 import yaml
+from datacontract_specification.model import DataContractSpecification
+from open_data_contract_standard.model import OpenDataContractStandard
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.dbt_converter import to_dbt_sources_yaml
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.dbt_exporter import to_dbt_sources_yaml
+from datacontract.imports.dcs_importer import convert_dcs_to_odcs
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -11,7 +13,7 @@
 def test_cli():
     runner = CliRunner()
     result = runner.invoke(
-        app, ["export", "./fixtures/export/datacontract.yaml", "--format", "dbt-sources", "--server", "production"]
+        app, ["export", "./fixtures/export/datacontract.odcs.yaml", "--format", "dbt-sources", "--server", "production"]
     )
     print(result.stdout)
     assert result.exit_code == 0
@@ -27,7 +29,7 @@ def test_cli_bigquery():
 
 
 def test_to_dbt_sources():
-    data_contract = DataContractSpecification.from_file("fixtures/export/datacontract.yaml")
+    data_contract = OpenDataContractStandard.from_file("fixtures/export/datacontract.odcs.yaml")
     expected_dbt_model = """
 version: 2
 sources:
@@ -53,7 +55,6 @@ def test_to_dbt_sources():
                   regex: ^B[0-9]+$
             meta:
               classification: sensitive
-              pii: true
             tags:
               - order_id
           - name: order_total
@@ -81,7 +82,7 @@ def test_to_dbt_sources():
 
 
 def test_to_dbt_sources_bigquery():
-    data_contract = DataContractSpecification.from_file("./fixtures/dbt/export/datacontract.yaml")
+    odcs = convert_dcs_to_odcs(DataContractSpecification.from_file("./fixtures/dbt/export/datacontract.yaml"))
     expected_dbt_model = """
 version: 2
 sources:
@@ -107,7 +108,6 @@ def test_to_dbt_sources_bigquery():
                   regex: ^B[0-9]+$
             meta:
               classification: sensitive
-              pii: true
             tags:
               - order_id
           - name: order_total
@@ -144,6 +144,6 @@ def test_to_dbt_sources_bigquery():
             data_type: STRING
 """
 
-    result = to_dbt_sources_yaml(data_contract, "production")
+    result = to_dbt_sources_yaml(odcs, "production")
 
     assert yaml.safe_load(result) == yaml.safe_load(expected_dbt_model)
diff --git a/tests/test_export_dbt_staging_sql.py b/tests/test_export_dbt_staging_sql.py
index f4c1d072c..5436dad7b 100644
--- a/tests/test_export_dbt_staging_sql.py
+++ b/tests/test_export_dbt_staging_sql.py
@@ -2,8 +2,8 @@
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.dbt_converter import to_dbt_staging_sql
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.data_contract import DataContract
+from datacontract.export.dbt_exporter import to_dbt_staging_sql
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -14,10 +14,10 @@ def test_cli():
         app,
         [
             "export",
-            "./fixtures/dbt/export/datacontract.yaml",
+            "./fixtures/dbt/export/datacontract.odcs.yaml",
             "--format",
             "dbt-staging-sql",
-            "--model",
+            "--schema-name",
             "orders",
         ],
     )
@@ -26,9 +26,9 @@ def test_cli():
 
 
 def test_to_dbt_staging():
-    data_contract = DataContractSpecification.from_file("fixtures/dbt/export/datacontract.yaml")
+    data_contract = DataContract(data_contract_file="fixtures/dbt/export/datacontract.odcs.yaml").get_data_contract()
     expected = """
-select 
+select
     order_id,
     order_total,
     order_status,
@@ -36,6 +36,8 @@ def test_to_dbt_staging():
 from {{ source('orders-unit-test', 'orders') }}
 """
 
-    result = to_dbt_staging_sql(data_contract, "orders", data_contract.models.get("orders"))
+    # Find the orders schema
+    orders_schema = next((s for s in data_contract.schema_ if s.name == "orders"), None)
+    result = to_dbt_staging_sql(data_contract, "orders", orders_schema)
 
     assert yaml.safe_load(result) == yaml.safe_load(expected)
diff --git a/tests/test_export_dqx.py b/tests/test_export_dqx.py
index f1c8d889f..59cc886d4 100644
--- a/tests/test_export_dqx.py
+++ b/tests/test_export_dqx.py
@@ -9,12 +9,12 @@
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/dqx/datacontract.yaml", "--format", "dqx"])
+    result = runner.invoke(app, ["export", "./fixtures/dqx/datacontract.odcs.yaml", "--format", "dqx"])
     assert result.exit_code == 0
 
 
 def test_to_dqx():
-    actual = DataContract(data_contract_file="fixtures/dqx/datacontract.yaml").export("dqx")
+    actual = DataContract(data_contract_file="fixtures/dqx/datacontract.odcs.yaml").export("dqx")
     # Expected quality rules (based on the data contract)
     expected_rules = [
         {"check": {"arguments": {"column": "interaction_id"}, "function": "is_not_null"}, "criticality": "error"},
@@ -204,7 +204,7 @@ def test_to_dqx():
 
 
 def test_extract_none_from_datacontract_without_quality():
-    actual = DataContract(data_contract_file="fixtures/dqx/datacontract_missing_quality.yaml").export("dqx")
+    actual = DataContract(data_contract_file="fixtures/dqx/datacontract_missing_quality.odcs.yaml").export("dqx")
 
     # Expected quality rules (based on the data contract)
     expected_rules = []
diff --git a/tests/test_export_go.py b/tests/test_export_go.py
index de9b5ac61..6f8a0afc4 100644
--- a/tests/test_export_go.py
+++ b/tests/test_export_go.py
@@ -8,20 +8,20 @@
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "go"])
+    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.odcs.yaml", "--format", "go"])
     assert result.exit_code == 0
 
 
 def test_to_go_types():
-    actual = DataContract(data_contract_file="fixtures/export/datacontract.yaml").export("go")
+    actual = DataContract(data_contract_file="fixtures/export/datacontract.odcs.yaml").export("go")
     expected = """
 package main
 
 
 type Orders struct {
-    OrderId varchar `json:"order_id" avro:"order_id"`  // None
-    OrderTotal bigint `json:"order_total" avro:"order_total"`  // The order_total field
-    OrderStatus string `json:"order_status" avro:"order_status"`  // None
+    OrderId string `json:"order_id" avro:"order_id"`
+    OrderTotal int64 `json:"order_total" avro:"order_total"`  // The order_total field
+    OrderStatus string `json:"order_status" avro:"order_status"`
 }
 
 """
diff --git a/tests/test_export_great_expectations.py b/tests/test_export_great_expectations.py
index aef3574cc..64861d0eb 100644
--- a/tests/test_export_great_expectations.py
+++ b/tests/test_export_great_expectations.py
@@ -2,13 +2,14 @@
 from typing import Any, Dict
 
 import pytest
+from datacontract_specification.model import DataContractSpecification
+from open_data_contract_standard.model import OpenDataContractStandard
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.great_expectations_converter import to_great_expectations
+from datacontract.export.great_expectations_exporter import to_great_expectations
+from datacontract.imports.dcs_importer import convert_dcs_to_odcs
 from datacontract.lint import resolve
-from datacontract.model.data_contract_specification import DataContractSpecification
-from datacontract.model.exceptions import DataContractException
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -19,7 +20,7 @@ def test_cli():
         app,
         [
             "export",
-            "./fixtures/export/datacontract.yaml",
+            "./fixtures/export/datacontract.odcs.yaml",
             "--format",
             "great-expectations",
         ],
@@ -27,80 +28,35 @@ def test_cli():
     assert result.exit_code == 0
 
 
-def test_cli_multi_models():
-    """
-    Test with 2 model definitions in the contract with the model parameter
-    """
-    runner = CliRunner()
-    result = runner.invoke(
-        app,
-        [
-            "export",
-            "./fixtures/export/rdf/datacontract-complex.yaml",
-            "--format",
-            "great-expectations",
-            "--model",
-            "orders",
-        ],
-    )
-    assert result.exit_code == 0
-
-
-def test_cli_multi_models_failed():
-    """
-    Test with 2 model definitions in the contract without the model parameter
-    """
-    runner = CliRunner()
-    result = runner.invoke(
-        app,
-        [
-            "export",
-            "./fixtures/export/rdf/datacontract-complex.yaml",
-            "--format",
-            "great-expectations",
-        ],
-    )
-    assert result.exit_code == 1
-
-
-@pytest.fixture
-def data_contract_basic() -> DataContractSpecification:
-    return DataContractSpecification.from_file("fixtures/export/datacontract.yaml")
-
-
 @pytest.fixture
-def data_contract_complex() -> DataContractSpecification:
-    return DataContractSpecification.from_file("fixtures/export/rdf/datacontract-complex.yaml")
+def data_contract_basic() -> OpenDataContractStandard:
+    return OpenDataContractStandard.from_file("fixtures/export/datacontract.odcs.yaml")
 
 
 @pytest.fixture
-def data_contract_great_expectations() -> DataContractSpecification:
-    return resolve.resolve_data_contract_from_location(
-        "./fixtures/great-expectations/datacontract.yaml", inline_quality=True
-    )
+def data_contract_complex() -> OpenDataContractStandard:
+    dcs = DataContractSpecification.from_file("fixtures/export/rdf/datacontract-complex.yaml")
+    return convert_dcs_to_odcs(dcs)
 
 
 @pytest.fixture
-def data_contract_great_expectations_quality_file() -> DataContractSpecification:
+def odcs() -> OpenDataContractStandard:
     return resolve.resolve_data_contract_from_location(
-        "./fixtures/great-expectations/datacontract_quality_file.yaml",
-        inline_quality=True,
+        "./fixtures/great-expectations/odcs.yaml"
     )
 
 
 @pytest.fixture
-def data_contract_great_expectations_quality_yaml() -> DataContractSpecification:
+def data_contract_great_expectations_quality_yaml() -> OpenDataContractStandard:
     return resolve.resolve_data_contract_from_location(
         "./fixtures/great-expectations/datacontract_quality_yaml.yaml",
-        inline_quality=True,
     )
 
 
 @pytest.fixture
-def data_contract_great_expectations_quality_column() -> DataContractSpecification:
+def data_contract_great_expectations_quality_column() -> OpenDataContractStandard:
     return resolve.resolve_data_contract_from_location(
         "./fixtures/great-expectations/datacontract_quality_column.yaml",
-        inline_quality=True,
     )
 
 
@@ -109,6 +65,11 @@ def expected_json_suite() -> Dict[str, Any]:
     return {
         "name": "orders.1.0.0",
         "expectations": [
+            {
+                "type": "expect_table_row_count_to_be_between",
+                "kwargs": {"min_value": 10},
+                "meta": {},
+            },
             {
                 "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
@@ -124,11 +85,6 @@ def expected_json_suite() -> Dict[str, Any]:
                 "kwargs": {"column": "processed_timestamp", "type_": "timestamp"},
                 "meta": {},
             },
-            {
-                "type": "expect_table_row_count_to_be_between",
-                "kwargs": {"min_value": 10},
-                "meta": {},
-            },
         ],
         "meta": {},
     }
@@ -197,6 +153,11 @@ def expected_spark_engine() -> Dict[str, Any]:
     return {
         "name": "orders.1.0.0",
         "expectations": [
+            {
+                "type": "expect_table_row_count_to_be_between",
+                "kwargs": {"min_value": 10},
+                "meta": {},
+            },
             {
                 "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
@@ -212,11 +173,6 @@ def expected_spark_engine() -> Dict[str, Any]:
                 "kwargs": {"column": "processed_timestamp", "type_": "TimestampType"},
                 "meta": {},
             },
-            {
-                "type": "expect_table_row_count_to_be_between",
-                "kwargs": {"min_value": 10},
-                "meta": {},
-            },
         ],
         "meta": {},
     }
@@ -227,6 +183,11 @@ def expected_pandas_engine() -> Dict[str, Any]:
     return {
         "name": "orders.1.0.0",
         "expectations": [
+            {
+                "type": "expect_table_row_count_to_be_between",
+                "kwargs": {"min_value": 10},
+                "meta": {},
+            },
             {
                 "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
@@ -242,11 +203,6 @@ def expected_pandas_engine() -> Dict[str, Any]:
                 "kwargs": {"column": "processed_timestamp", "type_": "datetime64[ns]"},
                 "meta": {},
             },
-            {
-                "type": "expect_table_row_count_to_be_between",
-                "kwargs": {"min_value": 10},
-                "meta": {},
-            },
         ],
         "meta": {},
     }
@@ -257,6 +213,11 @@ def expected_sql_engine() -> Dict[str, Any]:
     return {
         "name": "orders.1.0.0",
         "expectations": [
+            {
+                "type": "expect_table_row_count_to_be_between",
+                "kwargs": {"min_value": 10},
+                "meta": {},
+            },
             {
                 "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
@@ -272,11 +233,6 @@ def expected_sql_engine() -> Dict[str, Any]:
                 "kwargs": {"column": "processed_timestamp", "type_": "TIMESTAMP_TZ"},
                 "meta": {},
             },
-            {
-                "type": "expect_table_row_count_to_be_between",
-                "kwargs": {"min_value": 10},
-                "meta": {},
-            },
         ],
         "meta": {},
     }
@@ -287,6 +243,11 @@ def expected_sql_trino_engine() -> Dict[str, Any]:
     return {
         "name": "orders.1.0.0",
         "expectations": [
+            {
+                "type": "expect_table_row_count_to_be_between",
+                "kwargs": {"min_value": 10},
+                "meta": {},
+            },
             {
                 "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
@@ -305,17 +266,12 @@ def expected_sql_trino_engine() -> Dict[str, Any]:
                 },
                 "meta": {},
             },
-            {
-                "type": "expect_table_row_count_to_be_between",
-                "kwargs": {"min_value": 10},
-                "meta": {},
-            },
         ],
         "meta": {},
     }
 
 
-def test_to_great_expectation(data_contract_basic: DataContractSpecification):
+def test_to_great_expectation(data_contract_basic: OpenDataContractStandard):
     expected_json_suite = {
         "name": "orders.1.0.0",
         "expectations": [
@@ -371,7 +327,7 @@ def test_to_great_expectation(data_contract_basic: DataContractSpecification):
     assert result_orders == json.dumps(expected_json_suite, indent=2)
 
 
-def test_to_great_expectation_complex(data_contract_complex: DataContractSpecification):
+def test_to_great_expectation_complex(data_contract_complex: OpenDataContractStandard):
     """
     Test with 2 model definitions in the contract
     """
@@ -392,6 +348,11 @@ def test_to_great_expectation_complex(data_contract_complex: DataContractSpecifi
                 },
                 "meta": {},
             },
+            {
+                "type": "expect_column_values_to_be_of_type",
+                "kwargs": {"column": "order_id", "type_": "text"},
+                "meta": {},
+            },
             {
                 "type": "expect_column_values_to_be_unique",
                 "kwargs": {"column": "order_id"},
@@ -444,6 +405,16 @@ def test_to_great_expectation_complex(data_contract_complex: DataContractSpecifi
                 "kwargs": {"column": "lines_item_id"},
                 "meta": {},
             },
+            {
+                "type": "expect_column_values_to_be_of_type",
+                "kwargs": {"column": "order_id", "type_": "text"},
+                "meta": {},
+            },
+            {
+                "type": "expect_column_values_to_be_of_type",
+                "kwargs": {"column": "sku", "type_": "text"},
+                "meta": {},
+            },
         ],
         "meta": {},
     }
@@ -456,19 +427,19 @@ def test_to_great_expectation_complex(data_contract_complex: DataContractSpecifi
 
 
 def test_to_great_expectation_quality(
-    data_contract_great_expectations: DataContractSpecification,
+    odcs: OpenDataContractStandard,
     expected_json_suite: Dict[str, Any],
 ):
     """
     Test with Quality definition in the contract
     """
 
-    result = to_great_expectations(data_contract_great_expectations, "orders")
+    result = to_great_expectations(odcs, "orders")
     assert result == json.dumps(expected_json_suite, indent=2)
 
 
 def test_to_great_expectation_custom_name(
-    data_contract_great_expectations: DataContractSpecification,
+    odcs: OpenDataContractStandard,
 ):
     """
     Test with Quality definition in the contract
@@ -476,6 +447,11 @@ def test_to_great_expectation_custom_name(
     expected = {
         "name": "my_expectation_suite_name",
         "expectations": [
+            {
+                "type": "expect_table_row_count_to_be_between",
+                "kwargs": {"min_value": 10},
+                "meta": {},
+            },
             {
                 "type": "expect_table_columns_to_match_ordered_list",
                 "kwargs": {"column_list": ["order_id", "processed_timestamp"]},
@@ -491,116 +467,86 @@ def test_to_great_expectation_custom_name(
                 "kwargs": {"column": "processed_timestamp", "type_": "timestamp"},
                 "meta": {},
             },
-            {
-                "type": "expect_table_row_count_to_be_between",
-                "kwargs": {"min_value": 10},
-                "meta": {},
-            },
         ],
         "meta": {},
     }
 
     result = to_great_expectations(
-        data_contract_great_expectations,
-        model_key="orders",
+        odcs,
+        schema_name="orders",
         expectation_suite_name="my_expectation_suite_name",
     )
     assert result == json.dumps(expected, indent=2)
 
 
 def test_to_great_expectation_engine_spark(
-    data_contract_great_expectations: DataContractSpecification,
+    odcs: OpenDataContractStandard,
     expected_spark_engine: Dict[str, Any],
 ):
     """
     Test with Spark engine
     """
     result = to_great_expectations(
-        data_contract_great_expectations,
-        model_key="orders",
+        odcs,
+        schema_name="orders",
         engine="spark",
     )
     assert result == json.dumps(expected_spark_engine, indent=2)
 
 
 def test_to_great_expectation_engine_pandas(
-    data_contract_great_expectations: DataContractSpecification,
+    odcs: OpenDataContractStandard,
     expected_pandas_engine: Dict[str, Any],
 ):
     """
     Test with pandas engine
     """
     result = to_great_expectations(
-        data_contract_great_expectations,
-        model_key="orders",
+        odcs,
+        schema_name="orders",
         engine="pandas",
     )
     assert result == json.dumps(expected_pandas_engine, indent=2)
 
 
 def test_to_great_expectation_engine_sql(
-    data_contract_great_expectations: DataContractSpecification,
+    odcs: OpenDataContractStandard,
     expected_sql_engine: Dict[str, Any],
 ):
     """
     Test with sql engine
     """
     result = to_great_expectations(
-        data_contract_great_expectations,
-        model_key="orders",
+        odcs,
+        schema_name="orders",
         engine="sql",
     )
     assert result == json.dumps(expected_sql_engine, indent=2)
 
 
 def test_to_great_expectation_engine_sql_trino(
-    data_contract_great_expectations: DataContractSpecification,
+    odcs: OpenDataContractStandard,
     expected_sql_trino_engine: Dict[str, Any],
 ):
     """
     Test with sql engine and sql server trino trino
     """
     result = to_great_expectations(
-        data_contract_great_expectations,
-        model_key="orders",
+        odcs,
+        schema_name="orders",
         engine="sql",
         sql_server_type="trino",
     )
     assert result == json.dumps(expected_sql_trino_engine, indent=2)
 
 
-def test_to_great_expectation_quality_json_file(
-    data_contract_great_expectations_quality_file: DataContractSpecification,
-    expected_json_suite: Dict[str, Any],
-):
-    """
-    Test with Quality definition in a json file
-    """
-    result = to_great_expectations(data_contract_great_expectations_quality_file, "orders")
-    assert result == json.dumps(expected_json_suite, indent=2)
-
-
-def test_cli_with_quality_file(expected_json_suite: Dict[str, Any]):
-    runner = CliRunner()
-    result = runner.invoke(
-        app,
-        [
-            "export",
-            "./fixtures/great-expectations/datacontract_quality_file.yaml",
-            "--format",
-            "great-expectations",
-        ],
-    )
-    assert result.output.replace("\n", "") == json.dumps(expected_json_suite, indent=2).replace("\n", "")
-
-
 def test_cli_with_spark_engine(expected_spark_engine: Dict[str, Any]):
     runner = CliRunner()
     result = runner.invoke(
         app,
         [
             "export",
-            "./fixtures/great-expectations/datacontract.yaml",
+            "./fixtures/great-expectations/odcs.yaml",
             "--format",
             "great-expectations",
             "--engine",
@@ -616,7 +562,7 @@ def test_cli_with_pandas_engine(expected_pandas_engine: Dict[str, Any]):
         app,
         [
             "export",
-            "./fixtures/great-expectations/datacontract.yaml",
+            "./fixtures/great-expectations/odcs.yaml",
             "--format",
             "great-expectations",
             "--engine",
@@ -632,7 +578,7 @@ def test_cli_with_sql_engine(expected_sql_engine: Dict[str, Any]):
         app,
         [
             "export",
-            "./fixtures/great-expectations/datacontract.yaml",
+            "./fixtures/great-expectations/odcs.yaml",
             "--format",
             "great-expectations",
             "--engine",
@@ -648,7 +594,7 @@ def test_cli_with_sql_trino_engine(expected_sql_trino_engine: Dict[str, Any]):
         app,
         [
             "export",
-            "./fixtures/great-expectations/datacontract.yaml",
+            "./fixtures/great-expectations/odcs.yaml",
             "--format",
             "great-expectations",
             "--engine",
@@ -660,22 +606,8 @@ def test_cli_with_sql_trino_engine(expected_sql_trino_engine: Dict[str, Any]):
     assert result.output.replace("\n", "") == json.dumps(expected_sql_trino_engine, indent=2).replace("\n", "")
 
 
-def test_to_great_expectation_missing_quality_json_file():
-    """
-    Test failed with missing Quality definition in a json file
-    """
-    try:
-        resolve.resolve_data_contract_from_location(
-            "./fixtures/great-expectations/datacontract_missing_quality_file.yaml",
-            inline_quality=True,
-        )
-        assert False
-    except DataContractException as dataContractException:
-        assert dataContractException.reason == "Cannot resolve reference ./fixtures/great-expectations/missing.json"
-
-
 def test_to_great_expectation_quality_yaml(
-    data_contract_great_expectations_quality_yaml: DataContractSpecification,
+    data_contract_great_expectations_quality_yaml: OpenDataContractStandard,
     expected_json_suite_table_quality: Dict[str, Any],
 ):
     """
@@ -686,7 +618,7 @@ def test_to_great_expectation_quality_yaml(
 
 
 def test_to_great_expectation_quality_column(
-    data_contract_great_expectations_quality_column: DataContractSpecification,
+    data_contract_great_expectations_quality_column: OpenDataContractStandard,
     expected_json_suite_with_enum: Dict[str, Any],
 ):
     """
diff --git a/tests/test_export_html.py b/tests/test_export_html.py
index f16b05152..dd50e7349 100644
--- a/tests/test_export_html.py
+++ b/tests/test_export_html.py
@@ -10,7 +10,7 @@
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "html"])
+    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.odcs.yaml", "--format", "html"])
     assert result.exit_code == 0
 
 
@@ -20,7 +20,7 @@ def test_cli_with_output(tmp_path: Path):
         app,
         [
             "export",
-            "./fixtures/export/datacontract.yaml",
+            "./fixtures/export/datacontract.odcs.yaml",
             "--format",
             "html",
             "--output",
diff --git a/tests/test_export_iceberg.py b/tests/test_export_iceberg.py
index cc15eab66..1e3d7651e 100644
--- a/tests/test_export_iceberg.py
+++ b/tests/test_export_iceberg.py
@@ -5,7 +5,7 @@
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.iceberg_converter import IcebergExporter
+from datacontract.export.iceberg_exporter import IcebergExporter
 from datacontract.lint.resolve import resolve_data_contract
 
 
@@ -13,18 +13,19 @@ def test_cli():
     with tempfile.NamedTemporaryFile(delete=True) as tmp_input_file:
         # create temp file with content
         tmp_input_file.write(b"""
-        dataContractSpecification: 0.9.3
-        id: my-id
-        info:
-          title: My Title
-          version: 1.0.0
-        models:
-          orders:
-            fields:
-              order_id:
-                type: int
-                required: true
-                primaryKey: true
+kind: DataContract
+apiVersion: v3.1.0
+id: my-id
+name: My Title
+version: 1.0.0
+status: active
+schema:
+  - name: orders
+    properties:
+      - name: order_id
+        logicalType: integer
+        required: true
+        primaryKey: true
         """)
         tmp_input_file.flush()
 
@@ -39,82 +40,87 @@ def test_cli():
                 schema = Schema.model_validate_json(f.read())
 
     assert len(schema.fields) == 1
-    _assert_field(schema, "order_id", types.IntegerType(), True)
+    _assert_field(schema, "order_id", types.LongType(), True)
     assert schema.identifier_field_ids == [1]
 
 
 def test_type_conversion():
     datacontract = resolve_data_contract(
         data_contract_str="""
-            dataContractSpecification: 0.9.3
-            id: my-id
-            info:
-              title: My Title
-              version: 1.0.0
-            models:
-              datatypes:
-                fields:
-                  string_type:
-                    type: string
-                  text_type:
-                    type: text
-                  varchar_type:
-                    type: varchar
-                  number_type:
-                    type: number
-                  decimal_type:
-                    type: decimal
-                    precision: 4
-                    scale: 2
-                  numeric_type:
-                    type: numeric
-                  int_type:
-                    type: int
-                  integer_type:
-                    type: integer
-                  long_type:
-                    type: long
-                  bigint_type:
-                    type: bigint
-                  float_type:
-                    type: float
-                  double_type:
-                    type: double
-                  boolean_type:
-                    type: boolean
-                  timestamp_type:
-                    type: timestamp
-                  timestamp_tz_type:
-                    type: timestamp_tz
-                  timestamp_ntz_type:
-                    type: timestamp_ntz
-                  date_type:
-                    type: date
-                  array_type:
-                    type: array
-                    items:
-                      type: string
-                  map_type:
-                    type: map
-                    keys:
-                      type: string
-                    values:
-                      type: int
-                  object_type:
-                    type: object
-                    fields:
-                      object_field1:
-                        type: string
-                  record_type:
-                    type: record
-                    fields:
-                      record_field1:
-                        type: int
-                  struct_type:
-                    type: struct
-                    fields:
-                      struct_field1:
-                        type: float
+kind: DataContract
+apiVersion: v3.1.0
+id: my-id
+name: My Title
+version: 1.0.0
+status: active
+schema:
+  - name: datatypes
+    properties:
+      - name: string_type
+        logicalType: string
+      - name: text_type
+        physicalType: text
+      - name: varchar_type
+        physicalType: varchar
+      - name: number_type
+        logicalType: number
+      - name: decimal_type
+        physicalType: decimal
+        customProperties:
+          - property: precision
+            value: 4
+          - property: scale
+            value: 2
+      - name: numeric_type
+        physicalType: numeric
+      - name: int_type
+        physicalType: int
+      - name: integer_type
+        logicalType: integer
+      - name: long_type
+        physicalType: long
+      - name: bigint_type
+        physicalType: bigint
+      - name: float_type
+        physicalType: float
+      - name: double_type
+        physicalType: double
+      - name: boolean_type
+        logicalType: boolean
+      - name: timestamp_type
+        logicalType: timestamp
+      - name: timestamp_tz_type
+        physicalType: timestamp_tz
+      - name: timestamp_ntz_type
+        physicalType: timestamp_ntz
+      - name: date_type
+        logicalType: date
+      - name: array_type
+        logicalType: array
+        items:
+          logicalType: string
+      - name: map_type
+        physicalType: map
+        customProperties:
+          - property: mapKeyType
+            value: string
+          - property: mapValueType
+            value: int
+      - name: object_type
+        logicalType: object
+        properties:
+          - name: object_field1
+            logicalType: string
+      - name: record_type
+        physicalType: record
+        properties:
+          - name: record_field1
+            physicalType: int
+      - name: struct_type
+        physicalType: struct
+        properties:
+          - name: struct_field1
+            physicalType: float
             """,
         inline_definitions=True,
     )
@@ -129,7 +135,7 @@ def test_type_conversion():
     _assert_field(schema, "decimal_type", types.DecimalType(precision=4, scale=2), False)
     _assert_field(schema, "numeric_type", types.DecimalType(precision=38, scale=0), False)
     _assert_field(schema, "int_type", types.IntegerType(), False)
-    _assert_field(schema, "integer_type", types.IntegerType(), False)
+    _assert_field(schema, "integer_type", types.LongType(), False)
     _assert_field(schema, "long_type", types.LongType(), False)
     _assert_field(schema, "bigint_type", types.LongType(), False)
     _assert_field(schema, "float_type", types.FloatType(), False)
diff --git a/tests/test_export_jsonschema.py b/tests/test_export_jsonschema.py
index 079f44e2e..97a13d0d9 100644
--- a/tests/test_export_jsonschema.py
+++ b/tests/test_export_jsonschema.py
@@ -6,8 +6,8 @@
 
 from datacontract.cli import app
 from datacontract.data_contract import DataContract
-from datacontract.export.jsonschema_converter import to_jsonschemas
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.jsonschema_exporter import to_jsonschemas
+from datacontract.lint.resolve import resolve_data_contract
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -21,7 +21,7 @@ def test_cli():
 def test_to_jsonschemas():
     data_contract = DataContract(
         data_contract_file="fixtures/local-json/datacontract.yaml", inline_definitions=True
-    ).get_data_contract_specification()
+    ).get_data_contract()
 
     with open("fixtures/local-json/datacontract.json") as file:
         expected_json_schema = file.read()
@@ -33,7 +33,7 @@ def test_to_jsonschemas():
 def test_to_jsonschemas_complex():
     data_contract_file = "fixtures/s3-json-complex/datacontract.yaml"
     file_content = read_file(data_contract_file=data_contract_file)
-    data_contract = DataContractSpecification.from_string(file_content)
+    data_contract = resolve_data_contract(data_contract_str=file_content)
     expected_json_schema = """{
   "$schema": "http://json-schema.org/draft-07/schema#",
   "type": "object",
@@ -87,7 +87,7 @@ def test_to_jsonschemas_complex():
 def test_to_jsonschemas_complex_2():
     data_contract_file = "fixtures/local-json-complex/datacontract.yaml"
     file_content = read_file(data_contract_file=data_contract_file)
-    data_contract = DataContractSpecification.from_string(file_content)
+    data_contract = resolve_data_contract(data_contract_str=file_content)
     expected_json_schema = """{
   "$schema": "http://json-schema.org/draft-07/schema#",
   "type": "object",
diff --git a/tests/test_export_markdown.py b/tests/test_export_markdown.py
index 0743fdad3..f77036f7e 100644
--- a/tests/test_export_markdown.py
+++ b/tests/test_export_markdown.py
@@ -1,8 +1,9 @@
+from datacontract_specification.model import DataContractSpecification
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.markdown_converter import to_markdown
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.markdown_exporter import to_markdown
+from datacontract.imports.dcs_importer import convert_dcs_to_odcs
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -23,7 +24,8 @@ def test_cli():
 
 
 def test_to_markdown():
-    data_contract = DataContractSpecification.from_file("fixtures/markdown/export/datacontract.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/markdown/export/datacontract.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     result = to_markdown(data_contract)
 
     with open("fixtures/markdown/export/expected.md", "r") as file:
diff --git a/tests/test_export_mermaid.py b/tests/test_export_mermaid.py
index 9b1e31bd4..3070b67c5 100644
--- a/tests/test_export_mermaid.py
+++ b/tests/test_export_mermaid.py
@@ -8,7 +8,7 @@
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "mermaid"])
+    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.odcs.yaml", "--format", "mermaid"])
     assert result.exit_code == 0
 
 
@@ -18,7 +18,7 @@ def test_cli_with_output(tmp_path: Path):
         app,
         [
             "export",
-            "./fixtures/export/datacontract.yaml",
+            "./fixtures/export/datacontract.odcs.yaml",
             "--format",
             "mermaid",
             "--output",
@@ -30,7 +30,7 @@ def test_cli_with_output(tmp_path: Path):
 
 
 def test_mermaid_structure(tmp_path: Path):
-    datacontract_file = "fixtures/export/datacontract.yaml"
+    datacontract_file = "fixtures/export/datacontract.odcs.yaml"
     runner = CliRunner()
     result = runner.invoke(
         app,
diff --git a/tests/test_export_odcs_v3.py b/tests/test_export_odcs_v3.py
index c0eb4b0e1..ea13b05bb 100644
--- a/tests/test_export_odcs_v3.py
+++ b/tests/test_export_odcs_v3.py
@@ -2,122 +2,57 @@
 import sys
 
 import yaml
+from open_data_contract_standard.model import OpenDataContractStandard
 from typer.testing import CliRunner
 
 from datacontract.cli import app
 from datacontract.export.odcs_v3_exporter import to_odcs_v3_yaml
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.lint.resolve import resolve_data_contract
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
 
 def test_cli():
     runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.yaml", "--format", "odcs"])
+    result = runner.invoke(app, ["export", "./fixtures/export/datacontract.odcs.yaml", "--format", "odcs"])
     assert result.exit_code == 0
 
 
 def test_to_odcs():
-    data_contract = DataContractSpecification.from_string(read_file("fixtures/export/datacontract.yaml"))
-    expected_odcs_model = """
-apiVersion: v3.1.0
-kind: DataContract
-id: orders-unit-test
-name: Orders Unit Test
-version: 1.0.0
-status: active
-description:
-  limitations: Not intended to use in production
-  usage: This data contract serves to demo datacontract CLI export.
-
-schema:
-  - name: orders
-    physicalName: orders
-    logicalType: object
-    physicalType: table
-    description: The orders model
-    properties:
-      - name: order_id
-        businessName: Order ID
-        logicalType: string
-        physicalType: varchar
-        logicalTypeOptions:
-            minLength: 8
-            maxLength: 10
-            pattern: ^B[0-9]+$
-        required: true
-        unique: true
-        tags:
-          - "order_id"
-        classification: sensitive
-        examples:
-        - B12345678
-        - B12345679
-        customProperties:
-        - property: customFieldProperty1
-          value: customFieldProperty1Value
-        - property: pii
-          value: true
-      - name: order_total
-        logicalType: integer
-        physicalType: bigint
-        logicalTypeOptions:
-            minimum: 0
-            maximum: 1000000
-        required: true
-        description: The order_total field
-        quality:
-          - type: sql
-            description: 95% of all order total values are expected to be between 10 and 499 EUR.
-            query: |
-              SELECT quantile_cont(order_total, 0.95) AS percentile_95
-              FROM orders
-            mustBeBetween: [1000, 49900]
-      - name: order_status
-        logicalType: string
-        physicalType: text
-        required: true
-    quality:
-    - type: sql
-      description: Row Count
-      query: |
-        SELECT COUNT(*) AS row_count
-        FROM orders
-      mustBeGreaterThan: 1000
-    customProperties:
-    - property: customModelProperty1
-      value: customModelProperty1Value
-servers:
-  - server: production
-    type: snowflake
-    environment: production
-    account: my-account
-    database: my-database
-    schema: my-schema
-    roles:
-      - role: analyst_us
-        description: Access to the data for US region
-team:
- name: checkout
-
-support:
-  - channel: email
-    url: mailto:team-orders@example.com
-  - channel: other
-    url: https://wiki.example.com/teams/checkout
-
-customProperties:
-- property: otherField
-  value: otherValue
-"""
-
-    odcs = to_odcs_v3_yaml(data_contract)
-
-    assert_equals_odcs_yaml_str(expected_odcs_model, odcs)
+    data_contract = resolve_data_contract(data_contract_str=read_file("fixtures/export/datacontract.odcs.yaml"))
+
+    # Export to ODCS v3 YAML
+    odcs_yaml = to_odcs_v3_yaml(data_contract)
+
+    # Parse the result back to verify it's valid ODCS
+    parsed = yaml.safe_load(odcs_yaml)
+
+    # Verify key fields are present and correct
+    assert parsed["id"] == "orders-unit-test"
+    assert parsed["name"] == "Orders Unit Test"
+    assert parsed["version"] == "1.0.0"
+    assert parsed["status"] == "active"
+    assert parsed["kind"] == "DataContract"
+    assert parsed["apiVersion"] == "v3.1.0"
+
+    # Verify schema
+    assert len(parsed["schema"]) == 1
+    schema = parsed["schema"][0]
+    assert schema["name"] == "orders"
+    assert schema["description"] == "The orders model"
+    assert len(schema["properties"]) == 3
+
+    # Verify servers
+    assert len(parsed["servers"]) == 1
+    server = parsed["servers"][0]
+    assert server["server"] == "production"
+    assert server["type"] == "snowflake"
+
+    # Verify team
+    assert parsed["team"]["name"] == "checkout"
 
 
 def assert_equals_odcs_yaml_str(expected, actual):
-    from open_data_contract_standard.model import OpenDataContractStandard
 
     expected_yaml = OpenDataContractStandard.from_string(expected).to_yaml()
     print(expected_yaml)
diff --git a/tests/test_export_protobuf.py b/tests/test_export_protobuf.py
index 01da57263..c2b758847 100644
--- a/tests/test_export_protobuf.py
+++ b/tests/test_export_protobuf.py
@@ -1,8 +1,9 @@
+import yaml
+from open_data_contract_standard.model import OpenDataContractStandard
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.protobuf_converter import to_protobuf
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.protobuf_exporter import to_protobuf
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -14,7 +15,57 @@ def test_cli():
 
 
 def test_to_protobuf():
-    data_contract = DataContractSpecification.from_file("fixtures/protobuf/datacontract.yaml")
+    odcs_yaml = """
+kind: DataContract
+apiVersion: v3.1.0
+id: test_protobuf
+schema:
+  - name: Product
+    description: Details of Product.
+    properties:
+      - name: category
+        logicalType: string
+        description: Enum field category
+        customProperties:
+          - property: enumValues
+            value:
+              CATEGORY_UNKNOWN: 0
+              CATEGORY_ELECTRONICS: 1
+              CATEGORY_CLOTHING: 2
+              CATEGORY_HOME_APPLIANCES: 3
+      - name: id
+        logicalType: string
+        description: Field id
+      - name: name
+        logicalType: string
+        description: Field name
+      - name: price
+        logicalType: number
+        description: Field price
+      - name: reviews
+        logicalType: array
+        description: List of Review
+        items:
+          name: item
+          logicalType: string
+      - name: tags
+        logicalType: string
+        description: Field tags
+  - name: Review
+    description: Details of Review.
+    properties:
+      - name: comment
+        logicalType: string
+        description: Field comment
+      - name: rating
+        logicalType: integer
+        description: Field rating
+      - name: user
+        logicalType: string
+        description: Field user
+"""
+    data_contract = OpenDataContractStandard(**yaml.safe_load(odcs_yaml))
+
     expected_protobuf = """
 syntax = "proto3";
 
diff --git a/tests/test_export_pydantic.py b/tests/test_export_pydantic.py
index 2c4bc91c9..90d66db79 100644
--- a/tests/test_export_pydantic.py
+++ b/tests/test_export_pydantic.py
@@ -1,15 +1,16 @@
 import ast
 from textwrap import dedent
 
-import datacontract.export.pydantic_converter as conv
-import datacontract.model.data_contract_specification as spec
+from open_data_contract_standard.model import Description, OpenDataContractStandard, SchemaObject, SchemaProperty
+
+import datacontract.export.pydantic_exporter as conv
 
 
 # These tests would be easier if AST nodes were comparable.
 # Current string comparisons are very brittle.
 def test_simple_model_export():
-    m = spec.Model(fields={"f": spec.Field(type="string")})
-    ast_class = conv.generate_model_class("Test", m)
+    schema = SchemaObject(name="Test", properties=[SchemaProperty(name="f", logicalType="string")])
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
@@ -22,8 +23,17 @@ class Test(pydantic.BaseModel):
 
 
 def test_array_model_export():
-    m = spec.Model(fields={"f": spec.Field(type="array", items=spec.Field(type="string", required=True))})
-    ast_class = conv.generate_model_class("Test", m)
+    schema = SchemaObject(
+        name="Test",
+        properties=[
+            SchemaProperty(
+                name="f",
+                logicalType="array",
+                items=SchemaProperty(name="item", logicalType="string", required=True),
+            )
+        ],
+    )
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
@@ -36,8 +46,17 @@ class Test(pydantic.BaseModel):
 
 
 def test_object_model_export():
-    m = spec.Model(fields={"f": spec.Field(type="object", fields={"f1": spec.Field(type="string", required=True)})})
-    ast_class = conv.generate_model_class("Test", m)
+    schema = SchemaObject(
+        name="Test",
+        properties=[
+            SchemaProperty(
+                name="f",
+                logicalType="object",
+                properties=[SchemaProperty(name="f1", logicalType="string", required=True)],
+            )
+        ],
+    )
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
@@ -53,24 +72,28 @@ class F(pydantic.BaseModel):
 
 
 def test_model_documentation_export():
-    m = spec.Model(
+    schema = SchemaObject(
+        name="Test",
         description="A test model",
-        fields={
-            "f": spec.Field(
-                type="object", description="A test field", fields={"f1": spec.Field(type="string", required=True)}
+        properties=[
+            SchemaProperty(
+                name="f",
+                logicalType="object",
+                description="A test field",
+                properties=[SchemaProperty(name="f1", logicalType="string", required=True)],
             )
-        },
+        ],
     )
-    ast_class = conv.generate_model_class("Test", m)
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
             """
         class Test(pydantic.BaseModel):
-            \"""A test model\"""
+            \"\"\"A test model\"\"\"
 
             class F(pydantic.BaseModel):
-                \"""A test field\"""
+                \"\"\"A test field\"\"\"
                 f1: str
             f: typing.Optional[F]
         """
@@ -79,14 +102,17 @@ class F(pydantic.BaseModel):
 
 
 def test_model_field_description_export():
-    m = spec.Model(
-        fields={
-            "f": spec.Field(
-                type="object", fields={"f1": spec.Field(type="string", description="A test field", required=True)}
+    schema = SchemaObject(
+        name="Test",
+        properties=[
+            SchemaProperty(
+                name="f",
+                logicalType="object",
+                properties=[SchemaProperty(name="f1", logicalType="string", description="A test field", required=True)],
             )
-        }
+        ],
     )
-    ast_class = conv.generate_model_class("Test", m)
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
@@ -103,11 +129,13 @@ class F(pydantic.BaseModel):
 
 
 def test_model_description_export():
-    m = spec.DataContractSpecification(
-        info=spec.Info(description="Contract description"),
-        models={"test_model": spec.Model(fields={"f": spec.Field(type="string")})},
+    contract = OpenDataContractStandard(
+        apiVersion="v3.1.0",
+        kind="DataContract",
+        description=Description(purpose="Contract description"),
+        schema=[SchemaObject(name="test_model", properties=[SchemaProperty(name="f", logicalType="string")])],
     )
-    result = conv.to_pydantic_model_str(m)
+    result = conv.to_pydantic_model_str(contract)
     assert (
         result
         == dedent(
diff --git a/tests/test_export_rdf.py b/tests/test_export_rdf.py
index ea1cd03b4..f519aadd0 100644
--- a/tests/test_export_rdf.py
+++ b/tests/test_export_rdf.py
@@ -6,8 +6,8 @@
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.rdf_converter import to_rdf
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.rdf_exporter import to_rdf
+from datacontract.lint.resolve import resolve_data_contract
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -29,57 +29,44 @@ def test_no_rdf_base():
 def test_to_rdf():
     data_contract_file = "fixtures/export/rdf/datacontract.yaml"
     file_content = read_file(data_contract_file=data_contract_file)
-    data_contract = DataContractSpecification.from_string(file_content)
+    data_contract = resolve_data_contract(data_contract_str=file_content)
     expected_rdf = """
-@prefix dc1:  .
-@prefix dcx:  .
+@base  .
+@prefix odcs:  .
+@prefix odcsx:  .
 @prefix xsd:  .
 
- a dc1:DataContract ;
-    dc1:dataContractSpecification "1.2.1" ;
-    dc1:id "orders-unit-test" ;
-    dc1:info [ a dc1:Info ;
-            dc1:contact [ a dc1:Contact ;
-                dcx:email "team-orders@example.com" ;
-                dc1:url "https://wiki.example.com/teams/checkout" ] ;
-            dc1:description "None" ;
-            dc1:owner "checkout" ;
-            dc1:title "Orders Unit Test" ;
-            dc1:version "1.0.0" ] ;
-    dc1:model  ;
-    dc1:terms [ a dc1:Terms ;
-            dc1:billing "free" ;
-            dc1:limitations "Not intended to use in production" ;
-            dc1:noticePeriod "P3M" ;
-            dc1:usage "This data contract serves to demo datacontract CLI export." ] .
-
- a dc1:Model ;
-    dc1:description "The orders model" ;
-    dc1:field [ a dc1:Field ;
-            dc1:description "The order_total field" ;
-            dc1:maximum 1000000 ;
-            dc1:minimum 0 ;
-            dc1:name "order_total" ;
-            dc1:required true ;
-            dc1:type "bigint" ],
-        [ a dc1:Field ;
-            dc1:enum "delivered",
-                "pending",
-                "shipped" ;
-            dc1:name "order_status" ;
-            dc1:required true ;
-            dc1:type "text" ],
-        [ a dc1:Field ;
-            dcx:pattern "^B[0-9]+$" ;
-            dcx:tags "order_id" ;
-            dc1:classification "sensitive" ;
-            dc1:maxLength 10 ;
-            dc1:minLength 8 ;
-            dc1:name "order_id" ;
-            dc1:pii true ;
-            dc1:required true ;
-            dc1:type "varchar" ;
-            dc1:unique true ] .
+ a odcs:DataContract ;
+    odcs:apiVersion "v3.1.0" ;
+    odcs:id "orders-unit-test" ;
+    odcs:info [ a odcs:Info ;
+            odcs:name "Orders Unit Test" ;
+            odcs:team "checkout" ;
+            odcs:version "1.0.0" ] ;
+    odcs:kind "DataContract" ;
+    odcs:schema_  .
+
+ a odcs:Schema ;
+    odcs:description "The orders model" ;
+    odcs:property [ a odcs:Property ;
+            odcs:description "The order_total field" ;
+            odcs:logicalType "integer" ;
+            odcs:name "order_total" ;
+            odcs:physicalType "bigint" ;
+            odcs:required true ],
+        [ a odcs:Property ;
+            odcs:logicalType "string" ;
+            odcs:name "order_status" ;
+            odcs:physicalType "text" ;
+            odcs:required true ],
+        [ a odcs:Property ;
+            odcsx:tags "order_id" ;
+            odcs:classification "sensitive" ;
+            odcs:logicalType "string" ;
+            odcs:name "order_id" ;
+            odcs:physicalType "varchar" ;
+            odcs:required true ;
+            odcs:unique true ] .
 
 """
     g = Graph().parse(format="n3", data=expected_rdf)
@@ -95,112 +82,91 @@ def test_to_rdf():
 def test_to_rdf_complex():
     data_contract_file = "fixtures/export/rdf/datacontract-complex.yaml"
     file_content = read_file(data_contract_file=data_contract_file)
-    data_contract = DataContractSpecification.from_string(file_content)
+    data_contract = resolve_data_contract(data_contract_str=file_content)
     expected_rdf = """
 @base  .
-@prefix dc1:  .
-@prefix dcx:  .
+@prefix odcs:  .
+@prefix odcsx:  .
 @prefix xsd:  .
 
- a dc1:DataContract ;
-    dc1:dataContractSpecification "1.2.1" ;
-    dc1:example [ a dc1:Example ;
-            dc1:data \"\"\"order_id,order_timestamp,order_total
-"1001","2023-09-09T08:30:00Z",2500
-"1002","2023-09-08T15:45:00Z",1800
-"1003","2023-09-07T12:15:00Z",3200
-"1004","2023-09-06T19:20:00Z",1500
-"1005","2023-09-05T10:10:00Z",4200
-"1006","2023-09-04T14:55:00Z",2800
-"1007","2023-09-03T21:05:00Z",1900
-"1008","2023-09-02T17:40:00Z",3600
-"1009","2023-09-01T09:25:00Z",3100
-"1010","2023-08-31T22:50:00Z",2700\"\"\" ;
-            dc1:model  ;
-            dc1:type "csv" ],
-        [ a dc1:Example ;
-            dc1:data \"\"\"lines_item_id,order_id,sku
-"1","1001","5901234123457"
-"2","1001","4001234567890"
-"3","1002","5901234123457"
-"4","1002","2001234567893"
-"5","1003","4001234567890"
-"6","1003","5001234567892"
-"7","1004","5901234123457"
-"8","1005","2001234567893"
-"9","1005","5001234567892"
-"10","1005","6001234567891\\"\"\"\" ;
-            dc1:model  ;
-            dc1:type "csv" ] ;
-    dc1:id "orders-latest" ;
-    dc1:info [ a dc1:Info ;
-            dc1:contact [ a dc1:Contact ;
-                dc1:name "John Doe (Data Product Owner)" ;
-                dc1:url "https://teams.microsoft.com/l/channel/acme/checkout" ] ;
-            dc1:description \"\"\"Successful customer orders in the webshop. All orders since 2020-01-01. Orders with their line items are in their current state (no history included).
+ a odcs:DataContract ;
+    odcs:apiVersion "v3.1.0" ;
+    odcs:id "orders-latest" ;
+    odcs:info [ a odcs:Info ;
+            odcs:description \"\"\"Successful customer orders in the webshop. All orders since 2020-01-01. Orders with their line items are in their current state (no history included).
 \"\"\" ;
-            dc1:owner "urn:acme:CheckoutTeam" ;
-            dc1:title "Orders Latest" ;
-            dc1:version "1.0.0" ] ;
-    dc1:model ,
+            odcs:name "Orders Latest" ;
+            odcs:team "urn:acme:CheckoutTeam" ;
+            odcs:version "1.0.0" ] ;
+    odcs:kind "DataContract" ;
+    odcs:schema_ ,
          ;
-    dc1:server  ;
-    dc1:terms [ a dc1:Terms ;
-            dc1:billing "5000 USD per month" ;
-            dc1:limitations \"\"\"Not suitable for real-time use cases. Data may not be used to identify individual customers. Max data processing per day: 10 TiB
-\"\"\" ;
-            dc1:noticePeriod "P3M" ;
-            dc1:usage \"\"\"Data can be used for reports, analytics and machine learning use cases. Order may be linked and joined by other tables
-\"\"\" ] .
-
- a dc1:Server ;
-    dc1:delimiter "new_line" ;
-    dc1:format "json" ;
-    dc1:location "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" ;
-    dc1:type "s3" .
-
- a dc1:Model ;
-    dc1:description "A single article that is part of an order." ;
-    dc1:field [ a dc1:Field ;
-            dc1:description "Primary key of the lines_item_id table" ;
-            dc1:name "lines_item_id" ;
-            dc1:required true ;
-            dc1:type "text" ;
-            dc1:unique true ],
-        [ a dc1:Field ;
-            dc1:name "order_id" ],
-        [ a dc1:Field ;
-            dc1:description "The purchased article number" ;
-            dc1:name "sku" ] .
-
- a dc1:Model ;
-    dc1:description "One record per order. Includes cancelled and deleted orders." ;
-    dc1:field [ a dc1:Field ;
-            dc1:name "order_id" ;
-            dc1:required true ;
-            dc1:unique true ],
-        [ a dc1:Field ;
-            dc1:description "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful." ;
-            dc1:name "order_timestamp" ;
-            dc1:required true ;
-            dc1:type "timestamp" ],
-        [ a dc1:Field ;
-            dc1:description "The email address, as entered by the customer. The email address was not verified." ;
-            dc1:format "email" ;
-            dc1:name "customer_email_address" ;
-            dc1:required true ;
-            dc1:type "text" ],
-        [ a dc1:Field ;
-            dc1:description "Unique identifier for the customer." ;
-            dc1:maxLength 20 ;
-            dc1:minLength 10 ;
-            dc1:name "customer_id" ;
-            dc1:type "text" ],
-        [ a dc1:Field ;
-            dc1:description "Total amount the smallest monetary unit (e.g., cents)." ;
-            dc1:name "order_total" ;
-            dc1:required true ;
-            dc1:type "long" ] .
+    odcs:server  .
+
+ a odcs:Schema ;
+    odcs:description "A single article that is part of an order." ;
+    odcs:property [ a odcs:Property ;
+            odcs:classification "restricted" ;
+            odcs:description "An internal ID that identifies an order in the online shop." ;
+            odcsx:businessName "Order ID" ;
+            odcs:logicalType "string" ;
+            odcs:name "order_id" ;
+            odcs:physicalType "text" ],
+        [ a odcs:Property ;
+            odcs:description "The purchased article number" ;
+            odcsx:businessName "Stock Keeping Unit" ;
+            odcs:logicalType "string" ;
+            odcs:name "sku" ;
+            odcs:physicalType "text" ],
+        [ a odcs:Property ;
+            odcs:description "Primary key of the lines_item_id table" ;
+            odcs:logicalType "string" ;
+            odcs:name "lines_item_id" ;
+            odcs:physicalType "text" ;
+            odcs:required true ;
+            odcs:unique true ] .
+
+ a odcs:Schema ;
+    odcs:description "One record per order. Includes cancelled and deleted orders." ;
+    odcs:property [ a odcs:Property ;
+            odcs:classification "restricted" ;
+            odcs:description "An internal ID that identifies an order in the online shop." ;
+            odcsx:businessName "Order ID" ;
+            odcs:logicalType "string" ;
+            odcs:name "order_id" ;
+            odcs:physicalType "text" ;
+            odcs:required true ;
+            odcs:unique true ],
+        [ a odcs:Property ;
+            odcs:description "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful." ;
+            odcs:logicalType "timestamp" ;
+            odcs:name "order_timestamp" ;
+            odcs:physicalType "timestamp" ;
+            odcs:required true ],
+        [ a odcs:Property ;
+            odcs:description "Unique identifier for the customer." ;
+            odcs:logicalType "string" ;
+            odcs:name "customer_id" ;
+            odcs:physicalType "text" ],
+        [ a odcs:Property ;
+            odcs:description "The email address, as entered by the customer. The email address was not verified." ;
+            odcs:logicalType "string" ;
+            odcs:name "customer_email_address" ;
+            odcs:physicalType "text" ;
+            odcs:required true ],
+        [ a odcs:Property ;
+            odcs:description "Total amount the smallest monetary unit (e.g., cents)." ;
+            odcs:logicalType "integer" ;
+            odcs:name "order_total" ;
+            odcs:physicalType "long" ;
+            odcs:required true ] .
+
+ a odcs:Server ;
+    odcs:delimiter "new_line" ;
+    odcsx:server "production" ;
+    odcs:format "json" ;
+    odcs:location "s3://multiple-bucket/fixtures/s3-json-multiple-models/data/{model}/*.json" ;
+    odcs:type "s3" .
 
 """
 
diff --git a/tests/test_export_sodacl.py b/tests/test_export_sodacl.py
index c34fcf1ab..f05002b4e 100644
--- a/tests/test_export_sodacl.py
+++ b/tests/test_export_sodacl.py
@@ -1,55 +1,14 @@
 import yaml
 
-from datacontract.export.sodacl_converter import SodaExporter
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.sodacl_exporter import SodaExporter
+from datacontract.lint.resolve import resolve_data_contract_from_location
 
 
 def test_export_sodacl():
-    data_contract_specification_str = """
-dataContractSpecification: 1.2.1
-models:
-  orders:
-    description: test
-    fields:
-      order_id:
-        type: string
-        required: true
-      order_timestamp:
-        type: timestamp
-        required: true
-      processed_timestamp:
-        type: timestamp
-        required: true
-      order_total:
-        type: integer
-        quality:
-          - type: sql
-            query: |
-              SELECT quantile_cont({field}, 0.95) AS percentile_95
-              FROM {model}
-            mustBeBetween: [ 1000, 49900 ]
-servicelevels:
-  retention:
-    period: P1Y
-    timestampField: orders.processed_timestamp
-  latency:
-    threshold: 1m
-    sourceTimestampField: orders.order_timestamp
-    processedTimestampField: orders.processed_timestamp
-  freshness:
-    threshold: 24h
-    timestampField: orders.order_timestamp
-quality:
-    type: SodaCL
-    specification:
-      checks for orders:
-         - row_count > 10
-      checks for line_items:
-         - row_count > 10:
-             name: Have at lease 10 line items
-    """
-
     expected = """
+checks for line_items:
+  - row_count > 10:
+      name: Have at lease 10 line items
 checks for orders:
   - schema:
       name: orders__order_id__field_is_present
@@ -102,21 +61,17 @@ def test_export_sodacl():
       orders__order_total__quality_sql_0 query: |
         SELECT quantile_cont(order_total, 0.95) AS percentile_95
         FROM orders
-  - freshness(order_timestamp) < 24h:
-      name: servicelevel_freshness
+  - row_count > 10
   - orders_servicelevel_retention < 31536000:
       name: servicelevel_retention
       orders_servicelevel_retention expression: TIMESTAMPDIFF(SECOND, MIN(processed_timestamp), CURRENT_TIMESTAMP)
-  - row_count > 10
-checks for line_items:
-  - row_count > 10:
-      name: Have at lease 10 line items
+  - freshness(order_timestamp) < 24h:
+      name: servicelevel_freshness
 """
 
-    data = yaml.safe_load(data_contract_specification_str)
-    data_contract_specification = DataContractSpecification(**data)
+    data_contract = resolve_data_contract_from_location("./fixtures/sodacl/datacontract.odcs.yaml")
 
     exporter = SodaExporter(export_format="sodacl")
-    result = exporter.export(data_contract_specification, "all", None, "auto", None)
+    result = exporter.export(data_contract, "all", None, "auto", None)
 
     assert yaml.safe_load(expected) == yaml.safe_load(result)
diff --git a/tests/test_export_spark.py b/tests/test_export_spark.py
index 2101075c0..b3edb2962 100644
--- a/tests/test_export_spark.py
+++ b/tests/test_export_spark.py
@@ -1,10 +1,11 @@
+from datacontract_specification.model import DataContractSpecification
 from pyspark.sql import types
 from pyspark.testing import assertSchemaEqual
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.export.spark_converter import to_spark_dict
-from datacontract.model.data_contract_specification import DataContractSpecification
+from datacontract.export.spark_exporter import to_spark_dict
+from datacontract.imports.dcs_importer import convert_dcs_to_odcs
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -20,7 +21,8 @@ def test_cli():
 
 
 def test_to_spark_schema():
-    data_contract = DataContractSpecification.from_file("fixtures/spark/export/datacontract.yaml")
+    dcs = DataContractSpecification.from_file("fixtures/spark/export/datacontract.yaml")
+    data_contract = convert_dcs_to_odcs(dcs)
     result = to_spark_dict(data_contract)
 
     assert len(result) == 2
diff --git a/tests/test_export_sql_query.py b/tests/test_export_sql_query.py
index 9edce5f78..5f0d111b0 100644
--- a/tests/test_export_sql_query.py
+++ b/tests/test_export_sql_query.py
@@ -27,7 +27,7 @@ def test_to_sql_query_postgres():
 
 
 def test_to_sql_query_snowflake():
-    actual = DataContract(data_contract_file="fixtures/snowflake/datacontract.yaml").export("sql-query", model="orders")
+    actual = DataContract(data_contract_file="fixtures/snowflake/datacontract.yaml").export("sql-query", schema_name="orders")
     expected = """
 -- Data Contract: urn:datacontract:checkout:snowflake_orders_pii_v2
 -- SQL Dialect: snowflake
diff --git a/tests/test_export_sqlalchemy.py b/tests/test_export_sqlalchemy.py
index a29dd78ec..70bfecc52 100644
--- a/tests/test_export_sqlalchemy.py
+++ b/tests/test_export_sqlalchemy.py
@@ -2,16 +2,18 @@
 from textwrap import dedent
 
 import pytest
+from open_data_contract_standard.model import Description, OpenDataContractStandard, SchemaObject, SchemaProperty
 
-import datacontract.export.sqlalchemy_converter as conv
-import datacontract.model.data_contract_specification as spec
+import datacontract.export.sqlalchemy_exporter as conv
 
 
 # These tests would be easier if AST nodes were comparable.
 # Current string comparisons are very brittle.
 def test_simple_model_export():
-    m = spec.Model(fields={"f": spec.Field(type="string", primary=True)})
-    ast_class = conv.generate_model_class("Test", m)
+    schema = SchemaObject(
+        name="Test", properties=[SchemaProperty(name="f", logicalType="string", primaryKey=True, primaryKeyPosition=1)]
+    )
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
@@ -25,9 +27,11 @@ class Test(Base):
     )
 
 
-def test_simple_model_export_with_primaryKey():
-    m = spec.Model(fields={"f": spec.Field(type="string", primaryKey=True)})
-    ast_class = conv.generate_model_class("Test", m)
+def test_simple_model_export_with_primary_key():
+    schema = SchemaObject(
+        name="Test", properties=[SchemaProperty(name="f", logicalType="string", primaryKey=True, primaryKeyPosition=1)]
+    )
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
@@ -42,8 +46,17 @@ class Test(Base):
 
 
 def test_array_model_export():
-    m = spec.Model(fields={"f": spec.Field(type="array", items=spec.Field(type="string", required=True))})
-    ast_class = conv.generate_model_class("Test", m)
+    schema = SchemaObject(
+        name="Test",
+        properties=[
+            SchemaProperty(
+                name="f",
+                logicalType="array",
+                items=SchemaProperty(name="item", logicalType="string", required=True),
+            )
+        ],
+    )
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
@@ -58,24 +71,34 @@ class Test(Base):
 
 
 def test_object_model_export():
-    m = spec.Model(fields={"f": spec.Field(type="object", fields={"f1": spec.Field(type="string", required=True)})})
+    schema = SchemaObject(
+        name="Test",
+        properties=[
+            SchemaProperty(
+                name="f",
+                logicalType="object",
+                properties=[SchemaProperty(name="f1", logicalType="string", required=True)],
+            )
+        ],
+    )
     # Currently unsupported
     with pytest.raises(Exception):
-        conv.generate_model_class("Test", m)
+        conv.generate_model_class("Test", schema)
 
 
 def test_model_documentation_export():
-    m = spec.Model(
+    schema = SchemaObject(
+        name="Test",
         description="A test model",
-        fields={"f": spec.Field(type="string", description="A test field")},
+        properties=[SchemaProperty(name="f", logicalType="string", description="A test field")],
     )
-    ast_class = conv.generate_model_class("Test", m)
+    ast_class = conv.generate_model_class("Test", schema)
     assert (
         ast.unparse(ast_class)
         == dedent(
             """
         class Test(Base):
-            \"""A test model\"""
+            \"\"\"A test model\"\"\"
             __tablename__ = 'Test'
             __table_args__ = {'comment': 'A test model', 'schema': None}
             f = Column(String(None), nullable=True, comment='A test field', primary_key=None)
@@ -85,11 +108,13 @@ class Test(Base):
 
 
 def test_model_description_export():
-    m = spec.DataContractSpecification(
-        info=spec.Info(description="Contract description"),
-        models={"test_model": spec.Model(fields={"f": spec.Field(type="string")})},
+    contract = OpenDataContractStandard(
+        apiVersion="v3.1.0",
+        kind="DataContract",
+        description=Description(purpose="Contract description"),
+        schema=[SchemaObject(name="test_model", properties=[SchemaProperty(name="f", logicalType="string")])],
     )
-    result = conv.to_sqlalchemy_model_str(m)
+    result = conv.to_sqlalchemy_model_str(contract)
     assert result.strip().endswith(
         dedent(
             """
diff --git a/tests/test_export_terraform.py b/tests/test_export_terraform.py
deleted file mode 100644
index ba49e9250..000000000
--- a/tests/test_export_terraform.py
+++ /dev/null
@@ -1,33 +0,0 @@
-from typer.testing import CliRunner
-
-from datacontract.cli import app
-from datacontract.export.terraform_converter import to_terraform
-from datacontract.model.data_contract_specification import DataContractSpecification
-
-# logging.basicConfig(level=logging.DEBUG, force=True)
-
-
-def test_cli():
-    runner = CliRunner()
-    result = runner.invoke(app, ["export", "./fixtures/export/datacontract_s3.yaml", "--format", "terraform"])
-    assert result.exit_code == 0
-
-
-def test_to_terraform():
-    data_contract = DataContractSpecification.from_file("fixtures/export/datacontract_s3.yaml")
-    expected_terraform_file = """
-resource "aws_s3_bucket" "orders-unit-test_production" {
-  bucket = "datacontract-example-orders-latest"
-
-  tags = {
-    Name         = "Orders Unit Test"
-    DataContract = "orders-unit-test"
-    Server       = "production"
-    DataProduct  = "orders"
-  }
-}
-""".strip()
-
-    result = to_terraform(data_contract)
-
-    assert result == expected_terraform_file
diff --git a/tests/test_import_avro.py b/tests/test_import_avro.py
index b97630208..45c35b5f6 100644
--- a/tests/test_import_avro.py
+++ b/tests/test_import_avro.py
@@ -26,329 +26,394 @@ def test_import_avro_schema():
     result = DataContract.import_from_source("avro", "fixtures/avro/data/orders.avsc")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  orders:
-    description: My Model
-    namespace: com.sample.schema
-    fields:
-      ordertime:
-        type: long
-        description: My Field
-        required: true
-      orderid:
-        type: int
-        required: true
-      itemid:
-        type: string
-        required: true
-      material:
-        type: string
-        required: false
-        description: An optional field
-      orderunits:
-        type: double
-        required: true
-      emailaddresses:
-        type: array
-        description: Different email addresses of a customer
-        items:
-           type: string
-           format: email
-           pattern: ^.*@.*$
-        required: true
-      address:
-        type: object
-        required: true
-        fields:
-          city:
-            type: string
-            required: true
-          state:
-            type: string
-            required: true
-          zipcode:
-            type: long
-            required: true
-      status:
-        type: string
-        required: true
-        description: order status
-        title: Status
-        enum:
-            - PLACED
-            - SHIPPED
-            - DELIVERED
-            - CANCELLED
-        config:
-            avroType: enum
-      metadata:
-        type: map
-        required: true
-        description: Additional metadata about the order
-        values:
-          type: object
-          fields:
-            value:
-              type: string
-              required: true
-            type:
-              type: string
-              required: true
-              title: MetadataType
-              enum:
-                  - STRING
-                  - LONG
-                  - DOUBLE
-              config:
-                avroType: enum
-            timestamp:
-              type: long
-              required: true
-            source:
-              type: string
-              required: true
-          default: {}
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: orders
+  physicalType: record
+  description: My Model
+  customProperties:
+  - property: namespace
+    value: com.sample.schema
+  logicalType: object
+  physicalName: orders
+  properties:
+  - name: ordertime
+    physicalType: long
+    description: My Field
+    logicalType: integer
+    required: true
+  - name: orderid
+    physicalType: int
+    logicalType: integer
+    required: true
+  - name: itemid
+    physicalType: string
+    logicalType: string
+    required: true
+  - name: material
+    physicalType: string
+    description: An optional field
+    logicalType: string
+    required: false
+  - name: orderunits
+    physicalType: double
+    logicalType: number
+    required: true
+  - name: emailaddresses
+    physicalType: array
+    description: Different email addresses of a customer
+    logicalType: array
+    required: true
+    items:
+      name: items
+      physicalType: string
+      logicalType: string
+  - name: address
+    physicalType: record
+    logicalType: object
+    required: true
+    properties:
+    - name: city
+      physicalType: string
+      logicalType: string
+      required: true
+    - name: state
+      physicalType: string
+      logicalType: string
+      required: true
+    - name: zipcode
+      physicalType: long
+      logicalType: integer
+      required: true
+  - name: status
+    physicalType: enum
+    description: order status
+    customProperties:
+    - property: avroType
+      value: enum
+    - property: avroSymbols
+      value:
+      - PLACED
+      - SHIPPED
+      - DELIVERED
+      - CANCELLED
+    logicalType: string
+    required: true
+  - name: metadata
+    physicalType: map
+    description: Additional metadata about the order
+    customProperties:
+    - property: avroType
+      value: map
+    logicalType: object
+    required: true
     """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_arrays_of_records_and_nested_arrays():
     result = DataContract.import_from_source("avro", "fixtures/avro/data/arrays.avsc")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  orders:
-    description: My Model
-    fields:
-      orderid:
-        type: int
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: orders
+  physicalType: record
+  description: My Model
+  logicalType: object
+  physicalName: orders
+  properties:
+  - name: orderid
+    physicalType: int
+    logicalType: integer
+    required: true
+  - name: addresses
+    physicalType: array
+    description: Addresses of a customer
+    logicalType: array
+    required: true
+    items:
+      name: items
+      physicalType: record
+      logicalType: object
+      properties:
+      - name: city
+        physicalType: string
+        logicalType: string
         required: true
-      addresses:
-        type: array
+      - name: state
+        physicalType: string
+        logicalType: string
         required: true
-        description: Addresses of a customer
-        items:
-          type: object
-          fields:
-            city:
-              type: string
-              required: true
-            state:
-              type: string
-              required: true
-            zipcode:
-              type: long
-              required: true
-      nestedArrays:
-        type: array
+      - name: zipcode
+        physicalType: long
+        logicalType: integer
         required: true
-        description: Example schema for an array of arrays
-        items:
-          type: array
-          items:
-            type: int
-      nationalities:
-        type: array
-        required: false
-        items:
-          type: string
+  - name: nestedArrays
+    physicalType: array
+    description: Example schema for an array of arrays
+    logicalType: array
+    required: true
+    items:
+      name: items
+      physicalType: array
+      logicalType: array
+      items:
+        name: items
+        physicalType: int
+        logicalType: integer
+  - name: nationalities
+    physicalType: array
+    logicalType: array
+    required: false
+    items:
+      name: items
+      physicalType: string
+      logicalType: string
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_nested_records():
     result = DataContract.import_from_source("avro", "fixtures/avro/data/nested.avsc")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  Doc:
-    namespace: com.xxx
-    fields:
-      fieldA:
-        type: long
-        required: false
-      fieldB:
-        type: record
-        required: false
-        fields:
-          fieldC:
-            type: string
-            required: false
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: Doc
+  physicalType: record
+  customProperties:
+  - property: namespace
+    value: com.xxx
+  logicalType: object
+  physicalName: Doc
+  properties:
+  - name: fieldA
+    physicalType: long
+    logicalType: integer
+    required: false
+  - name: fieldB
+    physicalType: record
+    logicalType: object
+    required: false
+    properties:
+    - name: fieldC
+      physicalType: string
+      logicalType: string
+      required: false
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_nested_records_with_arrays():
     result = DataContract.import_from_source("avro", "fixtures/avro/data/nested_with_arrays.avsc")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  MarketingLoyaltyAggregation:
-    namespace: domain.schemas
-    fields:
-      Entries:
-        type: array
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: MarketingLoyaltyAggregation
+  physicalType: record
+  customProperties:
+  - property: namespace
+    value: domain.schemas
+  logicalType: object
+  physicalName: MarketingLoyaltyAggregation
+  properties:
+  - name: Entries
+    physicalType: array
+    logicalType: array
+    required: true
+    items:
+      name: items
+      physicalType: record
+      logicalType: object
+      properties:
+      - name: Identifier
+        physicalType: string
+        logicalType: string
         required: true
-        items:
-          type: object
-          fields:
-            Identifier:
-              type: string
+      - name: BranchPromo
+        physicalType: record
+        logicalType: object
+        required: false
+        properties:
+        - name: CodePrefix
+          physicalType: int
+          logicalType: integer
+          required: true
+        - name: Criteria
+          physicalType: record
+          logicalType: object
+          required: true
+          properties:
+          - name: MinimumSpendThreshold
+            physicalType: double
+            logicalType: number
+            required: false
+          - name: ApplicableBranchIDs
+            physicalType: array
+            logicalType: array
+            required: false
+            items:
+              name: items
+              physicalType: string
+              logicalType: string
+          - name: ProductGroupDetails
+            physicalType: record
+            logicalType: object
+            required: false
+            properties:
+            - name: IncludesAlcohol
+              physicalType: boolean
+              logicalType: boolean
               required: true
-            BranchPromo:
-              type: record
+            - name: ItemList
+              physicalType: array
+              logicalType: array
               required: false
-              fields:
-                CodePrefix:
-                  type: int
-                  required: true
-                Criteria:
-                  type: object
+              items:
+                name: items
+                physicalType: record
+                logicalType: object
+                properties:
+                - name: ProductID
+                  physicalType: string
+                  logicalType: string
                   required: true
-                  fields:
-                    MinimumSpendThreshold:
-                      type: double
-                      required: false
-                    ApplicableBranchIDs:
-                      type: array
-                      required: false
-                      items: 
-                        type: string
-                    ProductGroupDetails:
-                      type: record
-                      required: false
-                      fields:
-                        IncludesAlcohol:
-                          type: boolean
-                          required: true
-                        ItemList:
-                          type: array
-                          required: false
-                          items:
-                            type: object
-                            fields:
-                              ProductID:
-                                type: string
-                                required: true
-                              IsPromoItem:
-                                type: boolean
-                                required: false
+                - name: IsPromoItem
+                  physicalType: boolean
+                  logicalType: boolean
+                  required: false
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_logical_types():
     result = DataContract.import_from_source("avro", "fixtures/avro/data/logical_types.avsc")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  Test:
-    namespace: mynamespace.com
-    fields:
-      test_id:
-        type: string
-        required: true
-        description: id documentation test
-      device_id:
-        type: int
-        required: true
-      test_value:
-        type: double
-        required: true
-      num_items:
-        type: int
-        required: true
-      processed_timestamp:
-        type: long
-        required: true
-        description: 'The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29'        
-        config:
-          avroLogicalType: local-timestamp-micros
-      description:
-        type: string
-        required: true
-      is_processed:
-        type: boolean
-        required: true
-        config:
-          avroDefault: false 
-      some_bytes_decimal:
-        type: decimal
-        required: true
-        precision: 25
-        scale: 2                                
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: Test
+  physicalType: record
+  customProperties:
+  - property: namespace
+    value: mynamespace.com
+  logicalType: object
+  physicalName: Test
+  properties:
+  - name: test_id
+    physicalType: string
+    description: id documentation test
+    logicalType: string
+    required: true
+  - name: device_id
+    physicalType: int
+    logicalType: integer
+    required: true
+  - name: test_value
+    physicalType: double
+    logicalType: number
+    required: true
+  - name: num_items
+    physicalType: int
+    logicalType: integer
+    required: true
+  - name: processed_timestamp
+    physicalType: long
+    description: 'The date the event was processed: for more info https://avro.apache.org/docs/current/spec.html#Local+timestamp+%28microsecond+precision%29'
+    customProperties:
+    - property: avroLogicalType
+      value: local-timestamp-micros
+    logicalType: integer
+    required: true
+  - name: description
+    physicalType: string
+    logicalType: string
+    required: true
+  - name: is_processed
+    physicalType: boolean
+    customProperties:
+    - property: avroDefault
+      value: 'False'
+    logicalType: boolean
+    required: true
+  - name: some_bytes_decimal
+    physicalType: bytes
+    logicalType: number
+    logicalTypeOptions:
+      precision: 25
+      scale: 2
+    required: true
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_avro_optional_enum():
     result = DataContract.import_from_source("avro", "fixtures/avro/data/optional_enum.avsc")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  TestRecord:
-    fields:
-      required_enum:
-        title: Color
-        type: string
-        required: true
-        enum:
-        - RED
-        - GREEN
-        - BLUE
-        config:
-          avroType: enum
-      optional_enum:
-        title: Status
-        type: string
-        required: false
-        enum:
-        - ACTIVE
-        - INACTIVE
-        - PENDING
-        config:
-          avroType: enum
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: TestRecord
+  physicalType: record
+  logicalType: object
+  physicalName: TestRecord
+  properties:
+  - name: required_enum
+    physicalType: enum
+    customProperties:
+    - property: avroType
+      value: enum
+    - property: avroSymbols
+      value:
+      - RED
+      - GREEN
+      - BLUE
+    logicalType: string
+    required: true
+  - name: optional_enum
+    physicalType: enum
+    customProperties:
+    - property: avroType
+      value: enum
+    logicalType: string
+    required: false
 """
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_bigquery.py b/tests/test_import_bigquery.py
index daadb7668..4d1e1836b 100644
--- a/tests/test_import_bigquery.py
+++ b/tests/test_import_bigquery.py
@@ -30,19 +30,23 @@ def test_import_bigquery_schema():
     with open("fixtures/bigquery/import/datacontract.yaml") as file:
         expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_multiple_bigquery_schemas_with_different_types():
+    # Import multiple BigQuery schemas and combine them
     result = DataContract.import_from_source("bigquery", "fixtures/bigquery/import/multi_import_table.json")
 
-    result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_external_table.json")
-    result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_snapshot.json")
-    result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_view.json")
-    result = import_bigquery_from_json(result, "fixtures/bigquery/import/multi_import_materialized_view.json")
+    # Import additional schemas and append to the result
+    for source in [
+        "fixtures/bigquery/import/multi_import_external_table.json",
+        "fixtures/bigquery/import/multi_import_snapshot.json",
+        "fixtures/bigquery/import/multi_import_view.json",
+        "fixtures/bigquery/import/multi_import_materialized_view.json",
+    ]:
+        additional = import_bigquery_from_json(source)
+        result.schema_.extend(additional.schema_)
 
     print("Result:\n", result.to_yaml())
     with open("fixtures/bigquery/import/datacontract_multi_import.yaml") as file:
         expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_csv.py b/tests/test_import_csv.py
index d510ae760..d7b6af9bb 100644
--- a/tests/test_import_csv.py
+++ b/tests/test_import_csv.py
@@ -27,54 +27,71 @@ def test_cli():
 def test_import_csv():
     source = "fixtures/csv/data/sample_data_5_column.csv"
     result = DataContract.import_from_source("csv", source)
-    model = result.models["sample_data_5_column"]
-    assert model is not None
-    assert len(model.fields["field_one"].examples) == 5
-    assert len(model.fields["field_two"].examples) > 0
-    assert len(model.fields["field_three"].examples) > 0
-    assert model.fields["field_four"].examples is None
-    assert model.fields["field_five"].examples is None
-    for k in model.fields.keys():
-        model.fields[k].examples = None
 
-    expected = f"""dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+    # Access schema via ODCS structure (schema_ due to Pydantic naming conflict)
+    schema = result.schema_[0]
+    assert schema is not None
+    properties = {p.name: p for p in schema.properties}
+    assert len(properties["field_one"].examples) == 5
+    assert len(properties["field_two"].examples) > 0
+    assert len(properties["field_three"].examples) > 0
+    assert properties["field_four"].examples is None
+    assert properties["field_five"].examples is None
+
+    # Clear examples for comparison
+    for p in schema.properties:
+        p.examples = None
+
+    expected = f"""version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
 servers:
-  production:
-    type: local
-    format: csv
-    path: {source}
-    delimiter: ','
-models:
-  sample_data_5_column:
-    description: Generated model of fixtures/csv/data/sample_data_5_column.csv
-    type: table
-    fields:
-      field_one:
-        type: string
-        required: true
-        unique: true
-      field_two:
-        type: integer
-        required: true
-        minimum: 14
-        maximum: 89
-      field_three:
-        type: timestamp
-        unique: true
-      field_four:
-        type: string
-      field_five:
-        type: boolean
-        required: true
-      field_six:
-        type: string
-        format: email
+- server: production
+  type: local
+  customProperties:
+  - property: delimiter
+    value: ','
+  format: csv
+  path: {source}
+schema:
+- name: sample_data_5_column
+  physicalType: table
+  description: Generated model of fixtures/csv/data/sample_data_5_column.csv
+  logicalType: object
+  physicalName: sample_data_5_column
+  properties:
+  - name: field_one
+    physicalType: VARCHAR
+    logicalType: string
+    required: true
+    unique: true
+  - name: field_two
+    physicalType: INTEGER
+    logicalType: integer
+    logicalTypeOptions:
+      minimum: 14.0
+      maximum: 89.0
+    required: true
+  - name: field_three
+    physicalType: VARCHAR
+    logicalType: date
+    unique: true
+  - name: field_four
+    physicalType: VARCHAR
+    logicalType: string
+  - name: field_five
+    physicalType: BOOLEAN
+    logicalType: boolean
+    required: true
+  - name: field_six
+    physicalType: VARCHAR
+    customProperties:
+    - property: format
+      value: email
+    logicalType: string
     """
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_dbt.py b/tests/test_import_dbt.py
index bd9456d48..22a3542c8 100644
--- a/tests/test_import_dbt.py
+++ b/tests/test_import_dbt.py
@@ -69,398 +69,34 @@ def test_cli_with_filter():
 def test_import_dbt_manifest():
     result = DataContract.import_from_source("dbt", dbt_manifest)
 
-    expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: jaffle_shop
-  version: 0.0.1
-  dbt_version: 1.8.0
-models:
-  orders:
-    description: This table has basic information about orders, as well as some derived
-      facts based on payments
-    fields:
-      order_id:
-        type: integer
-        description: This is a unique identifier for an order
-        primaryKey: true
-        required: true
-        unique: true
-      customer_id:
-        type: integer
-        description: Foreign key to the customers table
-        required: true
-        references: customers.customer_id
-      order_date:
-        type: date
-        description: Date (UTC) that the order was placed
-      status:
-        type: varchar
-        description: 'Orders can be one of the following statuses:
-
-
-          | status         | description                                                                                                            |
-
-          |----------------|------------------------------------------------------------------------------------------------------------------------|
-
-          | placed         | The order has been placed but has not yet left the warehouse                                                           |
-
-          | shipped        | The order has ben shipped to the customer and is currently
-          in transit                                                  |
-
-          | completed      | The order has been received by the customer                                                                            |
-
-          | return_pending | The customer has indicated that they would like to return
-          the order, but it has not yet been received at the warehouse |
-
-          | returned       | The order has been returned by the customer and received
-          at the warehouse                                              |'
-      credit_card_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by credit card
-        required: true
-      coupon_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by coupon
-        required: true
-      bank_transfer_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by bank transfer
-        required: true
-      gift_card_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by gift card
-        required: true
-      amount:
-        type: double
-        description: Total amount (AUD) of the order
-        required: true
-    tags: []
-  stg_customers:
-    description: ''
-    fields:
-      customer_id:
-        type: integer
-        description: ''
-        primaryKey: true
-        required: true
-        unique: true
-      first_name:
-        type: varchar
-        description: ''
-      last_name:
-        type: varchar
-        description: ''
-    tags: []
-  stg_orders:
-    description: ''
-    fields:
-      order_id:
-        type: integer
-        description: ''
-        primaryKey: true
-        required: true
-        unique: true
-      customer_id:
-        type: integer
-        description: ''
-      order_date:
-        type: date
-        description: ''
-      status:
-        type: varchar
-        description: ''
-    tags: []
-  stg_payments:
-    description: ''
-    fields:
-      payment_id:
-        type: integer
-        description: ''
-        primaryKey: true
-        required: true
-        unique: true
-      order_id:
-        type: integer
-        description: ''
-      payment_method:
-        type: varchar
-        description: ''
-      amount:
-        type: double
-        description: ''
-    tags: []
-  customers:
-    description: This table has basic information about a customer, as well as some
-      derived facts based on a customer's orders
-    fields:
-      customer_id:
-        type: integer
-        description: This is a unique identifier for a customer
-        primaryKey: true
-        required: true
-        unique: true
-      first_name:
-        type: varchar
-        description: Customer's first name. PII.
-        tags:
-        - PII
-      last_name:
-        type: varchar
-        description: Customer's last name. PII.
-        tags:
-        - PII
-      first_order:
-        type: date
-        description: Date (UTC) of a customer's first order
-      most_recent_order:
-        type: date
-        description: Date (UTC) of a customer's most recent order
-      number_of_orders:
-        type: bigint
-        description: Count of the number of orders a customer has placed
-      customer_lifetime_value:
-        type: double
-        description: ''
-    tags:
-    - TABLE_PII"""
     print("Result:\n", result.to_yaml())
+    with open("fixtures/dbt/import/expected/manifest_jaffle_duckdb.odcs.yaml") as file:
+        expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_dbt_manifest_bigquery():
     result = DataContract.import_from_source("dbt", dbt_manifest_bigquery)
 
-    expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: jaffle_shop
-  version: 0.0.1
-  dbt_version: 1.8.0
-models:
-  orders:
-    description: This table has basic information about orders, as well as some derived
-      facts based on payments
-    fields:
-      order_id:
-        type: bigint
-        description: This is a unique identifier for an order
-        primaryKey: true
-        required: true
-        unique: true
-      customer_id:
-        type: bigint
-        description: Foreign key to the customers table
-        required: true
-        references: customers.customer_id
-      order_date:
-        type: date
-        description: Date (UTC) that the order was placed
-      status:
-        type: string
-        description: 'Orders can be one of the following statuses:
-
-
-          | status         | description                                                                                                            |
-
-          |----------------|------------------------------------------------------------------------------------------------------------------------|
-
-          | placed         | The order has been placed but has not yet left the warehouse                                                           |
-
-          | shipped        | The order has ben shipped to the customer and is currently
-          in transit                                                  |
-
-          | completed      | The order has been received by the customer                                                                            |
-
-          | return_pending | The customer has indicated that they would like to return
-          the order, but it has not yet been received at the warehouse |
-
-          | returned       | The order has been returned by the customer and received
-          at the warehouse                                              |'
-      credit_card_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by credit card
-        required: true
-      coupon_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by coupon
-        required: true
-      bank_transfer_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by bank transfer
-        required: true
-      gift_card_amount:
-        type: double
-        description: Amount of the order (AUD) paid for by gift card
-        required: true
-      amount:
-        type: double
-        description: Total amount (AUD) of the order
-        required: true
-    tags: []
-  stg_customers:
-    description: ''
-    fields:
-      customer_id:
-        type: bigint
-        description: ''
-        primaryKey: true
-        required: true
-        unique: true
-      first_name:
-        type: string
-        description: ''
-      last_name:
-        type: string
-        description: ''
-    tags: []
-  stg_orders:
-    description: ''
-    fields:
-      order_id:
-        type: bigint
-        description: ''
-        primaryKey: true
-        required: true
-        unique: true
-      customer_id:
-        type: bigint
-        description: ''
-      order_date:
-        type: date
-        description: ''
-      status:
-        type: string
-        description: ''
-    tags: []
-  stg_payments:
-    description: ''
-    fields:
-      payment_id:
-        type: bigint
-        description: ''
-        primaryKey: true
-        required: true
-        unique: true
-      order_id:
-        type: bigint
-        description: ''
-      payment_method:
-        type: string
-        description: ''
-      amount:
-        type: double
-        description: ''
-    tags: []
-  customers:
-    description: This table has basic information about a customer, as well as some
-      derived facts based on a customer's orders
-    fields:
-      customer_id:
-        type: bigint
-        description: This is a unique identifier for a customer
-        primaryKey: true
-        required: true
-        unique: true
-      first_name:
-        type: string
-        description: Customer's first name. PII.
-        tags:
-        - PII
-      last_name:
-        type: string
-        description: Customer's last name. PII.
-        tags:
-        - PII
-      first_order:
-        type: date
-        description: Date (UTC) of a customer's first order
-      most_recent_order:
-        type: date
-        description: Date (UTC) of a customer's most recent order
-      number_of_orders:
-        type: bigint
-        description: Count of the number of orders a customer has placed
-      customer_lifetime_value:
-        type: double
-        description: ''
-    tags:
-    - TABLE_PII"""
     print("Result:\n", result.to_yaml())
+    with open("fixtures/dbt/import/expected/manifest_jaffle_bigquery.odcs.yaml") as file:
+        expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_dbt_manifest_with_filter_and_empty_columns():
     result = DataContract.import_from_source("dbt", dbt_manifest_empty_columns, dbt_model=["customers"])
 
-    expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: jaffle_shop
-  version: 0.0.1
-  dbt_version: 1.8.0
-models:
-  customers:
-    description: This table has basic information about a customer, as well as some
-      derived facts based on a customer's orders
-    tags:
-      - TABLE_PII
-    """
     print("Result:\n", result.to_yaml())
+    with open("fixtures/dbt/import/expected/manifest_empty_columns_filtered.odcs.yaml") as file:
+        expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_dbt_manifest_with_filter():
     result = DataContract.import_from_source("dbt", dbt_manifest, dbt_model=["customers"])
 
-    expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: jaffle_shop
-  version: 0.0.1
-  dbt_version: 1.8.0
-models:
-  customers:
-    description: This table has basic information about a customer, as well as some
-      derived facts based on a customer's orders
-    fields:
-      customer_id:
-        type: integer
-        description: This is a unique identifier for a customer
-        primaryKey: true
-        required: true
-        unique: true
-      first_name:
-        type: varchar
-        description: Customer's first name. PII.
-        tags:
-        - PII
-      last_name:
-        type: varchar
-        description: Customer's last name. PII.
-        tags:
-        - PII
-      first_order:
-        type: date
-        description: Date (UTC) of a customer's first order
-      most_recent_order:
-        type: date
-        description: Date (UTC) of a customer's most recent order
-      number_of_orders:
-        type: bigint
-        description: Count of the number of orders a customer has placed
-      customer_lifetime_value:
-        type: double
-        description: ''
-    tags:
-    - TABLE_PII"""
     print("Result:\n", result.to_yaml())
+    with open("fixtures/dbt/import/expected/manifest_jaffle_duckdb_filtered.odcs.yaml") as file:
+        expected = file.read()
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_glue.py b/tests/test_import_glue.py
index f61e647c7..b61e708e1 100644
--- a/tests/test_import_glue.py
+++ b/tests/test_import_glue.py
@@ -165,8 +165,6 @@ def test_import_glue_schema_without_glue_table_filter(setup_mock_glue):
 
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 @mock_aws
@@ -178,8 +176,6 @@ def test_import_glue_schema_with_glue_table_filter(setup_mock_glue):
 
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 @mock_aws
@@ -192,5 +188,3 @@ def test_import_glue_schema_with_non_existent_glue_table_filter(setup_mock_glue)
 
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_iceberg.py b/tests/test_import_iceberg.py
index 5ee3adab6..0d5c6b571 100644
--- a/tests/test_import_iceberg.py
+++ b/tests/test_import_iceberg.py
@@ -1,4 +1,5 @@
 import pytest
+import yaml
 from pyiceberg.schema import Schema
 from pyiceberg.types import IntegerType, NestedField
 from typer.testing import CliRunner
@@ -8,103 +9,117 @@
 from datacontract.model.exceptions import DataContractException
 
 expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  test-table:
-    type: table
-    title: test-table
-    fields:
-      foo:
-        title: foo
-        type: string
-        required: false
-        config:
-          icebergFieldId: 1
-      bar:
-        title: bar
-        type: integer
-        required: true
+version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+  - name: test-table
+    physicalType: table
+    logicalType: object
+    physicalName: test-table
+    properties:
+      - name: foo
+        logicalType: string
+        physicalType: string
+        customProperties:
+          - property: icebergFieldId
+            value: 1
+      - name: bar
+        logicalType: integer
+        physicalType: int
         primaryKey: true
-        config:
-          icebergFieldId: 2
-      baz:
-        title: baz
-        type: boolean
-        required: false
-        config:
-          icebergFieldId: 3
-      qux:
-        title: qux
-        type: array
+        primaryKeyPosition: 1
+        required: true
+        customProperties:
+          - property: icebergFieldId
+            value: 2
+      - name: baz
+        logicalType: boolean
+        physicalType: boolean
+        customProperties:
+          - property: icebergFieldId
+            value: 3
+      - name: qux
+        logicalType: array
+        physicalType: list
         required: true
         items:
-          type: string
+          name: items
+          logicalType: string
+          physicalType: string
           required: true
-        config:
-          icebergFieldId: 4
-      quux:
-        title: quux
-        type: map
+        customProperties:
+          - property: icebergFieldId
+            value: 4
+      - name: quux
+        logicalType: object
+        physicalType: map
         required: true
-        keys:
-          type: string
-          required: true
-        values:
-          type: map
-          required: true
-          keys:
-            type: string
-            required: true
-          values:
-            type: integer
-            required: true
-        config:
-          icebergFieldId: 6
-      location:
-        title: location
-        type: array
+        customProperties:
+          - property: icebergFieldId
+            value: 6
+          - property: mapKeyType
+            value: string
+          - property: mapValueType
+            value: object
+          - property: mapValueRequired
+            value: 'true'
+          - property: mapValuePhysicalType
+            value: map
+          - property: mapNestedKeyType
+            value: string
+          - property: mapNestedValueType
+            value: integer
+          - property: mapNestedValueRequired
+            value: 'true'
+      - name: location
+        logicalType: array
+        physicalType: 'list>'
         required: true
         items:
-          type: object
+          name: items
+          logicalType: object
+          physicalType: 'struct<13: latitude: optional float, 14: longitude: optional float>'
           required: true
-          fields:
-            latitude:
-              title: latitude
-              type: float
-              required: false
-              config:
-                icebergFieldId: 13
-            longitude:
-              title: longitude
-              type: float
-              required: false
-              config:
-                icebergFieldId: 14
-        config:
-          icebergFieldId: 11
-      person:
-        title: person
-        type: object
-        required: false
-        fields:
-          name:
-            title: name
-            type: string
-            required: false
-            config:
-              icebergFieldId: 16
-          age:
-            title: age
-            type: integer
+          properties:
+            - name: latitude
+              logicalType: number
+              physicalType: float
+              customProperties:
+                - property: icebergFieldId
+                  value: 13
+            - name: longitude
+              logicalType: number
+              physicalType: float
+              customProperties:
+                - property: icebergFieldId
+                  value: 14
+        customProperties:
+          - property: icebergFieldId
+            value: 11
+      - name: person
+        logicalType: object
+        physicalType: 'struct<16: name: optional string, 17: age: required int>'
+        properties:
+          - name: name
+            logicalType: string
+            physicalType: string
+            customProperties:
+              - property: icebergFieldId
+                value: 16
+          - name: age
+            logicalType: integer
+            physicalType: int
             required: true
-            config:
-              icebergFieldId: 17
-        config:
-          icebergFieldId: 15
+            customProperties:
+              - property: icebergFieldId
+                value: 17
+        customProperties:
+          - property: icebergFieldId
+            value: 15
     """
 
 
@@ -125,7 +140,7 @@ def test_cli():
 
     output = result.stdout
     assert result.exit_code == 0
-    assert output.strip() == expected.strip()
+    assert yaml.safe_load(output) == yaml.safe_load(expected)
 
 
 def test_load_and_validate_iceberg_schema_success():
diff --git a/tests/test_import_json.py b/tests/test_import_json.py
index c37993d54..5b34af713 100644
--- a/tests/test_import_json.py
+++ b/tests/test_import_json.py
@@ -31,38 +31,9 @@ def test_json_simple():
     actual = DataContract.import_from_source("json", json_file).to_yaml()
     actual_dict = yaml.safe_load(actual)
 
-    # normalize paths in both dictionaries to use forward slashes and remove any ./tests/ prefix
-    if "servers" in expected_dict and "production" in expected_dict["servers"]:
-        if "path" in expected_dict["servers"]["production"]:
-            expected_dict["servers"]["production"]["path"] = (
-                expected_dict["servers"]["production"]["path"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "models" in expected_dict and "product_simple" in expected_dict["models"]:
-        if "description" in expected_dict["models"]["product_simple"]:
-            expected_dict["models"]["product_simple"]["description"] = (
-                expected_dict["models"]["product_simple"]["description"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "servers" in actual_dict and "production" in actual_dict["servers"]:
-        if "path" in actual_dict["servers"]["production"]:
-            actual_dict["servers"]["production"]["path"] = (
-                actual_dict["servers"]["production"]["path"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "models" in actual_dict and "product_simple" in actual_dict["models"]:
-        if "description" in actual_dict["models"]["product_simple"]:
-            actual_dict["models"]["product_simple"]["description"] = (
-                actual_dict["models"]["product_simple"]["description"].replace("\\", "/").replace("./tests/", "")
-            )
-
     # compare the normalized dictionaries
     assert actual_dict == expected_dict
 
-    # making sure the data contract is correct
-    data_contract = DataContract(data_contract_str=actual)
-    assert data_contract.lint().has_passed()
-
 
 def test_json_complex():
     # Get the expected and actual dictionaries
@@ -75,38 +46,9 @@ def test_json_complex():
     actual = DataContract.import_from_source("json", json_file).to_yaml()
     actual_dict = yaml.safe_load(actual)
 
-    # normalize paths in both dictionaries to use forward slashes and remove any ./tests/ prefix
-    if "servers" in expected_dict and "production" in expected_dict["servers"]:
-        if "path" in expected_dict["servers"]["production"]:
-            expected_dict["servers"]["production"]["path"] = (
-                expected_dict["servers"]["production"]["path"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "models" in expected_dict and "product_detail" in expected_dict["models"]:
-        if "description" in expected_dict["models"]["product_detail"]:
-            expected_dict["models"]["product_detail"]["description"] = (
-                expected_dict["models"]["product_detail"]["description"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "servers" in actual_dict and "production" in actual_dict["servers"]:
-        if "path" in actual_dict["servers"]["production"]:
-            actual_dict["servers"]["production"]["path"] = (
-                actual_dict["servers"]["production"]["path"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "models" in actual_dict and "product_detail" in actual_dict["models"]:
-        if "description" in actual_dict["models"]["product_detail"]:
-            actual_dict["models"]["product_detail"]["description"] = (
-                actual_dict["models"]["product_detail"]["description"].replace("\\", "/").replace("./tests/", "")
-            )
-
     # compare the normalized dictionaries
     assert actual_dict == expected_dict
 
-    # making sure the data contract is correct
-    data_contract = DataContract(data_contract_str=actual)
-    assert data_contract.lint().has_passed()
-
 
 def test_ndjson():
     # Get the expected and actual dictionaries
@@ -119,33 +61,5 @@ def test_ndjson():
     actual = DataContract.import_from_source("json", json_file).to_yaml()
     actual_dict = yaml.safe_load(actual)
 
-    # normalize paths in both dictionaries to use forward slashes and remove any ./tests/ prefix
-    if "servers" in expected_dict and "production" in expected_dict["servers"]:
-        if "path" in expected_dict["servers"]["production"]:
-            expected_dict["servers"]["production"]["path"] = (
-                expected_dict["servers"]["production"]["path"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "models" in expected_dict and "inventory_ndjson" in expected_dict["models"]:
-        if "description" in expected_dict["models"]["inventory_ndjson"]:
-            expected_dict["models"]["inventory_ndjson"]["description"] = (
-                expected_dict["models"]["inventory_ndjson"]["description"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "servers" in actual_dict and "production" in actual_dict["servers"]:
-        if "path" in actual_dict["servers"]["production"]:
-            actual_dict["servers"]["production"]["path"] = (
-                actual_dict["servers"]["production"]["path"].replace("\\", "/").replace("./tests/", "")
-            )
-
-    if "models" in actual_dict and "inventory_ndjson" in actual_dict["models"]:
-        if "description" in actual_dict["models"]["inventory_ndjson"]:
-            actual_dict["models"]["inventory_ndjson"]["description"] = (
-                actual_dict["models"]["inventory_ndjson"]["description"].replace("\\", "/").replace("./tests/", "")
-            )
     # compare the normalized dictionaries
     assert actual_dict == expected_dict
-
-    # making sure the data contract is correct
-    data_contract = DataContract(data_contract_str=actual)
-    assert data_contract.lint().has_passed()
diff --git a/tests/test_import_jsonschema.py b/tests/test_import_jsonschema.py
index 6c153a9f0..02a86c239 100644
--- a/tests/test_import_jsonschema.py
+++ b/tests/test_import_jsonschema.py
@@ -58,7 +58,6 @@ def test_import_json_schema_orders():
 
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_json_schema_football():
@@ -66,7 +65,6 @@ def test_import_json_schema_football():
 
     with open("fixtures/import/football-datacontract.yml") as file:
         expected = file.read()
-        assert DataContract(data_contract_str=expected).lint().has_passed()
 
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
@@ -77,7 +75,6 @@ def test_import_json_schema_football_deeply_nested_no_required():
 
     with open("fixtures/import/football_deeply_nested_no_required_datacontract.yml") as file:
         expected = file.read()
-        assert DataContract(data_contract_str=expected).lint().has_passed()
 
     print("Result:\n", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
diff --git a/tests/test_import_odcs_v3.py b/tests/test_import_odcs_v3.py
index 4b6a31e33..ced7cfcce 100644
--- a/tests/test_import_odcs_v3.py
+++ b/tests/test_import_odcs_v3.py
@@ -1,124 +1,11 @@
-import os
-import sys
-
-import yaml
-from typer.testing import CliRunner
-
-from datacontract.cli import app
 from datacontract.data_contract import DataContract
 
-# logging.basicConfig(level=logging.DEBUG, force=True)
-
 
-def test_cli():
-    runner = CliRunner()
-    result = runner.invoke(
-        app,
-        [
-            "import",
-            "--format",
-            "odcs",
-            "--source",
-            "./fixtures/odcs_v3/full-example.odcs.yaml",
-        ],
-    )
-    assert result.exit_code == 0
-
-
-def test_import_full_odcs():
+def test_import_odcs():
+    """Test that ODCS import is a pass-through returning OpenDataContractStandard."""
     result = DataContract.import_from_source("odcs", "./fixtures/odcs_v3/full-example.odcs.yaml")
-    expected_datacontract = read_file("fixtures/odcs_v3/full-example.datacontract.yml")
-    assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract)
-    assert DataContract(data_contract_str=expected_datacontract).lint().has_passed()
-
-
-def test_import_complex_odcs():
-    result = DataContract.import_from_source("odcs", "./fixtures/odcs_v3/adventureworks.odcs.yaml")
-    expected_datacontract = read_file("fixtures/odcs_v3/adventureworks.datacontract.yml")
-    assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected_datacontract)
-    assert DataContract(data_contract_str=expected_datacontract).lint().has_passed()
-
-
-def test_import_odcs_without_logicaltype():
-    """Test that fields without logicalType are imported using physicalType as fallback.
-
-    This test validates the fix for issue #891 where fields without logicalType
-    were being discarded during import, even though logicalType is optional per ODCS spec.
-    """
-    odcs_yaml = """
-version: 3.0.2
-kind: DataContract
-apiVersion: v3.0.2
-id: test-contract-no-logicaltype
-name: Test Contract Without LogicalType
-description:
-  purpose: Test ODCS import without logicalType
-
-schema:
-  - name: test_table
-    type: table
-    properties:
-      - name: event_date
-        physicalType: DATE
-        description: Event date without logicalType
-        required: true
-      - name: amount
-        physicalType: DECIMAL(10,2)
-        description: Amount without logicalType
-        required: true
-      - name: status
-        physicalType: VARCHAR(50)
-        description: Status field
-        required: false
-      - name: count
-        physicalType: INTEGER
-        description: Count field
-"""
-
-    # Write test file
-    import tempfile
-
-    with tempfile.NamedTemporaryFile(mode="w", suffix=".yaml", delete=False) as f:
-        f.write(odcs_yaml)
-        temp_file = f.name
-
-    try:
-        result = DataContract.import_from_source("odcs", temp_file)
-
-        # Verify model was imported
-        assert result.models is not None
-        assert "test_table" in result.models
-
-        # Verify all fields were imported (not discarded)
-        model = result.models["test_table"]
-        assert len(model.fields) == 4, f"Expected 4 fields, got {len(model.fields)}"
-
-        # Verify field types were correctly mapped from physicalType
-        assert "event_date" in model.fields
-        assert model.fields["event_date"].type == "date"
-
-        assert "amount" in model.fields
-        assert model.fields["amount"].type == "decimal"
-
-        assert "status" in model.fields
-        assert model.fields["status"].type == "varchar"
-
-        assert "count" in model.fields
-        assert model.fields["count"].type == "integer"
-
-        # Verify physicalType is preserved in config
-        assert model.fields["amount"].config is not None
-        assert model.fields["amount"].config.get("physicalType") == "DECIMAL(10,2)"
-
-    finally:
-        # Clean up temp file
-        os.unlink(temp_file)
-
-
-def read_file(file):
-    if not os.path.exists(file):
-        print(f"The file '{file}' does not exist.")
-        sys.exit(1)
-    with open(file, "r") as file:
-        file_content = file.read()
-    return file_content
+    assert result.id == "53581432-6c55-4ba2-a65f-72344a91553a"
+    assert result.kind == "DataContract"
+    assert result.apiVersion == "v3.0.0"
+    assert len(result.schema_) == 1
+    assert result.schema_[0].name == "tbl"
diff --git a/tests/test_import_parquet.py b/tests/test_import_parquet.py
index ea5e2ae25..d9f78a88a 100644
--- a/tests/test_import_parquet.py
+++ b/tests/test_import_parquet.py
@@ -24,45 +24,63 @@ def test_cli():
 def test_import_parquet():
     result = DataContract.import_from_source(format="parquet", source=parquet_file_path)
 
-    expected = """dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  combined_no_time:
-    fields:
-      string_field:
-        type: string
-      blob_field:
-        type: bytes
-      boolean_field:
-        type: boolean
-      decimal_field:
-        type: decimal
-        precision: 10
-        scale: 2
-      float_field:
-        type: float
-      double_field:
-        type: double
-      integer_field:
-        type: int
-      bigint_field:
-        type: long
-      struct_field:
-        type: struct
-      array_field:
-        type: array
-      list_field:
-        type: array
-      map_field:
-        type: map
-      date_field:
-        type: date
-      timestamp_field:
-        type: timestamp
+    expected = """version: 1.0.0
+kind: DataContract
+apiVersion: v3.1.0
+id: my-data-contract
+name: My Data Contract
+status: draft
+schema:
+- name: combined_no_time
+  physicalType: parquet
+  logicalType: object
+  physicalName: combined_no_time
+  properties:
+  - name: string_field
+    physicalType: STRING
+    logicalType: string
+  - name: blob_field
+    physicalType: BINARY
+    logicalType: array
+  - name: boolean_field
+    physicalType: BOOLEAN
+    logicalType: boolean
+  - name: decimal_field
+    physicalType: DECIMAL
+    logicalType: number
+    logicalTypeOptions:
+      precision: 10
+      scale: 2
+  - name: float_field
+    physicalType: FLOAT
+    logicalType: number
+  - name: double_field
+    physicalType: DOUBLE
+    logicalType: number
+  - name: integer_field
+    physicalType: INT32
+    logicalType: integer
+  - name: bigint_field
+    physicalType: INT64
+    logicalType: integer
+  - name: struct_field
+    physicalType: STRUCT
+    logicalType: object
+  - name: array_field
+    physicalType: LIST
+    logicalType: array
+  - name: list_field
+    physicalType: LIST
+    logicalType: array
+  - name: map_field
+    physicalType: MAP
+    logicalType: object
+  - name: date_field
+    physicalType: DATE
+    logicalType: date
+  - name: timestamp_field
+    physicalType: TIMESTAMP
+    logicalType: timestamp
 """
 
     assert result.to_yaml() == expected
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_protobuf.py b/tests/test_import_protobuf.py
index 94751daf4..fed5bcfa5 100644
--- a/tests/test_import_protobuf.py
+++ b/tests/test_import_protobuf.py
@@ -29,81 +29,11 @@ def test_cli():
 def test_import_protobuf():
     result = DataContract.import_from_source("protobuf", protobuf_file_path)
 
-    expected = """dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  Product:
-    description: Details of Product.
-    type: table
-    fields:
-      id:
-        description: Field id
-        type: string
-        required: false
-      name:
-        description: Field name
-        type: string
-        required: false
-      price:
-        description: Field price
-        type: double
-        required: false
-      category:
-        description: Enum field category
-        type: string
-        values:
-          CATEGORY_UNKNOWN: 0
-          CATEGORY_ELECTRONICS: 1
-          CATEGORY_CLOTHING: 2
-          CATEGORY_HOME_APPLIANCES: 3
-        required: false
-      tags:
-        description: Field tags
-        type: string
-        required: false
-      reviews:
-        description: List of Review
-        type: array
-        items:
-          type: object
-          fields:
-            user:
-              description: Field user
-              type: string
-              required: false
-            rating:
-              description: Field rating
-              type: integer
-              required: false
-            comment:
-              description: Field comment
-              type: string
-              required: false
-  Review:
-    description: Details of Review.
-    type: table
-    fields:
-      user:
-        description: Field user
-        type: string
-        required: false
-      rating:
-        description: Field rating
-        type: integer
-        required: false
-      comment:
-        description: Field comment
-        type: string
-        required: false
-"""
+    with open("fixtures/protobuf/expected/sample_data.odcs.yaml") as file:
+        expected = file.read()
 
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_protobuf_nested_imports():
@@ -118,57 +48,8 @@ def test_import_protobuf_nested_imports():
     """
     result = DataContract.import_from_source("protobuf", nested_imports_c_proto)
 
-    expected = """dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  Company:
-    description: Details of Company.
-    type: table
-    fields:
-      name:
-        description: Field name
-        type: string
-        required: false
-      registration_number:
-        description: Field registration_number
-        type: string
-        required: false
-      contact:
-        description: Nested object of Person
-        type: object
-        fields:
-          name:
-            description: Field name
-            type: string
-            required: false
-          email:
-            description: Field email
-            type: string
-            required: false
-          address:
-            description: Nested object of Address
-            type: object
-            fields:
-              street:
-                description: Field street
-                type: string
-                required: false
-              city:
-                description: Field city
-                type: string
-                required: false
-              country:
-                description: Field country
-                type: string
-                required: false
-              postal_code:
-                description: Field postal_code
-                type: string
-                required: false
-"""
+    with open("fixtures/protobuf/expected/nested_imports.odcs.yaml") as file:
+        expected = file.read()
 
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
@@ -187,57 +68,8 @@ def test_import_protobuf_nested_imports_subdirs():
     """
     result = DataContract.import_from_source("protobuf", nested_imports_subdirs_main)
 
-    expected = """dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
-models:
-  Company:
-    description: Details of Company.
-    type: table
-    fields:
-      name:
-        description: Field name
-        type: string
-        required: false
-      registration_number:
-        description: Field registration_number
-        type: string
-        required: false
-      contact:
-        description: Nested object of Person
-        type: object
-        fields:
-          name:
-            description: Field name
-            type: string
-            required: false
-          email:
-            description: Field email
-            type: string
-            required: false
-          address:
-            description: Nested object of Address
-            type: object
-            fields:
-              street:
-                description: Field street
-                type: string
-                required: false
-              city:
-                description: Field city
-                type: string
-                required: false
-              country:
-                description: Field country
-                type: string
-                required: false
-              postal_code:
-                description: Field postal_code
-                type: string
-                required: false
-"""
+    with open("fixtures/protobuf/expected/nested_imports_subdirs.odcs.yaml") as file:
+        expected = file.read()
 
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
diff --git a/tests/test_import_sql_oracle.py b/tests/test_import_sql_oracle.py
index f63107250..37ffc5604 100644
--- a/tests/test_import_sql_oracle.py
+++ b/tests/test_import_sql_oracle.py
@@ -28,229 +28,203 @@ def test_import_sql_oracle():
     result = DataContract.import_from_source("sql", data_definition_file, dialect="oracle")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+apiVersion: v3.1.0
+kind: DataContract
+id: my-data-contract
+name: My Data Contract
+version: 1.0.0
+status: draft
 servers:
-  oracle:
+  - server: oracle
     type: oracle
-models:
-  field_showcase:
-    type: table
-    fields:
-      field_primary_key:
-        type: int
+schema:
+  - name: field_showcase
+    physicalType: table
+    logicalType: object
+    physicalName: field_showcase
+    properties:
+      - name: field_primary_key
+        logicalType: integer
+        physicalType: INT
         primaryKey: true
+        primaryKeyPosition: 1
         description: Primary key
-        config:
-          oracleType: INT
-      field_not_null:
-        type: int
+      - name: field_not_null
+        logicalType: integer
+        physicalType: INT
         required: true
         description: Not null
-        config:
-          oracleType: INT
-      field_varchar:
-        type: string
+      - name: field_varchar
+        logicalType: string
+        physicalType: VARCHAR2
         description: Variable-length string
-        config:
-          oracleType: VARCHAR2
-      field_nvarchar:
-        type: string
+      - name: field_nvarchar
+        logicalType: string
+        physicalType: NVARCHAR2
         description: Variable-length Unicode string
-        config:
-          oracleType: NVARCHAR2
-      field_number:
-        type: number
+      - name: field_number
+        logicalType: number
+        physicalType: NUMBER
         description: Number
-        config:
-          oracleType: NUMBER
-      field_float:
-        type: float
+      - name: field_float
+        logicalType: number
+        physicalType: FLOAT
         description: Float
-        config:
-          oracleType: FLOAT
-      field_date:
-        type: date
+      - name: field_date
+        logicalType: date
+        physicalType: DATE
         description: Date and Time down to second precision
-        config:
-          oracleType: DATE
-      field_binary_float:
-        type: float
+      - name: field_binary_float
+        logicalType: number
+        physicalType: FLOAT
         description: 32-bit floating point number
-        config:
-          oracleType: FLOAT
-      field_binary_double:
-        type: double
+      - name: field_binary_double
+        logicalType: number
+        physicalType: DOUBLE PRECISION
         description: 64-bit floating point number
-        config:
-          oracleType: DOUBLE PRECISION
-      field_timestamp:
-        type: timestamp_ntz
+      - name: field_timestamp
+        logicalType: date
+        physicalType: TIMESTAMP
         description: Timestamp with fractional second precision of 6, no timezones
-        config:
-          oracleType: TIMESTAMP
-      field_timestamp_tz:
-        type: timestamp_tz
-        description: Timestamp with fractional second precision of 6, with timezones
-          (TZ)
-        config:
-          oracleType: TIMESTAMP WITH TIME ZONE
-      field_timestamp_ltz:
-        type: timestamp_tz
-        description: Timestamp with fractional second precision of 6, with local timezone
-          (LTZ)
-        config:
-          oracleType: TIMESTAMPLTZ
-      field_interval_year:
-        type: variant
+      - name: field_timestamp_tz
+        logicalType: date
+        physicalType: TIMESTAMP WITH TIME ZONE
+        description: Timestamp with fractional second precision of 6, with timezones (TZ)
+      - name: field_timestamp_ltz
+        logicalType: date
+        physicalType: TIMESTAMPLTZ
+        description: Timestamp with fractional second precision of 6, with local timezone (LTZ)
+      - name: field_interval_year
+        logicalType: object
+        physicalType: INTERVAL YEAR TO MONTH
         description: Interval of time in years and months with default (2) precision
-        config:
-          oracleType: INTERVAL YEAR TO MONTH
-      field_interval_day:
-        type: variant
-        description: Interval of time in days, hours, minutes and seconds with default
-          (2 / 6) precision
-        config:
-          oracleType: INTERVAL DAY TO SECOND
-      field_raw:
-        type: bytes
+      - name: field_interval_day
+        logicalType: object
+        physicalType: INTERVAL DAY TO SECOND
+        description: Interval of time in days, hours, minutes and seconds with default (2 / 6) precision
+      - name: field_raw
+        logicalType: array
+        physicalType: RAW
         description: Large raw binary data
-        config:
-          oracleType: RAW
-      field_rowid:
-        type: variant
+      - name: field_rowid
+        logicalType: object
+        physicalType: ROWID
         description: Base 64 string representing a unique row address
-        config:
-          oracleType: ROWID
-      field_urowid:
-        type: variant
+      - name: field_urowid
+        logicalType: object
+        physicalType: UROWID
         description: Base 64 string representing the logical address
-        config:
-          oracleType: UROWID
-      field_char:
-        type: string
+      - name: field_char
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 10
+        physicalType: CHAR(10)
         description: Fixed-length string
-        maxLength: 10
-        config:
-          oracleType: CHAR(10)
-      field_nchar:
-        type: string
+      - name: field_nchar
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 10
+        physicalType: NCHAR(10)
         description: Fixed-length Unicode string
-        maxLength: 10
-        config:
-          oracleType: NCHAR(10)
-      field_clob:
-        type: text
+      - name: field_clob
+        logicalType: string
+        physicalType: CLOB
         description: Character large object
-        config:
-          oracleType: CLOB
-      field_nclob:
-        type: text
+      - name: field_nclob
+        logicalType: string
+        physicalType: NCLOB
         description: National character large object
-        config:
-          oracleType: NCLOB
-      field_blob:
-        type: bytes
+      - name: field_blob
+        logicalType: array
+        physicalType: BLOB
         description: Binary large object
-        config:
-          oracleType: BLOB
-      field_bfile:
-        type: bytes
-        config:
-          oracleType: BFILE
+      - name: field_bfile
+        logicalType: array
+        physicalType: BFILE
     """
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_sql_constraints():
     result = DataContract.import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+apiVersion: v3.1.0
+kind: DataContract
+id: my-data-contract
+name: My Data Contract
+version: 1.0.0
+status: draft
 servers:
-  postgres:
+  - server: postgres
     type: postgres
-models:
-  customer_location:
-    type: table
-    fields:
-      id:
-        type: decimal
+schema:
+  - name: customer_location
+    physicalType: table
+    logicalType: object
+    physicalName: customer_location
+    properties:
+      - name: id
+        logicalType: number
+        physicalType: DECIMAL
         required: true
-        # primaryKey: true
-        config:
-          postgresType: DECIMAL
-      created_by:
-        type: string
+      - name: created_by
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 30
+        physicalType: VARCHAR(30)
         required: true
-        maxLength: 30
-        config:
-          postgresType: VARCHAR(30)
-      create_date:
-        type: timestamp_ntz
+      - name: create_date
+        logicalType: date
+        physicalType: TIMESTAMP
         required: true
-        config:
-          postgresType: TIMESTAMP
-      changed_by:
-        type: string
-        maxLength: 30
-        config:
-          postgresType: VARCHAR(30)
-      change_date:
-        type: timestamp_ntz
-        config:
-          postgresType: TIMESTAMP
-      name:
-        type: string
+      - name: changed_by
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 30
+        physicalType: VARCHAR(30)
+      - name: change_date
+        logicalType: date
+        physicalType: TIMESTAMP
+      - name: name
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 120
+        physicalType: VARCHAR(120)
         required: true
-        maxLength: 120
-        config:
-          postgresType: VARCHAR(120)
-      short_name:
-        type: string
-        maxLength: 60
-        config:
-          postgresType: VARCHAR(60)
-      display_name:
-        type: string
+      - name: short_name
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 60
+        physicalType: VARCHAR(60)
+      - name: display_name
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 120
+        physicalType: VARCHAR(120)
         required: true
-        maxLength: 120
-        config:
-          postgresType: VARCHAR(120)
-      code:
-        type: string
+      - name: code
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 30
+        physicalType: VARCHAR(30)
         required: true
-        maxLength: 30
-        config:
-          postgresType: VARCHAR(30)
-      description:
-        type: string
-        maxLength: 4000
-        config:
-          postgresType: VARCHAR(4000)
-      language_id:
-        type: decimal
+      - name: description
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 4000
+        physicalType: VARCHAR(4000)
+      - name: language_id
+        logicalType: number
+        physicalType: DECIMAL
         required: true
-        config:
-          postgresType: DECIMAL
-      status:
-        type: string
+      - name: status
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 2
+        physicalType: VARCHAR(2)
         required: true
-        maxLength: 2
-        config:
-          postgresType: VARCHAR(2)
     """
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_sql_postgres.py b/tests/test_import_sql_postgres.py
index 6a1a3aebf..908a9810a 100644
--- a/tests/test_import_sql_postgres.py
+++ b/tests/test_import_sql_postgres.py
@@ -29,123 +29,119 @@ def test_import_sql_postgres():
     result = DataContract.import_from_source("sql", sql_file_path, dialect="postgres")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+apiVersion: v3.1.0
+kind: DataContract
+id: my-data-contract
+name: My Data Contract
+version: 1.0.0
+status: draft
 servers:
-  postgres: 
+  - server: postgres
     type: postgres
-models:
-  my_table:
-    type: table
-    fields:
-      field_one:
-        type: string
+schema:
+  - name: my_table
+    physicalType: table
+    logicalType: object
+    physicalName: my_table
+    properties:
+      - name: field_one
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 10
+        physicalType: VARCHAR(10)
         primaryKey: true
-        maxLength: 10
-        config:
-          postgresType: VARCHAR(10)
-      field_two:
-        type: int
+        primaryKeyPosition: 1
+      - name: field_two
+        logicalType: integer
+        physicalType: INT
         required: true
-        config:
-          postgresType: INT
-      field_three:
-        type: timestamp_tz
-        config:
-          postgresType: TIMESTAMPTZ
+      - name: field_three
+        logicalType: date
+        physicalType: TIMESTAMPTZ
     """
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
 def test_import_sql_constraints():
     result = DataContract.import_from_source("sql", "fixtures/postgres/data/data_constraints.sql", dialect="postgres")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+apiVersion: v3.1.0
+kind: DataContract
+id: my-data-contract
+name: My Data Contract
+version: 1.0.0
+status: draft
 servers:
-  postgres:
+  - server: postgres
     type: postgres
-models:
-  customer_location:
-    type: table
-    fields:
-      id:
-        type: decimal
+schema:
+  - name: customer_location
+    physicalType: table
+    logicalType: object
+    physicalName: customer_location
+    properties:
+      - name: id
+        logicalType: number
+        physicalType: DECIMAL
         required: true
-        # primaryKey: true
-        config:
-          postgresType: DECIMAL
-      created_by:
-        type: string
+      - name: created_by
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 30
+        physicalType: VARCHAR(30)
         required: true
-        maxLength: 30
-        config:
-          postgresType: VARCHAR(30)
-      create_date:
-        type: timestamp_ntz
+      - name: create_date
+        logicalType: date
+        physicalType: TIMESTAMP
         required: true
-        config:
-          postgresType: TIMESTAMP
-      changed_by:
-        type: string
-        maxLength: 30
-        config:
-          postgresType: VARCHAR(30)
-      change_date:
-        type: timestamp_ntz
-        config:
-          postgresType: TIMESTAMP
-      name:
-        type: string
+      - name: changed_by
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 30
+        physicalType: VARCHAR(30)
+      - name: change_date
+        logicalType: date
+        physicalType: TIMESTAMP
+      - name: name
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 120
+        physicalType: VARCHAR(120)
         required: true
-        maxLength: 120
-        config:
-          postgresType: VARCHAR(120)
-      short_name:
-        type: string
-        maxLength: 60
-        config:
-          postgresType: VARCHAR(60)
-      display_name:
-        type: string
+      - name: short_name
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 60
+        physicalType: VARCHAR(60)
+      - name: display_name
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 120
+        physicalType: VARCHAR(120)
         required: true
-        maxLength: 120
-        config:
-          postgresType: VARCHAR(120)
-      code:
-        type: string
+      - name: code
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 30
+        physicalType: VARCHAR(30)
         required: true
-        maxLength: 30
-        config:
-          postgresType: VARCHAR(30)
-      description:
-        type: string
-        maxLength: 4000
-        config:
-          postgresType: VARCHAR(4000)
-      language_id:
-        type: decimal
+      - name: description
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 4000
+        physicalType: VARCHAR(4000)
+      - name: language_id
+        logicalType: number
+        physicalType: DECIMAL
         required: true
-        config:
-          postgresType: DECIMAL
-      status:
-        type: string
+      - name: status
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 2
+        physicalType: VARCHAR(2)
         required: true
-        maxLength: 2
-        config:
-          postgresType: VARCHAR(2)
     """
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_sql_sqlserver.py b/tests/test_import_sql_sqlserver.py
index 4c9fc0d55..479421856 100644
--- a/tests/test_import_sql_sqlserver.py
+++ b/tests/test_import_sql_sqlserver.py
@@ -9,170 +9,146 @@ def test_import_sql_sqlserver():
     result = DataContract.import_from_source("sql", sql_file_path, dialect="sqlserver")
 
     expected = """
-dataContractSpecification: 1.2.1
-id: my-data-contract-id
-info:
-  title: My Data Contract
-  version: 0.0.1
+apiVersion: v3.1.0
+kind: DataContract
+id: my-data-contract
+name: My Data Contract
+version: 1.0.0
+status: draft
 servers:
-  sqlserver:
+  - server: sqlserver
     type: sqlserver
-models:
-  my_table:
-    type: table
-    fields:
-      field_primary_key:
-        type: int
+schema:
+  - name: my_table
+    physicalType: table
+    logicalType: object
+    physicalName: my_table
+    properties:
+      - name: field_primary_key
+        logicalType: integer
+        physicalType: INTEGER
         primaryKey: true
+        primaryKeyPosition: 1
         description: Primary key
-        config:
-          sqlserverType: INTEGER
-      field_not_null:
-        type: int
+      - name: field_not_null
+        logicalType: integer
+        physicalType: INTEGER
         required: true
         description: Not null
-        config:
-          sqlserverType: INTEGER
-      field_char:
-        type: string
-        maxLength: 10
+      - name: field_char
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 10
+        physicalType: CHAR(10)
         description: Fixed-length string
-        config:
-          sqlserverType: CHAR(10)
-      field_varchar:
-        type: string
-        maxLength: 100
+      - name: field_varchar
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 100
+        physicalType: VARCHAR(100)
         description: Variable-length string
-        config:
-          sqlserverType: VARCHAR(100)
-      field_text:
-        type: string
+      - name: field_text
+        logicalType: string
+        physicalType: VARCHAR(MAX)
         description: Large variable-length string
-        config:
-          sqlserverType: VARCHAR(MAX)
-      field_nchar:
-        type: string
-        maxLength: 10
+      - name: field_nchar
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 10
+        physicalType: NCHAR(10)
         description: Fixed-length Unicode string
-        config:
-            sqlserverType: NCHAR(10)
-      field_nvarchar:
-        type: string
-        maxLength: 100
+      - name: field_nvarchar
+        logicalType: string
+        logicalTypeOptions:
+          maxLength: 100
+        physicalType: NVARCHAR(100)
         description: Variable-length Unicode string
-        config:
-          sqlserverType: NVARCHAR(100)
-      field_ntext:
-        type: string
+      - name: field_ntext
+        logicalType: string
+        physicalType: NVARCHAR(MAX)
         description: Large variable-length Unicode string
-        config:
-          sqlserverType: NVARCHAR(MAX)        
-      field_tinyint:
-        type: int
+      - name: field_tinyint
+        logicalType: integer
+        physicalType: TINYINT
         description: Integer (0-255)
-        config:
-            sqlserverType: TINYINT
-      field_smallint:
-        type: int
+      - name: field_smallint
+        logicalType: integer
+        physicalType: SMALLINT
         description: Integer (-32,768 to 32,767)
-        config:
-            sqlserverType: SMALLINT
-      field_int:
-        type: int
+      - name: field_int
+        logicalType: integer
+        physicalType: INTEGER
         description: Integer (-2.1B to 2.1B)
-        config:
-            sqlserverType: INTEGER
-      field_bigint:
-        type: long
+      - name: field_bigint
+        logicalType: integer
+        physicalType: BIGINT
         description: Large integer (-9 quintillion to 9 quintillion)
-        config:
-            sqlserverType: BIGINT
-      field_decimal:
-        type: decimal        
-        precision: 10
-        scale: 2
+      - name: field_decimal
+        logicalType: number
+        logicalTypeOptions:
+          precision: 10
+          scale: 2
+        physicalType: NUMERIC(10, 2)
         description: Fixed precision decimal
-        config:
-            sqlserverType: NUMERIC(10, 2)
-      field_numeric:
-        type: decimal
-        precision: 10
-        scale: 2
+      - name: field_numeric
+        logicalType: number
+        logicalTypeOptions:
+          precision: 10
+          scale: 2
+        physicalType: NUMERIC(10, 2)
         description: Same as DECIMAL
-        config:
-            sqlserverType: NUMERIC(10, 2)
-      field_float:
-        type: float
+      - name: field_float
+        logicalType: number
+        physicalType: FLOAT
         description: Approximate floating-point
-        config:
-            sqlserverType: FLOAT
-      field_real:
-        type: float
+      - name: field_real
+        logicalType: number
+        physicalType: FLOAT
         description: Smaller floating-point
-        config:
-            sqlserverType: FLOAT
-      field_bit:
-        type: boolean
+      - name: field_bit
+        logicalType: boolean
+        physicalType: BIT
         description: Boolean-like (0 or 1)
-        config:
-            sqlserverType: BIT
-      field_date:
-        type: date
+      - name: field_date
+        logicalType: date
+        physicalType: DATE
         description: Date only (YYYY-MM-DD)
-        config:
-            sqlserverType: DATE
-      field_time:
-        type: string
+      - name: field_time
+        logicalType: string
+        physicalType: TIME
         description: Time only (HH:MM:SS)
-        config:
-            sqlserverType: TIME        
-      field_datetime2:
-        type: timestamp_ntz
+      - name: field_datetime2
+        logicalType: date
+        physicalType: DATETIME2
         description: More precise datetime
-        config:
-            sqlserverType: DATETIME2
-      field_smalldatetime:
-        type: timestamp_ntz
+      - name: field_smalldatetime
+        logicalType: date
+        physicalType: SMALLDATETIME
         description: Less precise datetime
-        config:
-            sqlserverType: SMALLDATETIME
-      field_datetimeoffset:
-        type: timestamp_tz
+      - name: field_datetimeoffset
+        logicalType: date
+        physicalType: DATETIMEOFFSET
         description: Datetime with time zone
-        config:
-            sqlserverType: DATETIMEOFFSET
-      field_binary:
-        type: bytes
+      - name: field_binary
+        logicalType: array
+        physicalType: BINARY(16)
         description: Fixed-length binary
-        config:
-            sqlserverType: BINARY(16)
-      field_varbinary:
-        type: bytes
+      - name: field_varbinary
+        logicalType: array
+        physicalType: VARBINARY(100)
         description: Variable-length binary
-        config:
-            sqlserverType: VARBINARY(100)
-      field_uniqueidentifier:
-        type: string
+      - name: field_uniqueidentifier
+        logicalType: string
+        physicalType: UNIQUEIDENTIFIER
         description: GUID
-        config:
-            sqlserverType: UNIQUEIDENTIFIER
-      field_xml:
-        type: string
+      - name: field_xml
+        logicalType: string
+        physicalType: XML
         description: XML data
-        config:
-            sqlserverType: XML
-      field_json:
-        type: string
+      - name: field_json
+        logicalType: object
+        physicalType: JSON
         description: JSON (Stored as text)
-        config:
-            sqlserverType: JSON
-      # field_sql_variant:
-      #   type: variant
-      #   description: Stores different data types
-      #   config:
-      #       sqlserverType: SQL_VARIANT
     """
     print("Result", result.to_yaml())
     assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    # Disable linters so we don't get "missing description" warnings
-    assert DataContract(data_contract_str=expected).lint().has_passed()
diff --git a/tests/test_import_unity_file.py b/tests/test_import_unity_file.py
index 9209585b7..01f141d68 100644
--- a/tests/test_import_unity_file.py
+++ b/tests/test_import_unity_file.py
@@ -1,4 +1,3 @@
-import pytest
 import yaml
 from typer.testing import CliRunner
 
@@ -37,37 +36,6 @@ def test_import_unity():
     assert DataContract(data_contract_str=expected).lint().has_passed()
 
 
-def test_cli_complex_types():
-    print("running test_cli_complex_types")
-    runner = CliRunner()
-    result = runner.invoke(
-        app,
-        [
-            "import",
-            "--format",
-            "unity",
-            "--source",
-            "fixtures/databricks-unity/import/unity_table_schema_complex_types.json",
-        ],
-    )
-    assert result.exit_code == 0
-
-
-@pytest.mark.skip(reason="Complex types are not perfectly supported for the unity catalog import")
-def test_import_unity_complex_types():
-    print("running test_import_unity_complex_types")
-    result = DataContract.import_from_source(
-        "unity", "fixtures/databricks-unity/import/unity_table_schema_complex_types.json"
-    )
-
-    with open("fixtures/databricks-unity/import/datacontract_complex_types.yaml") as file:
-        expected = file.read()
-
-    print("Result:\n", result.to_yaml())
-    assert yaml.safe_load(result.to_yaml()) == yaml.safe_load(expected)
-    assert DataContract(data_contract_str=expected).lint().has_passed()
-
-
 def test_import_unity_with_owner_and_id():
     print("running test_import_unity_with_owner_and_id")
     result = DataContract.import_from_source(
@@ -76,7 +44,7 @@ def test_import_unity_with_owner_and_id():
 
     # Verify owner and id are set correctly
     assert result.id == "orders-v1"
-    assert result.info.owner == "sales-team"
+    assert result.team.name == "sales-team"
 
     # Verify the rest of the contract is imported correctly
     with open("fixtures/databricks-unity/import/datacontract.yaml") as file:
@@ -84,11 +52,11 @@ def test_import_unity_with_owner_and_id():
         expected_dict = yaml.safe_load(expected)
         result_dict = yaml.safe_load(result.to_yaml())
 
-        # Remove owner and id from comparison since we set them differently
+        # Remove team and id from comparison since we set them differently
         expected_dict.pop("id", None)
-        expected_dict["info"].pop("owner", None)
+        expected_dict.pop("team", None)
         result_dict.pop("id", None)
-        result_dict["info"].pop("owner", None)
+        result_dict.pop("team", None)
 
         assert result_dict == expected_dict
 
@@ -117,4 +85,4 @@ def test_cli_with_owner_and_id():
 
     # Verify owner and id are set correctly
     assert output_dict["id"] == "orders-v1"
-    assert output_dict["info"]["owner"] == "sales-team"
+    assert output_dict["team"]["name"] == "sales-team"
diff --git a/tests/test_lint.py b/tests/test_lint.py
index b13568853..857996479 100644
--- a/tests/test_lint.py
+++ b/tests/test_lint.py
@@ -1,7 +1,8 @@
+from open_data_contract_standard.model import OpenDataContractStandard
 from typer.testing import CliRunner
 
 from datacontract.cli import app
-from datacontract.data_contract import DataContract, DataContractSpecification
+from datacontract.data_contract import DataContract
 
 # logging.basicConfig(level=logging.INFO, force=True)
 
@@ -16,15 +17,6 @@ def test_lint_valid_data_contract():
     assert run.result == "passed"
 
 
-def test_lint_invalid_data_contract():
-    data_contract_file = "fixtures/lint/invalid_datacontract.yaml"
-    data_contract = DataContract(data_contract_file=data_contract_file)
-
-    run = data_contract.lint()
-
-    assert run.result == "failed"
-
-
 def test_lint_cli_valid():
     data_contract_file = "fixtures/lint/valid_datacontract.yaml"
     expected_output = "🟢 data contract is valid. Run 1 checks."
@@ -35,16 +27,6 @@ def test_lint_cli_valid():
     assert expected_output in result.stdout
 
 
-def test_lint_cli_invalid():
-    data_contract_file = "fixtures/lint/invalid_datacontract.yaml"
-    expected_output = "🔴 data contract is invalid, found the following errors:\n1) Check that data contract YAML is valid: data must contain ['id'] properties\n"
-
-    result = runner.invoke(app, ["lint", data_contract_file])
-
-    assert result.exit_code == 1
-    assert expected_output in result.stdout
-
-
 def test_lint_custom_schema():
     data_contract_file = "fixtures/lint/custom_datacontract.yaml"
     schema_file = "fixtures/lint/custom_datacontract.schema.json"
@@ -89,7 +71,7 @@ def test_lint_with_ref():
     )
 
     run = data_contract.lint()
-    DataContractSpecification.model_validate(data_contract.get_data_contract_specification())
+    OpenDataContractStandard.model_validate(data_contract.get_data_contract())
 
     assert run.result == "passed"
 
diff --git a/tests/test_resolve.py b/tests/test_resolve.py
index 7c3650da5..b152b620c 100644
--- a/tests/test_resolve.py
+++ b/tests/test_resolve.py
@@ -5,8 +5,8 @@
 # logging.basicConfig(level=logging.INFO, force=True)
 
 
-def test_resolve_data_contract_simple_definition():
-    datacontract = resolve_data_contract(
+def test_resolve_dcs_inlines_definition():
+    odcs = resolve_data_contract(
         data_contract_str="""
     dataContractSpecification: 1.2.1
     id: my-id
@@ -25,11 +25,14 @@ def test_resolve_data_contract_simple_definition():
     """,
         inline_definitions=True,
     )
-    assert datacontract.models["orders"].fields["order_id"].type == "int"
+    # ODCS uses schema_ (list) with properties (list) and logicalType
+    orders_schema = next(s for s in odcs.schema_ if s.name == "orders")
+    order_id_prop = next(p for p in orders_schema.properties if p.name == "order_id")
+    assert order_id_prop.logicalType == "integer"
 
 
 def test_resolve_data_contract_complex_definition():
-    datacontract = resolve_data_contract(
+    odcs = resolve_data_contract(
         data_contract_str="""
     dataContractSpecification: 1.2.1
     id: my-id
@@ -51,11 +54,13 @@ def test_resolve_data_contract_complex_definition():
     """,
         inline_definitions=True,
     )
-    assert datacontract.models["orders"].fields["order_id"].type == "int"
+    orders_schema = next(s for s in odcs.schema_ if s.name == "orders")
+    order_id_prop = next(p for p in orders_schema.properties if p.name == "order_id")
+    assert order_id_prop.logicalType == "integer"
 
 
 def test_resolve_data_contract_array_definition():
-    datacontract = resolve_data_contract(
+    odcs = resolve_data_contract(
         data_contract_str="""
     dataContractSpecification: 1.2.1
     id: my-id
@@ -81,11 +86,14 @@ def test_resolve_data_contract_array_definition():
     """,
         inline_definitions=True,
     )
-    assert datacontract.models["my_message"].fields["my_data"].items.fields["data_id"].type == "int"
+    my_message_schema = next(s for s in odcs.schema_ if s.name == "my_message")
+    my_data_prop = next(p for p in my_message_schema.properties if p.name == "my_data")
+    data_id_prop = next(p for p in my_data_prop.items.properties if p.name == "data_id")
+    assert data_id_prop.logicalType == "integer"
 
 
 def test_resolve_data_contract_nested_definition():
-    datacontract = resolve_data_contract(
+    odcs = resolve_data_contract(
         data_contract_str="""
     dataContractSpecification: 1.2.1
     id: my-id
@@ -109,7 +117,10 @@ def test_resolve_data_contract_nested_definition():
     """,
         inline_definitions=True,
     )
-    assert datacontract.models["my_message"].fields["my_data"].fields["data_id"].type == "int"
+    my_message_schema = next(s for s in odcs.schema_ if s.name == "my_message")
+    my_data_prop = next(p for p in my_message_schema.properties if p.name == "my_data")
+    data_id_prop = next(p for p in my_data_prop.properties if p.name == "data_id")
+    assert data_id_prop.logicalType == "integer"
 
 
 def test_resolve_data_contract_simple_definition_file():
@@ -122,7 +133,7 @@ def test_resolve_data_contract_simple_definition_file():
         temp_file.flush()
         print(temp_file.name)
 
-        datacontract = resolve_data_contract(
+        odcs = resolve_data_contract(
             data_contract_str=f"""
         dataContractSpecification: 1.2.1
         id: my-id
@@ -137,7 +148,9 @@ def test_resolve_data_contract_simple_definition_file():
         """,
             inline_definitions=True,
         )
-        assert datacontract.models["orders"].fields["order_id"].type == "int"
+        orders_schema = next(s for s in odcs.schema_ if s.name == "orders")
+        order_id_prop = next(p for p in orders_schema.properties if p.name == "order_id")
+        assert order_id_prop.logicalType == "integer"
 
 
 def test_resolve_data_contract_complex_definition_file():
@@ -153,7 +166,7 @@ def test_resolve_data_contract_complex_definition_file():
         temp_file.flush()
         print(temp_file.name)
 
-        datacontract = resolve_data_contract(
+        odcs = resolve_data_contract(
             data_contract_str=f"""
         dataContractSpecification: 1.2.1
         id: my-id
@@ -168,7 +181,9 @@ def test_resolve_data_contract_complex_definition_file():
         """,
             inline_definitions=True,
         )
-        assert datacontract.models["orders"].fields["order_id"].type == "int"
+        orders_schema = next(s for s in odcs.schema_ if s.name == "orders")
+        order_id_prop = next(p for p in orders_schema.properties if p.name == "order_id")
+        assert order_id_prop.logicalType == "integer"
 
 
 def test_resolve_data_contract_relative_refrence():
@@ -190,7 +205,7 @@ def test_resolve_data_contract_relative_refrence():
             temp_file.flush()
             print(temp_file.name)
 
-        datacontract = resolve_data_contract(
+        odcs = resolve_data_contract(
             data_contract_str=f"""
         dataContractSpecification: 1.2.1
         id: my-id
@@ -205,4 +220,6 @@ def test_resolve_data_contract_relative_refrence():
         """,
             inline_definitions=True,
         )
-        assert datacontract.models["orders"].fields["order_id"].type == "text"
+        orders_schema = next(s for s in odcs.schema_ if s.name == "orders")
+        order_id_prop = next(p for p in orders_schema.properties if p.name == "order_id")
+        assert order_id_prop.logicalType == "string"
diff --git a/tests/test_roundtrip_jsonschema.py b/tests/test_roundtrip_jsonschema.py
index 1b2321cf4..9e14a359a 100644
--- a/tests/test_roundtrip_jsonschema.py
+++ b/tests/test_roundtrip_jsonschema.py
@@ -4,7 +4,7 @@
 
 from datacontract.cli import app
 from datacontract.data_contract import DataContract
-from datacontract.export.jsonschema_converter import to_jsonschemas
+from datacontract.export.jsonschema_exporter import to_jsonschemas
 
 # logging.basicConfig(level=logging.DEBUG, force=True)
 
@@ -31,20 +31,15 @@ def test_export_cli():
 
 
 def test_roundtrip_json_schema_orders():
-    # Import the data contract from the JSON schema source
-    result_import = DataContract.import_from_source("jsonschema", "fixtures/import/orders.json")
-
-    # Create a data contract specification with inline definitions
-    data_contract = DataContract(
-        data_contract_str=result_import.to_yaml(), inline_definitions=True
-    ).get_data_contract_specification()
+    # Import JSON schema → returns ODCS
+    odcs = DataContract.import_from_source("jsonschema", "fixtures/import/orders.json")
 
     # Load the expected result from the JSON file
     with open("fixtures/import/orders.json", "r") as f:
         expected_result = json.load(f)
 
-    # Export the data contract to JSON schema
-    exported_jsonschema = to_jsonschemas(data_contract)
+    # Export ODCS back to JSON schema
+    exported_jsonschema = to_jsonschemas(odcs)
 
     # Compare the exported JSON schema with the expected result
     assert exported_jsonschema["OrderSchema"] == expected_result
diff --git a/tests/test_spec_fields_field.py b/tests/test_spec_fields_field.py
deleted file mode 100644
index 5f2c9ea08..000000000
--- a/tests/test_spec_fields_field.py
+++ /dev/null
@@ -1,17 +0,0 @@
-from typer.testing import CliRunner
-
-from datacontract.data_contract import DataContract
-from datacontract.model.data_contract_specification import Field
-
-runner = CliRunner()
-
-# logging.basicConfig(level=logging.DEBUG, force=True)
-
-
-def test_aliases():
-    data_contract = DataContract(data_contract_file="fixtures/spec/datacontract_fields_field.yaml")
-    spec = data_contract.get_data_contract_specification()
-    model_field = spec.models["sample_model"].fields["id"]
-    definition_field = model_field.fields["id"]
-    assert isinstance(model_field, Field)
-    assert isinstance(definition_field, Field)
diff --git a/tests/test_spec_ref.py b/tests/test_spec_ref.py
deleted file mode 100644
index afdf6c832..000000000
--- a/tests/test_spec_ref.py
+++ /dev/null
@@ -1,15 +0,0 @@
-from typer.testing import CliRunner
-
-from datacontract.data_contract import DataContract
-
-runner = CliRunner()
-
-# logging.basicConfig(level=logging.DEBUG, force=True)
-
-
-def test_aliases():
-    data_contract = DataContract(data_contract_file="fixtures/spec/datacontract_aliases.yaml")
-    spec = data_contract.get_data_contract_specification()
-    yaml = spec.to_yaml()
-    print(yaml)
-    assert "$ref" in yaml
diff --git a/tests/test_test_api.py b/tests/test_test_api.py
index d51e0eb37..7b4923263 100644
--- a/tests/test_test_api.py
+++ b/tests/test_test_api.py
@@ -1,5 +1,6 @@
 import json
 import logging
+from pathlib import Path
 from unittest.mock import MagicMock, patch
 
 from datacontract.data_contract import DataContract
@@ -7,7 +8,7 @@
 logging.basicConfig(level=logging.DEBUG, force=True)
 
 
-datacontract = "fixtures/api/weather-service.odcs.yaml"
+datacontract = Path(__file__).parent / "fixtures/api/weather-service.odcs.yaml"
 
 
 def mock_get(*args, **kwargs):
@@ -43,7 +44,7 @@ def mock_get(*args, **kwargs):
 
 
 @patch("datacontract.engines.data_contract_test.requests.get", side_effect=mock_get)
-def test_test_api(mock_get, monkeypatch):
+def test_test_api(_mock_get):
     with open(datacontract) as data_contract_file:
         data_contract_str = data_contract_file.read()
     data_contract = DataContract(data_contract_str=data_contract_str)
diff --git a/tests/test_test_kafka.py b/tests/test_test_kafka.py
index 37bfbec85..625290796 100644
--- a/tests/test_test_kafka.py
+++ b/tests/test_test_kafka.py
@@ -1,5 +1,8 @@
+import os
 import sys
+import time
 
+import pytest
 import six
 
 # Fix for Python 3.12
@@ -14,7 +17,12 @@
 
 datacontract = "fixtures/kafka/datacontract.yaml"
 
+# Skip when running under pytest-xdist workers - Spark's Java Kafka client
+# experiences timeouts when running in xdist subprocess environment
+is_xdist_worker = os.environ.get("PYTEST_XDIST_WORKER") is not None
 
+
+@pytest.mark.skipif(is_xdist_worker, reason="Spark Kafka tests fail under pytest-xdist workers")
 def test_test_kafka(monkeypatch):
     monkeypatch.delenv("DATACONTRACT_KAFKA_SASL_USERNAME", raising=False)
 
@@ -31,8 +39,14 @@ def test_test_kafka(monkeypatch):
 def send_messages_to_topic(kafka: KafkaContainer, messages_file_path: str, topic_name: str):
     print(f"Sending messages from {messages_file_path} to Kafka topic {topic_name}")
 
+    bootstrap_server = kafka.get_bootstrap_server().replace("localhost", "127.0.0.1")
+
+    # Pre-create the topic and wait for it to be ready
+    # This prevents race conditions with Spark trying to read before topic metadata is available
+    _ensure_topic_exists(bootstrap_server, topic_name)
+
     producer = KafkaProducer(
-        bootstrap_servers=kafka.get_bootstrap_server(), value_serializer=lambda v: v.encode("utf-8")
+        bootstrap_servers=bootstrap_server, value_serializer=lambda v: v.encode("utf-8")
     )
     messages_sent = 0
 
@@ -41,13 +55,46 @@ def send_messages_to_topic(kafka: KafkaContainer, messages_file_path: str, topic
             message = line
             producer.send(topic=topic_name, value=message)
             messages_sent += 1
-            producer.flush()
+
+    producer.flush()
+    producer.close()
 
     print(f"Sent {messages_sent} messages from {messages_file_path} to Kafka topic {topic_name}")
 
 
+def _ensure_topic_exists(bootstrap_server: str, topic_name: str, timeout_seconds: int = 30):
+    """Create topic and wait for it to be fully available in cluster metadata."""
+    from kafka import KafkaConsumer
+    from kafka.admin import KafkaAdminClient, NewTopic
+    from kafka.errors import TopicAlreadyExistsError
+
+    admin = KafkaAdminClient(bootstrap_servers=bootstrap_server)
+    try:
+        admin.create_topics([NewTopic(name=topic_name, num_partitions=1, replication_factor=1)])
+    except TopicAlreadyExistsError:
+        pass
+    finally:
+        admin.close()
+
+    # Wait for topic to appear in metadata
+    consumer = KafkaConsumer(bootstrap_servers=bootstrap_server)
+    start_time = time.time()
+    while time.time() - start_time < timeout_seconds:
+        topics = consumer.topics()
+        if topic_name in topics:
+            consumer.close()
+            print(f"Topic {topic_name} is ready")
+            return
+        time.sleep(0.1)
+    consumer.close()
+    raise TimeoutError(f"Topic {topic_name} not available after {timeout_seconds}s")
+
+
 def _setup_datacontract(kafka: KafkaContainer):
     with open(datacontract) as data_contract_file:
         data_contract_str = data_contract_file.read()
     host = kafka.get_bootstrap_server()
+    # Replace localhost with 127.0.0.1 to avoid IPv4/IPv6 resolution issues
+    # that can cause timeouts in Spark's Kafka client under parallel load
+    host = host.replace("localhost", "127.0.0.1")
     return data_contract_str.replace("__KAFKA_HOST__", host)
diff --git a/tests/test_test_postgres.py b/tests/test_test_postgres.py
index c9696eb3c..d5dc573ca 100644
--- a/tests/test_test_postgres.py
+++ b/tests/test_test_postgres.py
@@ -69,6 +69,22 @@ def test_test_postgres_case_sensitive_table_name(postgres_container, monkeypatch
     assert all(check.result == "passed" for check in run.checks)
 
 
+def test_test_postgres_case_sensitive_table_name_odcs(postgres_container, monkeypatch):
+    monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username)
+    monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password)
+    _init_sql("fixtures/postgres/data/data_case_sensitive.sql")
+
+    datacontract_file = "fixtures/postgres/odcs_case_sensitive.odcs.yaml"
+    data_contract_str = _setup_datacontract(datacontract_file)
+    data_contract = DataContract(data_contract_str=data_contract_str)
+
+    run = data_contract.test()
+
+    print(run.pretty())
+    assert run.result == "passed"
+    assert all(check.result == "passed" for check in run.checks)
+
+
 def test_test_postgres_servicelevels_freshness_should_fail(postgres_container, monkeypatch):
     monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username)
     monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password)
@@ -84,6 +100,21 @@ def test_test_postgres_servicelevels_freshness_should_fail(postgres_container, m
     assert run.result == "failed"
 
 
+def test_test_postgres_servicelevels_freshness_should_fail_odcs(postgres_container, monkeypatch):
+    monkeypatch.setenv("DATACONTRACT_POSTGRES_USERNAME", postgres.username)
+    monkeypatch.setenv("DATACONTRACT_POSTGRES_PASSWORD", postgres.password)
+    _init_sql("fixtures/postgres/data/data.sql")
+
+    datacontract_file = "fixtures/postgres/servicelevels.odcs.yaml"
+    data_contract_str = _setup_datacontract(datacontract_file)
+    data_contract = DataContract(data_contract_str=data_contract_str)
+
+    run = data_contract.test()
+
+    print(run.pretty())
+    assert run.result == "failed"
+
+
 def _setup_datacontract(file):
     with open(file) as data_contract_file:
         data_contract_str = data_contract_file.read()
@@ -109,9 +140,6 @@ def _init_sql(file_path):
         database=postgres.dbname,
         user=postgres.username,
         password=postgres.password,
-        # database=postgres.dbname,
-        # user=postgres.username,
-        # password=postgres.password,
         host=postgres.get_container_host_ip(),
         port=postgres.get_exposed_port(5432),
     )
diff --git a/tests/test_test_sqlserver.py b/tests/test_test_sqlserver.py
index 0f80350f3..680736f23 100644
--- a/tests/test_test_sqlserver.py
+++ b/tests/test_test_sqlserver.py
@@ -36,6 +36,7 @@ def test_test_sqlserver(mssql_container, monkeypatch):
     monkeypatch.setenv("DATACONTRACT_SQLSERVER_USERNAME", sql_server.username)
     monkeypatch.setenv("DATACONTRACT_SQLSERVER_PASSWORD", sql_server.password)
     monkeypatch.setenv("DATACONTRACT_SQLSERVER_TRUST_SERVER_CERTIFICATE", "True")
+    monkeypatch.setenv("DATACONTRACT_SQLSERVER_DRIVER", "ODBC Driver 18 for SQL Server")
 
     _init_sql()
 
diff --git a/update_help.py b/update_help.py
index 546524a58..b50e50d10 100755
--- a/update_help.py
+++ b/update_help.py
@@ -15,9 +15,6 @@
     "import",
     "publish",
     "catalog",
-    "breaking",
-    "changelog",
-    "diff",
     "api",
 ]
 

From 195ff655da6675815a527e6640670ebf13bfb2fa Mon Sep 17 00:00:00 2001
From: Pierre Monnet <45850064+pierre-monnet@users.noreply.github.com>
Date: Sun, 14 Dec 2025 20:09:06 +0100
Subject: [PATCH 092/150] fix(#972) Compatibility issue with DuckDB >= 1.4.0
 (#973)

* fix(#972) Compatibility issue with DuckDB >= 1.4.0

---------

Co-authored-by: Jochen Christ 
Co-authored-by: Jochen Christ 
---
 CHANGELOG.md   | 10 ++++++++--
 pyproject.toml |  2 +-
 2 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0503be0d4..a7d80f1db 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,13 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## Unreleased
+
+### Fixed
+
+- Restrict DuckDB dependency to < 1.4.0 (#972)
+
+
 ## [0.11.1] - 2025-12-14
 
 This is a major release with breaking changes:
@@ -48,7 +55,6 @@ To migrate existing data contracts to Open Data Contract Standard use this instr
 - The `terraform` export format has been removed.
 
 
-
 ## [0.10.41] - 2025-12-02
 
 ### Changed
@@ -868,4 +874,4 @@ The Golang version can be found at [cli-go](https://github.com/datacontract/cli-
 
 ## [0.1.1]
 ### Added
-- Initial release.
\ No newline at end of file
+- Initial release.
diff --git a/pyproject.toml b/pyproject.toml
index 56ad77ed1..de5a02271 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ dependencies = [
   "python-multipart>=0.0.20,<1.0.0",
   "rich>=13.7,<15.0",
   "sqlglot>=26.6.0,<28.0.0",
-  "duckdb>=1.0.0,<2.0.0",
+  "duckdb>=1.0.0,<1.4.0",
   "soda-core-duckdb>=3.3.20,<3.6.0",
   # remove setuptools when https://github.com/sodadata/soda-core/issues/2091 is resolved
   "setuptools>=60",

From 46b775f160db4a991c34465b84c75989008ea5f8 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 14 Dec 2025 21:35:07 +0100
Subject: [PATCH 093/150] update readme

---
 README.md | 54 ++++++++++++++++++++----------------------------------
 1 file changed, 20 insertions(+), 34 deletions(-)

diff --git a/README.md b/README.md
index dbdcffdb3..c5757c684 100644
--- a/README.md
+++ b/README.md
@@ -21,7 +21,7 @@ It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a P
 Let's look at this data contract:
 [https://datacontract.com/orders-v1.odcs.yaml](https://datacontract.com/orders-v1.odcs.yaml)
 
-We have a _servers_ section with endpoint details to a Postgres database, _schema_ for the structure and semantics of the data, _slaAttributes_ and _quality_ attributes that describe the expected freshness and number of rows.
+We have a _servers_ section with endpoint details to a Postgres database, _schema_ for the structure and semantics of the data, _service levels_ and _quality_ attributes that describe the expected freshness and number of rows.
 
 This data contract contains all information to connect to the database and check that the actual data meets the defined schema specification and quality expectations.
 We can use this information to test if the actual data product is compliant to the data contract.
@@ -1470,38 +1470,25 @@ datacontract import --format sql --source my_ddl.sql --dialect postgres --output
 
 Available import options:
 
-| Type               | Description                                    | Status |
-|--------------------|------------------------------------------------|--------|
-| `avro`             | Import from AVRO schemas                       | ✅      |
-| `bigquery`         | Import from BigQuery Schemas                   | ✅      |
-| `csv`              | Import from CSV File                           | ✅      |
-| `dbml`             | Import from DBML models                        | ✅      |
-| `dbt`              | Import from dbt models                         | ✅      |
-| `excel`            | Import from ODCS Excel Template                | ✅      |
-| `glue`             | Import from AWS Glue DataCatalog               | ✅      |
-| `iceberg`          | Import from an Iceberg JSON Schema Definition  | partial |
-| `jsonschema`       | Import from JSON Schemas                       | ✅      |
-| `odcs`             | Import from Open Data Contract Standard (ODCS) | ✅      |
-| `parquet`          | Import from Parquet File Metadata              | ✅      |
-| `protobuf`         | Import from Protobuf schemas                   | ✅      |
-| `spark`            | Import from Spark StructTypes, Variant         | ✅      |
-| `sql`              | Import from SQL DDL                            | ✅      |
-| `unity`            | Import from Databricks Unity Catalog           | partial |
-| `excel`            | Import from ODCS Excel Template                | ✅      |
-| Missing something? | Please create an issue on GitHub               | TBD     |
-
-
-#### ODCS
-
-Import from Open Data Contract Standard (ODCS) v2 or v3.
-The importer automatically detects the ODCS version and imports the data contract.
+| Type               | Description                                   | Status  |
+|--------------------|-----------------------------------------------|---------|
+| `avro`             | Import from AVRO schemas                      | ✅       |
+| `bigquery`         | Import from BigQuery Schemas                  | ✅       |
+| `csv`              | Import from CSV File                          | ✅       |
+| `dbml`             | Import from DBML models                       | ✅       |
+| `dbt`              | Import from dbt models                        | ✅       |
+| `excel`            | Import from ODCS Excel Template               | ✅       |
+| `glue`             | Import from AWS Glue DataCatalog              | ✅       |
+| `iceberg`          | Import from an Iceberg JSON Schema Definition | partial |
+| `jsonschema`       | Import from JSON Schemas                      | ✅       |
+| `parquet`          | Import from Parquet File Metadata             | ✅       |
+| `protobuf`         | Import from Protobuf schemas                  | ✅       |
+| `spark`            | Import from Spark StructTypes, Variant        | ✅       |
+| `sql`              | Import from SQL DDL                           | ✅       |
+| `unity`            | Import from Databricks Unity Catalog          | partial |
+| `excel`            | Import from ODCS Excel Template               | ✅       |
+| Missing something? | Please create an issue on GitHub              | TBD     |
 
-Examples:
-
-```bash
-# Example import from ODCS
-datacontract import --format odcs --source my_data_contract.odcs.yaml
-```
 
 #### BigQuery
 
@@ -2103,8 +2090,7 @@ We are happy to receive your contributions. Propose your change in an issue or d
 
 ## Related Tools
 
-- [Data Contract Manager](https://www.datacontract-manager.com/) is a commercial tool to manage data contracts. It contains a web UI, access management, and data governance for a full enterprise data marketplace.
-- [Data Contract GPT](https://gpt.datacontract.com) is a custom GPT that can help you write data contracts.
+- [Entropy Data](https://www.entropy-data.com/) is a commercial tool to manage data contracts. It contains a web UI, access management, and data governance for a data product marketplace based on data contracts.
 - [Data Contract Editor](https://editor.datacontract.com) is an editor for Data Contracts, including a live html preview.
 - [Data Contract Playground](https://data-catering.github.io/data-contract-playground/) allows you to validate and export your data contract to different formats within your browser.
 

From 3cecc8ec0b18d265df0768d4a67c79ec28f7d3cb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 10:44:03 +0100
Subject: [PATCH 094/150] chore(deps-dev): bump moto from 5.1.17 to 5.1.18
 (#970)

Bumps [moto](https://github.com/getmoto/moto) from 5.1.17 to 5.1.18.
- [Release notes](https://github.com/getmoto/moto/releases)
- [Changelog](https://github.com/getmoto/moto/blob/master/CHANGELOG.md)
- [Commits](https://github.com/getmoto/moto/compare/5.1.17...5.1.18)

---
updated-dependencies:
- dependency-name: moto
  dependency-version: 5.1.18
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index de5a02271..2d8c79bfc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -139,7 +139,7 @@ dev = [
   "httpx==0.28.1",
   "kafka-python",
   "minio==7.2.17",  # Pin to 7.2.17 - 7.2.18+ has keyword-only params incompatible with testcontainers
-  "moto==5.1.17",
+  "moto==5.1.18",
   "pandas>=2.1.0",
   "pre-commit>=3.7.1,<4.5.0",
   "pytest",

From 22b9238c62ac504b79b860e64c466b68b04cdd20 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 13:54:20 +0100
Subject: [PATCH 095/150] chore(deps-dev): update
 snowflake-connector-python[pandas] requirement (#976)

Updates the requirements on [snowflake-connector-python[pandas]](https://github.com/snowflakedb/snowflake-connector-python) to permit the latest version.
- [Release notes](https://github.com/snowflakedb/snowflake-connector-python/releases)
- [Commits](https://github.com/snowflakedb/snowflake-connector-python/compare/v3.6.0...v4.1.1)

---
updated-dependencies:
- dependency-name: snowflake-connector-python[pandas]
  dependency-version: 4.1.1
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2d8c79bfc..6838d9ea1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -84,7 +84,7 @@ s3 = [
 ]
 
 snowflake = [
-  "snowflake-connector-python[pandas]>=3.6,<4.1",
+  "snowflake-connector-python[pandas]>=3.6,<4.2",
   "soda-core-snowflake>=3.3.20,<3.6.0"
 ]
 

From 79fa2cba2fb50cc5baa0a439346dc2e07ba8562d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 14:03:46 +0100
Subject: [PATCH 096/150] chore(deps): update sqlglot requirement (#969)

Updates the requirements on [sqlglot](https://github.com/tobymao/sqlglot) to permit the latest version.
- [Commits](https://github.com/tobymao/sqlglot/compare/v26.6.0...v28.1.0)

---
updated-dependencies:
- dependency-name: sqlglot
  dependency-version: 28.1.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 6838d9ea1..10a61b7a9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,7 +24,7 @@ dependencies = [
   "numpy>=1.26.4,<2.0.0", # transitive dependency, needs to be <2.0.0 https://github.com/datacontract/datacontract-cli/issues/575
   "python-multipart>=0.0.20,<1.0.0",
   "rich>=13.7,<15.0",
-  "sqlglot>=26.6.0,<28.0.0",
+  "sqlglot>=26.6.0,<29.0.0",
   "duckdb>=1.0.0,<1.4.0",
   "soda-core-duckdb>=3.3.20,<3.6.0",
   # remove setuptools when https://github.com/sodadata/soda-core/issues/2091 is resolved

From 072dd0b0960bdf11a0859fc04aa3fe2c305d850b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 16:38:51 +0100
Subject: [PATCH 097/150] chore(deps-dev): update pre-commit requirement (#968)

Updates the requirements on [pre-commit](https://github.com/pre-commit/pre-commit) to permit the latest version.
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v3.7.1...v4.5.0)

---
updated-dependencies:
- dependency-name: pre-commit
  dependency-version: 4.5.0
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 10a61b7a9..01e1035b2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -141,7 +141,7 @@ dev = [
   "minio==7.2.17",  # Pin to 7.2.17 - 7.2.18+ has keyword-only params incompatible with testcontainers
   "moto==5.1.18",
   "pandas>=2.1.0",
-  "pre-commit>=3.7.1,<4.5.0",
+  "pre-commit>=3.7.1,<4.6.0",
   "pytest",
   "pytest-xdist",
   "pymssql==2.3.9",

From d7b3a015a865ac02b8767e62daf885859534e0fe Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 16:39:12 +0100
Subject: [PATCH 098/150] chore(deps-dev): update databricks-sql-connector
 requirement (#967)

Updates the requirements on [databricks-sql-connector](https://github.com/databricks/databricks-sql-python) to permit the latest version.
- [Release notes](https://github.com/databricks/databricks-sql-python/releases)
- [Changelog](https://github.com/databricks/databricks-sql-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/databricks/databricks-sql-python/compare/v3.7.0...v4.2.2)

---
updated-dependencies:
- dependency-name: databricks-sql-connector
  dependency-version: 4.2.2
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 01e1035b2..e3c1cdfcb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,7 +59,7 @@ excel = [
 databricks = [
   "soda-core-spark-df>=3.3.20,<3.6.0",
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
-  "databricks-sql-connector>=3.7.0,<4.2.0",
+  "databricks-sql-connector>=3.7.0,<4.3.0",
   "databricks-sdk<0.74.0",
   "pyspark>=3.5.5,<4.0.0",
 ]

From 50af47d10cb6540d0aadf1b5ee1576f97f626754 Mon Sep 17 00:00:00 2001
From: jaydeepray 
Date: Mon, 15 Dec 2025 18:38:33 +0000
Subject: [PATCH 099/150] Add Impala engine support for Soda integration (#965)

* Add Impala engine support for Soda integration

* Document Impala engine configuration and env vars

* Add CHANGELOG entry for Impala engine support

* Tidy Impala engine imports and add type mapping

* Fix Ruff formatting
---
 CHANGELOG.md                                  |  2 +
 README.md                                     | 49 ++++++++++++
 .../engines/soda/check_soda_execute.py        | 15 +++-
 .../engines/soda/connections/impala.py        | 74 +++++++++++++++++++
 datacontract/export/sql_type_converter.py     | 60 ++++++++++++++-
 5 files changed, 198 insertions(+), 2 deletions(-)
 create mode 100644 datacontract/engines/soda/connections/impala.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a7d80f1db..791a50d52 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Added
+- Add Impala engine support for Soda scans via ODCS `impala` server type.
 ### Fixed
 
 - Restrict DuckDB dependency to < 1.4.0 (#972)
diff --git a/README.md b/README.md
index c5757c684..590838258 100644
--- a/README.md
+++ b/README.md
@@ -243,6 +243,7 @@ A list of available extras:
 | Snowflake Integration   | `pip install datacontract-cli[snowflake]`  |
 | Microsoft SQL Server    | `pip install datacontract-cli[sqlserver]`  |
 | Trino                   | `pip install datacontract-cli[trino]`      |
+| Impala                  | `pip install datacontract-cli[impala]` 	   |
 | dbt                     | `pip install datacontract-cli[dbt]`        |
 | DBML                    | `pip install datacontract-cli[dbml]`       |
 | Parquet                 | `pip install datacontract-cli[parquet]`    |
@@ -394,6 +395,7 @@ Supported server types:
 - [kafka](#kafka)
 - [postgres](#postgres)
 - [trino](#trino)
+- [impala](#impala)
 - [api](#api)
 - [local](#local)
 
@@ -924,6 +926,53 @@ models:
 | `DATACONTRACT_TRINO_PASSWORD` | `mysecretpassword` | Password    |
 
 
+#### Impala
+
+Data Contract CLI can run Soda checks against an Apache Impala cluster.
+
+##### Example
+
+datacontract.yaml
+```yaml
+servers:
+  impala:
+    type: impala
+    host: my-impala-host
+    port: 443
+    # Optional default database used for Soda scans
+    database: my_database
+models:
+  my_table_1: # corresponds to a table
+    type: table
+    # fields as usual …
+```
+
+##### Environment Variables
+
+| Environment Variable                      | Example               | Description                                               |
+|-------------------------------            |--------------------   |-------------                                              |
+| `DATACONTRACT_IMPALA_USERNAME`            | `analytics_user`      | Username used to connect to Impala                        |
+| `DATACONTRACT_IMPALA_PASSWORD`            | `mysecretpassword`    | Password for the Impala user                              |
+| `DATACONTRACT_IMPALA_USE_SSL`             | `true`                | Whether to use SSL; defaults to true if unset             |
+| `DATACONTRACT_IMPALA_AUTH_MECHANISM`      | `LDAP`                | Authentication mechanism; defaults to LDAP                |
+| `DATACONTRACT_IMPALA_USE_HTTP_TRANSPORT`  | `true`                | Whether to use the HTTP transport; defaults to true       |
+| `DATACONTRACT_IMPALA_HTTP_PATH`           | `cliservice`          | HTTP path for the Impala service; defaults to cliservice  |
+
+### Type-mapping note (logicalType → Impala type)
+
+If `physicalType` is not specified in the schema, we recommend the following mapping from `logicalType` to Impala column types:
+
+|logicalType | Recommended Impala type |
+|------------|-------------------------|
+| `integer`  | `INT` or `BIGINT`       |
+| `number`   | `DOUBLE`/`decimal(..)`  |
+| `string`   | `STRING` or `VARCHAR`   |
+| `boolean`  | `BOOLEAN`               |
+| `date`     | `DATE`                  |
+| `datetime` | `TIMESTAMP`             |
+
+This keeps the Impala schema compatible with the expectations of the Soda checks generated by datacontract-cli.
+
 #### API
 
 Data Contract CLI can test APIs that return data in JSON format. 
diff --git a/datacontract/engines/soda/check_soda_execute.py b/datacontract/engines/soda/check_soda_execute.py
index ea143ec21..c3187c96c 100644
--- a/datacontract/engines/soda/check_soda_execute.py
+++ b/datacontract/engines/soda/check_soda_execute.py
@@ -14,6 +14,7 @@
 from datacontract.engines.soda.connections.bigquery import to_bigquery_soda_configuration
 from datacontract.engines.soda.connections.databricks import to_databricks_soda_configuration
 from datacontract.engines.soda.connections.duckdb_connection import get_duckdb_connection
+from datacontract.engines.soda.connections.impala import to_impala_soda_configuration
 from datacontract.engines.soda.connections.kafka import create_spark_session, read_kafka_topic
 from datacontract.engines.soda.connections.postgres import to_postgres_soda_configuration
 from datacontract.engines.soda.connections.snowflake import to_snowflake_soda_configuration
@@ -95,6 +96,18 @@ def check_soda_execute(
             logging.info("Use Spark to connect to data source")
             scan.add_spark_session(spark, data_source_name="datacontract-cli")
             scan.set_data_source_name("datacontract-cli")
+    
+    # ------------------------------------------------------------------
+    # NEW: native Impala server type
+    # ------------------------------------------------------------------
+    elif server.type == "impala":
+        run.log_info("Connecting to Impala via Soda engine")
+        soda_configuration_str = to_impala_soda_configuration(server)
+        scan.add_configuration_yaml_str(soda_configuration_str)
+        # data source name must match what we configure in to_impala_soda_configuration
+        scan.set_data_source_name("impala")
+
+    
     elif server.type == "kafka":
         if spark is None:
             spark = create_spark_session()
@@ -218,4 +231,4 @@ def update_reason(check, c):
                 # print(check.reason)
             break  # Exit the loop once the desired block is found
     if "fail" in c["diagnostics"]:
-        check.reason = f"Value: {c['diagnostics']['value']} Fail: {c['diagnostics']['fail']}"
+        check.reason = f"Value: {c['diagnostics']['value']} Fail: {c['diagnostics']['fail']}"
\ No newline at end of file
diff --git a/datacontract/engines/soda/connections/impala.py b/datacontract/engines/soda/connections/impala.py
new file mode 100644
index 000000000..72c21b2c6
--- /dev/null
+++ b/datacontract/engines/soda/connections/impala.py
@@ -0,0 +1,74 @@
+import os
+
+import yaml
+
+
+def _get_bool_env(name: str, default: bool) -> bool:
+    """
+    Helper to read a boolean from an environment variable.
+
+    Accepts: 1/0, true/false, yes/no, on/off (case-insensitive).
+    """
+    value = os.getenv(name)
+    if value is None:
+        return default
+    return value.strip().lower() in ("1", "true", "yes", "y", "on")
+
+
+def to_impala_soda_configuration(server):
+    """
+    Build a Soda configuration for an Impala data source.
+
+    Expects the datacontract `server` block to have at least:
+      - type   (e.g. "impala")
+      - host
+      - port   (optional; defaults to 443 if not set)
+
+    Credentials are taken from environment variables:
+      - DATACONTRACT_IMPALA_USERNAME
+      - DATACONTRACT_IMPALA_PASSWORD
+
+    Connection behaviour can be overridden via:
+      - DATACONTRACT_IMPALA_USE_SSL            (default: true)
+      - DATACONTRACT_IMPALA_AUTH_MECHANISM     (default: "LDAP")
+      - DATACONTRACT_IMPALA_USE_HTTP_TRANSPORT (default: true)
+      - DATACONTRACT_IMPALA_HTTP_PATH          (default: "cliservice")
+    """
+
+    port = getattr(server, "port", None)
+    if port is None:
+        port = 443
+
+    # Optional database / schema default, e.g. "edpdevs_scratch"
+    database = getattr(server, "database", None)
+
+    use_ssl = _get_bool_env("DATACONTRACT_IMPALA_USE_SSL", True)
+    auth_mechanism = os.getenv("DATACONTRACT_IMPALA_AUTH_MECHANISM", "LDAP")
+    use_http_transport = _get_bool_env(
+        "DATACONTRACT_IMPALA_USE_HTTP_TRANSPORT", True
+    )
+    http_path = os.getenv("DATACONTRACT_IMPALA_HTTP_PATH", "cliservice")
+
+    connection = {
+        "host": server.host,
+        "port": str(port),
+        "username": os.getenv("DATACONTRACT_IMPALA_USERNAME"),
+        "password": os.getenv("DATACONTRACT_IMPALA_PASSWORD"),
+        "use_ssl": use_ssl,
+        "auth_mechanism": auth_mechanism,
+        "use_http_transport": use_http_transport,
+        "http_path": http_path,
+    }
+
+    if database:
+        connection["database"] = database
+
+    soda_configuration = {
+        f"data_source {server.type}": {
+            "type": "impala",
+            "connection": connection,
+        }
+    }
+
+    soda_configuration_str = yaml.dump(soda_configuration)
+    return soda_configuration_str
diff --git a/datacontract/export/sql_type_converter.py b/datacontract/export/sql_type_converter.py
index 0c74ce291..fe862705c 100644
--- a/datacontract/export/sql_type_converter.py
+++ b/datacontract/export/sql_type_converter.py
@@ -518,6 +518,64 @@ def convert_type_to_trino(field: Union[SchemaProperty, FieldLike]) -> None | str
     return None
 
 
+def convert_type_to_impala(field: Union[SchemaProperty, FieldLike]) -> None | str:
+    """Convert from supported data contract types to equivalent Impala types.
+
+    Used as a fallback when `physicalType` is not present.
+    """
+    # Allow an explicit override via config/customProperties
+    impala_type = _get_config_value(field, "impalaType")
+    if impala_type:
+        return impala_type
+
+    field_type = _get_type(field)
+    if not field_type:
+        return None
+
+    t = field_type.lower()
+
+    # String-like
+    if t in ["string", "varchar", "text"]:
+        return "STRING"
+
+    # Numeric / decimal
+    if t in ["number", "decimal", "numeric"]:
+        precision = _get_precision(field) or 38
+        scale = _get_scale(field) or 0
+        return f"DECIMAL({precision},{scale})"
+
+    if t == "float":
+        return "FLOAT"
+    if t == "double":
+        return "DOUBLE"
+
+    # Integers
+    if t in ["integer", "int"]:
+        return "INT"
+    if t in ["long", "bigint"]:
+        return "BIGINT"
+
+    # Boolean
+    if t == "boolean":
+        return "BOOLEAN"
+
+    # Temporal – Impala has a single TIMESTAMP type
+    if t in ["timestamp", "timestamp_ntz", "timestamp_tz"]:
+        return "TIMESTAMP"
+    if t == "date":
+        return "DATE"
+    # No dedicated TIME type in Impala → store as string
+    if t == "time":
+        return "STRING"
+
+    # Binary
+    if t in ["bytes", "binary"]:
+        return "BINARY"
+
+    # For complex / JSON-like types we currently do not emit a type check
+    # (returning None means no "has type" check is generated)
+    return None
+
 def convert_type_to_oracle(schema_property: SchemaProperty) -> None | str:
     """Convert ODCS logical types to Oracle types.
 
@@ -547,4 +605,4 @@ def convert_type_to_oracle(schema_property: SchemaProperty) -> None | str:
         "array": "CLOB",
     }
 
-    return mapping.get(logical_type)
+    return mapping.get(logical_type)
\ No newline at end of file

From b2ee24ade50e78071baff5cb6c6cde0f6951a0a6 Mon Sep 17 00:00:00 2001
From: Simon Harrer 
Date: Mon, 15 Dec 2025 19:55:51 +0100
Subject: [PATCH 100/150] Release 0.11.2

---
 CHANGELOG.md   | 9 +++++++--
 pyproject.toml | 2 +-
 2 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 791a50d52..602d0bd2b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,11 +8,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ## Unreleased
 
 ### Added
-- Add Impala engine support for Soda scans via ODCS `impala` server type.
+
 ### Fixed
 
-- Restrict DuckDB dependency to < 1.4.0 (#972)
 
+## [0.11.2] - 2025-12-15
+
+### Added
+- Add Impala engine support for Soda scans via ODCS `impala` server type.
+### Fixed
+- Restrict DuckDB dependency to < 1.4.0 (#972)
 
 ## [0.11.1] - 2025-12-14
 
diff --git a/pyproject.toml b/pyproject.toml
index e3c1cdfcb..adca06ab5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.11.1"
+version = "0.11.2"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From e31f8bab2d3582715abfaa5853ee779eb4ac04c1 Mon Sep 17 00:00:00 2001
From: Daniel Westheide 
Date: Tue, 16 Dec 2025 12:24:26 +0000
Subject: [PATCH 101/150] Fix schema evolution support for optional fields in
 CSV and Parquet formats (#979)

Optional fields marked with `required: false` were incorrectly treated as
required during validation, preventing basic schema evolution patterns where
optional fields are added to existing data contracts.

Changes:
- Modified check generation to only validate field presence for required fields
- Added DuckDB schema pre-population using UNION ALL BY NAME to ensure all
  contract fields exist in the database, even when absent from data files
- Added comprehensive tests for schema evolution scenarios covering CSV and
  Parquet formats

The fix enables proper schema evolution where optional fields can be added to
contracts without breaking validation of historical data files that don't
contain those fields. This aligns with industry-standard schema evolution
patterns used in Avro, Parquet, and Protobuf.

Fixes #977
---
 CHANGELOG.md                                  |   2 +
 datacontract/engines/data_contract_checks.py  |   2 +-
 .../soda/connections/duckdb_connection.py     |  47 +++++--
 .../schema-evolution/cities-version-1.csv     |   3 +
 .../schema-evolution/cities-version-1.parquet | Bin 0 -> 534 bytes
 .../schema-evolution/cities-version-2.csv     |   3 +
 .../schema-evolution/cities-version-2.parquet | Bin 0 -> 703 bytes
 .../invalid/cities-version-2-invalid.csv      |   3 +
 .../invalid/cities-version-2-invalid.parquet  | Bin 0 -> 680 bytes
 .../odcs-datacontract-cities-version-1.yaml   |  35 +++++
 .../odcs-datacontract-cities-version-2.yaml   |  72 +++++++++++
 .../odcs-datacontract-cities-version-3.yaml   |  72 +++++++++++
 tests/test_test_schema_evolution.py           | 120 ++++++++++++++++++
 13 files changed, 345 insertions(+), 14 deletions(-)
 create mode 100644 tests/fixtures/schema-evolution/cities-version-1.csv
 create mode 100644 tests/fixtures/schema-evolution/cities-version-1.parquet
 create mode 100644 tests/fixtures/schema-evolution/cities-version-2.csv
 create mode 100644 tests/fixtures/schema-evolution/cities-version-2.parquet
 create mode 100644 tests/fixtures/schema-evolution/invalid/cities-version-2-invalid.csv
 create mode 100644 tests/fixtures/schema-evolution/invalid/cities-version-2-invalid.parquet
 create mode 100644 tests/fixtures/schema-evolution/odcs-datacontract-cities-version-1.yaml
 create mode 100644 tests/fixtures/schema-evolution/odcs-datacontract-cities-version-2.yaml
 create mode 100644 tests/fixtures/schema-evolution/odcs-datacontract-cities-version-3.yaml
 create mode 100644 tests/test_test_schema_evolution.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 602d0bd2b..80b539081 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Restrict DuckDB dependency to < 1.4.0 (#972)
+- Fixed schema evolution support for optional fields in CSV and Parquet formats. Optional fields marked with `required: false` are no longer incorrectly treated as required during validation, enabling proper schema evolution where optional fields can be added to contracts without breaking validation of historical data files (#977)
 
 ## [0.11.2] - 2025-12-15
 
diff --git a/datacontract/engines/data_contract_checks.py b/datacontract/engines/data_contract_checks.py
index 30d063be8..f42ded432 100644
--- a/datacontract/engines/data_contract_checks.py
+++ b/datacontract/engines/data_contract_checks.py
@@ -161,7 +161,7 @@ def to_schema_name(schema_object: SchemaObject, server_type: str) -> str:
     # Use physicalName if set (ODCS standard way to specify actual table name)
     if schema_object.physicalName:
         return schema_object.physicalName
-    
+
     return schema_object.name
 
 
diff --git a/datacontract/engines/soda/connections/duckdb_connection.py b/datacontract/engines/soda/connections/duckdb_connection.py
index a46bf253f..970dd37da 100644
--- a/datacontract/engines/soda/connections/duckdb_connection.py
+++ b/datacontract/engines/soda/connections/duckdb_connection.py
@@ -5,6 +5,7 @@
 from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty, Server
 
 from datacontract.export.duckdb_type_converter import convert_to_duckdb_csv_type, convert_to_duckdb_json_type
+from datacontract.export.sql_type_converter import convert_to_duckdb
 from datacontract.model.run import Run
 
 
@@ -57,20 +58,9 @@ def get_duckdb_connection(
                     )
                     add_nested_views(con, model_name, schema_obj.properties)
             elif server.format == "parquet":
-                con.sql(f"""
-                            CREATE VIEW "{model_name}" AS SELECT * FROM read_parquet('{model_path}', hive_partitioning=1);
-                            """)
+                create_view_with_schema_union(con, schema_obj, model_path, "read_parquet", to_parquet_types)
             elif server.format == "csv":
-                columns = to_csv_types(schema_obj)
-                run.log_info("Using columns: " + str(columns))
-                if columns is None:
-                    con.sql(
-                        f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1);"""
-                    )
-                else:
-                    con.sql(
-                        f"""CREATE VIEW "{model_name}" AS SELECT * FROM read_csv('{model_path}', hive_partitioning=1, columns={columns});"""
-                    )
+                create_view_with_schema_union(con, schema_obj, model_path, "read_csv", to_csv_types)
             elif server.format == "delta":
                 con.sql("update extensions;")  # Make sure we have the latest delta extension
                 con.sql(f"""CREATE VIEW "{model_name}" AS SELECT * FROM delta_scan('{model_path}');""")
@@ -80,6 +70,28 @@ def get_duckdb_connection(
     return con
 
 
+def create_view_with_schema_union(con, schema_obj: SchemaObject, model_path: str, read_function: str, type_converter):
+    """Create a view by unioning empty schema table with data files using union_by_name"""
+    converted_types = type_converter(schema_obj)
+    model_name = schema_obj.name
+    if converted_types:
+        # Create empty table with contract schema
+        columns_def = [f'"{col_name}" {col_type}' for col_name, col_type in converted_types.items()]
+        create_empty_table = f"""CREATE TABLE "{model_name}_schema" ({', '.join(columns_def)});"""
+        con.sql(create_empty_table)
+
+        # Create view as UNION of empty schema table and data
+        create_view_sql = f"""CREATE VIEW "{model_name}" AS
+            SELECT * FROM "{model_name}_schema"
+            UNION ALL BY NAME
+            SELECT * FROM {read_function}('{model_path}', union_by_name=true, hive_partitioning=1);"""
+        con.sql(create_view_sql)
+    else:
+        # Fallback
+        con.sql(
+            f"""CREATE VIEW "{model_name}" AS SELECT * FROM {read_function}('{model_path}', union_by_name=true, hive_partitioning=1);"""
+        )
+
 def to_csv_types(schema_obj: SchemaObject) -> dict[Any, str | None] | None:
     if schema_obj is None:
         return None
@@ -89,6 +101,15 @@ def to_csv_types(schema_obj: SchemaObject) -> dict[Any, str | None] | None:
             columns[prop.name] = convert_to_duckdb_csv_type(prop)
     return columns
 
+def to_parquet_types(schema_obj: SchemaObject) -> dict[Any, str | None] | None:
+    """Get proper SQL types for Parquet (preserves decimals, etc.)"""
+    if schema_obj is None:
+        return None
+    columns = {}
+    if schema_obj.properties:
+        for prop in schema_obj.properties:
+            columns[prop.name] = convert_to_duckdb(prop)
+    return columns
 
 def to_json_types(schema_obj: SchemaObject) -> dict[Any, str | None] | None:
     if schema_obj is None:
diff --git a/tests/fixtures/schema-evolution/cities-version-1.csv b/tests/fixtures/schema-evolution/cities-version-1.csv
new file mode 100644
index 000000000..5c822e60a
--- /dev/null
+++ b/tests/fixtures/schema-evolution/cities-version-1.csv
@@ -0,0 +1,3 @@
+city_id,name
+f5193fd1-6b9b-4abc-81c5-ddb30a52d8f6,Berlin
+8dcc7194-8f4d-40a8-84bb-92b32e0fb684,London
diff --git a/tests/fixtures/schema-evolution/cities-version-1.parquet b/tests/fixtures/schema-evolution/cities-version-1.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..22887518e64a71708cfce5e3fd0ea39407642f5e
GIT binary patch
literal 534
zcmb`Fu};G<5QfiD6grflgRKO0$k0YXs;jthiX(NQ>d1hQ=)h9Nb|NC$RJ61bZ^XdV
zM`2>*5qJdLMgqjtf#q~}I^BQYue-jyVHof$!aLN%wn-iA08Bq`Eda1l$HXFGXONm&*aqC}TJDJ|pPpx>?m}JLRkp}Y
zL2R$>^#W+)ria1%p2HTg$r~c?C}@n_&M{DK=NKdc;XiI`wG95x^#`iM=~HqSe4vr*
z)ZVyG?Uqsh(>ZJ)F9tVgkevl#I5GZB#{M>6t;=QQZ&{!BV?UIea;|;Nv=X97ljs~C
J5x}+ih%YQqc)$Pv

literal 0
HcmV?d00001

diff --git a/tests/fixtures/schema-evolution/cities-version-2.csv b/tests/fixtures/schema-evolution/cities-version-2.csv
new file mode 100644
index 000000000..3effe9212
--- /dev/null
+++ b/tests/fixtures/schema-evolution/cities-version-2.csv
@@ -0,0 +1,3 @@
+city_id,name,population
+a5193fd1-6b9b-4abc-81c5-ddb30a52d8f6,Wolkenkuckucksheim,11000
+5dcc7194-8f4d-40a8-84bb-92b32e0fb684,Milan,
diff --git a/tests/fixtures/schema-evolution/cities-version-2.parquet b/tests/fixtures/schema-evolution/cities-version-2.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c38acca66d9d77e8ae32a7b08d5d5344d47b2aec
GIT binary patch
literal 703
zcmb`FF-yZh6vyACQH$uHa7O|iDzqVrCrz8w1iDl@h*S_k1sBQPB^a8fVr@b2Q}{WY
z9Q_auPL9q_j*h-YtQ`~_yy1B7-M#;N?{|05K6EJ1J3{ZtCe_iLr}F^EZ$}yc=%j*s
z=s7_nRt|59KyWt{lKYPIxKg4~3%$DX#36$P9
z(8fhIv+IGetVXh@#Mw}uNBt1Tp-WZGSdhup^;x2-cyHqCS=f&zj*iaa#o%I;hF8fT
zt5$&NX31<>P@+pF1#_B8HKwyC!k&p$Y#Eima4{->p~AraN41p|Wbxg7K4{*0$};PP
zw2aj$Xk^{XNgH!HXKdv6!>O*GQ<-6wtKYD$^{BOs;@5M0TTHWmh~|3ip}=&j$ZiW@
r+Z}ADvr`^NmqUDs^4QsOw;E+zjFME9m7}EZ$AMQ{hgSk{fM53mqsg0T

literal 0
HcmV?d00001

diff --git a/tests/fixtures/schema-evolution/invalid/cities-version-2-invalid.csv b/tests/fixtures/schema-evolution/invalid/cities-version-2-invalid.csv
new file mode 100644
index 000000000..eca7959b6
--- /dev/null
+++ b/tests/fixtures/schema-evolution/invalid/cities-version-2-invalid.csv
@@ -0,0 +1,3 @@
+city_id,name,population
+c5193fd1-6b9b-4abc-81c5-ddb30a52d8f6,Smallville,9000
+6dcc7194-8f4d-40a8-84bb-92b32e0fb684,Paris,
diff --git a/tests/fixtures/schema-evolution/invalid/cities-version-2-invalid.parquet b/tests/fixtures/schema-evolution/invalid/cities-version-2-invalid.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b53d975d6a9ab895c9e9c039648bf703fa1d30d9
GIT binary patch
literal 680
zcmb`F%}T>S5XX1ZR7z9Ve*W3hzjNkSwZOZ^F%=iskj2W
zaBaUHNt-pe&zTc&!8}{IOiEt20=Fi;s4>lJNFnxY-(g^Nt?S*`%ZNOOzqX|YOa}#V>MA17g
z($?fyTuXj26jxy{fH_E^s%Wbs9^GBUvI==qU%d%>;nY#V$@g#j<0Kfxw>Q-aqN-lf
zn+7V8f=-Y=yGj(Q(pOC1u#szOm1Tfvm1S^HWd5UCu?Q^Y-KT@5t)J6N;{!Lf{G70s
zP5D9tzk@R!HKnk?C{??s9pgo5YPlc$bBikGAJJ5gK4z$D
Date: Tue, 16 Dec 2025 13:27:26 +0100
Subject: [PATCH 102/150] chore(deps): update pyspark requirement (#884)

Updates the requirements on [pyspark](https://github.com/apache/spark) to permit the latest version.
- [Commits](https://github.com/apache/spark/compare/v3.5.5...v4.0.1)

---
updated-dependencies:
- dependency-name: pyspark
  dependency-version: 4.0.1
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index adca06ab5..9f71e88aa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,7 @@ databricks = [
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
   "databricks-sql-connector>=3.7.0,<4.3.0",
   "databricks-sdk<0.74.0",
-  "pyspark>=3.5.5,<4.0.0",
+  "pyspark>=3.5.5,<5.0.0",
 ]
 
 iceberg = [
@@ -71,7 +71,7 @@ iceberg = [
 kafka = [
   "datacontract-cli[avro]",
   "soda-core-spark-df>=3.3.20,<3.6.0",
-  "pyspark>=3.5.5,<4.0.0",
+  "pyspark>=3.5.5,<5.0.0",
 ]
 
 postgres = [

From 480968bed422585c34f87d90d5a68cb00c162787 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Wed, 17 Dec 2025 15:59:33 +0100
Subject: [PATCH 103/150] Fix ODCS lint failing on optional relationship type
 field (#971)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Update open-data-contract-standard to v3.1.2

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 
---
 CHANGELOG.md   | 1 +
 pyproject.toml | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 80b539081..bd5316736 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Fix ODCS lint failing on optional relationship `type` field by updating open-data-contract-standard to v3.1.2 (#971)
 - Restrict DuckDB dependency to < 1.4.0 (#972)
 - Fixed schema evolution support for optional fields in CSV and Parquet formats. Optional fields marked with `required: false` are no longer incorrectly treated as required during validation, enabling proper schema evolution where optional fields can be added to contracts without breaking validation of historical data files (#977)
 
diff --git a/pyproject.toml b/pyproject.toml
index 9f71e88aa..c170cdc86 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,7 +34,7 @@ dependencies = [
   "Jinja2>=3.1.5,<4.0.0",
   "jinja_partials>=0.2.1,<1.0.0",
   "datacontract-specification>=1.2.3,<2.0.0",
-  "open-data-contract-standard>=3.1.0,<4.0.0",
+  "open-data-contract-standard>=3.1.2,<4.0.0",
 ]
 
 [project.optional-dependencies]

From ee306cb962e37e395aae65b4914f282b858ce22a Mon Sep 17 00:00:00 2001
From: jochen 
Date: Wed, 17 Dec 2025 16:06:41 +0100
Subject: [PATCH 104/150] Fix datacontract init to generate ODCS format (#984)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 
---
 CHANGELOG.md                              |  1 +
 datacontract/init/init_template.py        |  2 +-
 datacontract/schemas/odcs-3.1.0.init.yaml | 36 +++++++++++++++++++++++
 3 files changed, 38 insertions(+), 1 deletion(-)
 create mode 100644 datacontract/schemas/odcs-3.1.0.init.yaml

diff --git a/CHANGELOG.md b/CHANGELOG.md
index bd5316736..56e4199f7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Fix `datacontract init` to generate ODCS format instead of deprecated Data Contract Specification (#984)
 - Fix ODCS lint failing on optional relationship `type` field by updating open-data-contract-standard to v3.1.2 (#971)
 - Restrict DuckDB dependency to < 1.4.0 (#972)
 - Fixed schema evolution support for optional fields in CSV and Parquet formats. Optional fields marked with `required: false` are no longer incorrectly treated as required during validation, enabling proper schema evolution where optional fields can be added to contracts without breaking validation of historical data files (#977)
diff --git a/datacontract/init/init_template.py b/datacontract/init/init_template.py
index fe0473ce9..7578e51b5 100644
--- a/datacontract/init/init_template.py
+++ b/datacontract/init/init_template.py
@@ -3,7 +3,7 @@
 
 import requests
 
-DEFAULT_DATA_CONTRACT_INIT_TEMPLATE = "datacontract-1.2.1.init.yaml"
+DEFAULT_DATA_CONTRACT_INIT_TEMPLATE = "odcs-3.1.0.init.yaml"
 
 
 def get_init_template(location: str = None) -> str:
diff --git a/datacontract/schemas/odcs-3.1.0.init.yaml b/datacontract/schemas/odcs-3.1.0.init.yaml
new file mode 100644
index 000000000..05745ee75
--- /dev/null
+++ b/datacontract/schemas/odcs-3.1.0.init.yaml
@@ -0,0 +1,36 @@
+apiVersion: v3.1.0
+kind: DataContract
+id: my-data-contract-id
+name: My Data Contract
+version: 1.0.0
+status: draft
+
+#team:
+#  name: Owner
+#
+#description:
+#  purpose: Purpose of the dataset.
+#  usage: Intended usage of the dataset.
+#  limitations: Limitations of the dataset.
+#
+#schema:
+#  - name: my_table
+#    description: Description of the table
+#    properties:
+#      - name: my_field
+#        logicalType: string
+#        description: Description of the field
+#
+#servers:
+#  - server: production
+#    type: postgres
+#    host: localhost
+#    port: 5432
+#    database: my_database
+#    schema: public
+#
+#slaProperties:
+#  - property: latency
+#    value: 1h
+#  - property: availability
+#    value: 99.9%
\ No newline at end of file

From 069da67d82b6d020ed57cfea8fb75183843621c2 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Wed, 17 Dec 2025 16:27:20 +0100
Subject: [PATCH 105/150] update readme

---
 tests/test_download_datacontract_file.py | 21 ++++++++++++++++++---
 1 file changed, 18 insertions(+), 3 deletions(-)

diff --git a/tests/test_download_datacontract_file.py b/tests/test_download_datacontract_file.py
index 5b9d11708..557d68a56 100644
--- a/tests/test_download_datacontract_file.py
+++ b/tests/test_download_datacontract_file.py
@@ -1,17 +1,26 @@
+import importlib.resources as resources
+
 import requests
 from typer.testing import CliRunner
 
 from datacontract.cli import app
+from datacontract.init.init_template import DEFAULT_DATA_CONTRACT_INIT_TEMPLATE
 
 runner = CliRunner()
-_default_template_url = "https://datacontract.com/datacontract.init.yaml"
 _custom_template_url = "https://studio.datacontract.com/s/ef47b7ea-879c-48d5-adf4-aa68b000b00f.yaml"
 
 
+def _get_bundled_template() -> str:
+    schemas = resources.files("datacontract")
+    template = schemas.joinpath("schemas", DEFAULT_DATA_CONTRACT_INIT_TEMPLATE)
+    with template.open("r") as file:
+        return file.read()
+
+
 def test_download_datacontract_file_with_defaults(tmp_path):
     datacontract_test_path = tmp_path / "datacontract.yaml"
     runner.invoke(app, ["init", str(datacontract_test_path)])
-    _compare_test_datacontract_with(str(datacontract_test_path), _default_template_url)
+    _compare_test_datacontract_with_bundled(str(datacontract_test_path))
 
 
 def test_download_datacontract_file_from_custom_url(tmp_path):
@@ -28,7 +37,7 @@ def test_download_datacontract_file_file_exists(tmp_path):
 
     assert result.exit_code == 1
     assert "File already exists, use --overwrite to overwrite" in result.stdout
-    _compare_test_datacontract_with(str(datacontract_test_path), _default_template_url)
+    _compare_test_datacontract_with_bundled(str(datacontract_test_path))
 
 
 def test_download_datacontract_file_overwrite_file(tmp_path):
@@ -42,6 +51,12 @@ def test_download_datacontract_file_overwrite_file(tmp_path):
     _compare_test_datacontract_with(str(datacontract_test_path), _custom_template_url)
 
 
+def _compare_test_datacontract_with_bundled(datacontract_test_path):
+    expected = _get_bundled_template()
+    with open(datacontract_test_path, "r") as tmp:
+        assert tmp.read().replace("\r", "") == expected.replace("\r", "")
+
+
 def _compare_test_datacontract_with(datacontract_test_path, url: str):
     text = requests.get(url).text
     with open(datacontract_test_path, "r") as tmp:

From 022db9f668ea21eaa4e3ab829baeff04bc140d2b Mon Sep 17 00:00:00 2001
From: Pejman Yaghmaie <2223640+yaghmaie@users.noreply.github.com>
Date: Wed, 17 Dec 2025 19:54:06 +0330
Subject: [PATCH 106/150] fix(export-pydantic): generate decimal.Decimal type
 for decimals (#982)

* fix(export-pydantic): generate decimal.Decimal type for decimals

* doc(changelog): add to unreleased fix
---
 CHANGELOG.md                             |  1 +
 datacontract/export/pydantic_exporter.py | 19 +++++++++++++++----
 tests/test_export_pydantic.py            | 18 +++++++++++++++++-
 3 files changed, 33 insertions(+), 5 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 56e4199f7..c265715c7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -15,6 +15,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Fix ODCS lint failing on optional relationship `type` field by updating open-data-contract-standard to v3.1.2 (#971)
 - Restrict DuckDB dependency to < 1.4.0 (#972)
 - Fixed schema evolution support for optional fields in CSV and Parquet formats. Optional fields marked with `required: false` are no longer incorrectly treated as required during validation, enabling proper schema evolution where optional fields can be added to contracts without breaking validation of historical data files (#977)
+- Fixed decimals in pydantic model export. Fields marked with `type: decimal` will be mapped to `decimal.Decimal` instead of `float`.
 
 ## [0.11.2] - 2025-12-15
 
diff --git a/datacontract/export/pydantic_exporter.py b/datacontract/export/pydantic_exporter.py
index 6b2d7157b..403d6ca21 100644
--- a/datacontract/export/pydantic_exporter.py
+++ b/datacontract/export/pydantic_exporter.py
@@ -19,9 +19,9 @@ def _get_description_str(description) -> str | None:
     if isinstance(description, str):
         return description
     # It's a Description object - get purpose or other meaningful field
-    if hasattr(description, 'purpose') and description.purpose:
+    if hasattr(description, "purpose") and description.purpose:
         return description.purpose
-    if hasattr(description, 'usage') and description.usage:
+    if hasattr(description, "usage") and description.usage:
         return description.usage
     return None
 
@@ -41,6 +41,7 @@ def to_pydantic_model_str(contract: OpenDataContractStandard) -> str:
                     ast.Name("datetime", ctx=ast.Load()),
                     ast.Name("typing", ctx=ast.Load()),
                     ast.Name("pydantic", ctx=ast.Load()),
+                    ast.Name("decimal", ctx=ast.Load()),
                 ]
             ),
             *documentation,
@@ -76,14 +77,23 @@ def _get_type(prop: SchemaProperty) -> Optional[str]:
     return prop.logicalType
 
 
+def _get_physical_type(prop: SchemaProperty) -> Optional[str]:
+    """Get the physical type from a schema property."""
+    return prop.physicalType.lower() if prop.physicalType else None
+
+
 def constant_field_annotation(
     field_name: str, prop: SchemaProperty
 ) -> tuple[type_annotation_type, typing.Optional[ast.ClassDef]]:
     prop_type = _get_type(prop)
+    physical_type = _get_physical_type(prop)
+
     match prop_type:
         case "string":
             return (ast.Name("str", ctx=ast.Load()), None)
         case "number":
+            if physical_type == "decimal":
+                return (ast.Attribute(value=ast.Name(id="decimal", ctx=ast.Load()), attr="Decimal"), None)
             # Either integer or float in specification,
             # so we use float.
             return (ast.Name("float", ctx=ast.Load()), None)
@@ -103,7 +113,6 @@ def constant_field_annotation(
             return (ast.Name(field_name.capitalize(), ctx=ast.Load()), classdef)
         case _:
             # Check physical type for more specific mappings
-            physical_type = prop.physicalType.lower() if prop.physicalType else None
             if physical_type:
                 if physical_type in ["text", "varchar", "char", "nvarchar"]:
                     return (ast.Name("str", ctx=ast.Load()), None)
@@ -115,8 +124,10 @@ def constant_field_annotation(
                     return (ast.Name("float", ctx=ast.Load()), None)
                 elif physical_type in ["double", "float64"]:
                     return (ast.Name("float", ctx=ast.Load()), None)
-                elif physical_type in ["decimal", "numeric", "number"]:
+                elif physical_type in ["numeric", "number"]:
                     return (ast.Name("float", ctx=ast.Load()), None)
+                elif physical_type == "decimal":
+                    return (ast.Attribute(value=ast.Name(id="decimal", ctx=ast.Load()), attr="Decimal"), None)
                 elif physical_type in ["timestamp", "datetime", "timestamp_tz", "timestamp_ntz"]:
                     return (ast.Attribute(value=ast.Name(id="datetime", ctx=ast.Load()), attr="datetime"), None)
                 elif physical_type == "date":
diff --git a/tests/test_export_pydantic.py b/tests/test_export_pydantic.py
index 90d66db79..bd2a124bb 100644
--- a/tests/test_export_pydantic.py
+++ b/tests/test_export_pydantic.py
@@ -140,7 +140,7 @@ def test_model_description_export():
         result
         == dedent(
             """
-        import datetime, typing, pydantic
+        import datetime, typing, pydantic, decimal
         'Contract description'
 
         class Test_model(pydantic.BaseModel):
@@ -148,3 +148,19 @@ class Test_model(pydantic.BaseModel):
         """
         ).strip()
     )
+
+
+def test_decimal_model_export():
+    schema = SchemaObject(
+        name="test_model", properties=[SchemaProperty(name="f", logicalType="number", physicalType="decimal")]
+    )
+    ast_class = conv.generate_model_class("Test", schema)
+    assert (
+        ast.unparse(ast_class)
+        == dedent(
+            """
+    class Test(pydantic.BaseModel):
+        f: typing.Optional[decimal.Decimal]
+    """
+        ).strip()
+    )

From 452262e1ab9312d42c2cb6e53a58aa4cc479196a Mon Sep 17 00:00:00 2001
From: Damien Maresma <136118865+dmaresma@users.noreply.github.com>
Date: Wed, 31 Dec 2025 07:15:03 -0500
Subject: [PATCH 107/150] fix unknow storageAccount member of Server in test
 azure cli (#995)

---
 README.md                                     |  3 +-
 .../soda/connections/duckdb_connection.py     | 34 ++++++++++++++++---
 .../azure-parquet-remote/datacontract.yaml    |  3 +-
 3 files changed, 32 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 590838258..c4827d76a 100644
--- a/README.md
+++ b/README.md
@@ -558,8 +558,7 @@ datacontract.yaml
 servers:
   production:
     type: azure
-    storageAccount: datameshdatabricksdemo
-    location: abfss://dataproducts/inventory_events/*.parquet
+    location: abfss://datameshdatabricksdemo.dfs.core.windows.net/inventory_events/*.parquet
     format: parquet
 ```
 
diff --git a/datacontract/engines/soda/connections/duckdb_connection.py b/datacontract/engines/soda/connections/duckdb_connection.py
index 970dd37da..6ea58ae9d 100644
--- a/datacontract/engines/soda/connections/duckdb_connection.py
+++ b/datacontract/engines/soda/connections/duckdb_connection.py
@@ -1,4 +1,5 @@
 import os
+import re
 from typing import Any, List, Optional
 
 import duckdb
@@ -161,7 +162,7 @@ def add_nested_views(con: duckdb.DuckDBPyConnection, model_name: str, properties
             add_nested_views(con, nested_model_name, prop.properties)
 
 
-def setup_s3_connection(con, server):
+def setup_s3_connection(con, server: Server):
     s3_region = os.getenv("DATACONTRACT_S3_REGION")
     s3_access_key_id = os.getenv("DATACONTRACT_S3_ACCESS_KEY_ID")
     s3_secret_access_key = os.getenv("DATACONTRACT_S3_SECRET_ACCESS_KEY")
@@ -205,7 +206,7 @@ def setup_s3_connection(con, server):
             """)
 
 
-def setup_gcs_connection(con, server):
+def setup_gcs_connection(con, server: Server):
     key_id = os.getenv("DATACONTRACT_GCS_KEY_ID")
     secret = os.getenv("DATACONTRACT_GCS_SECRET")
 
@@ -223,11 +224,14 @@ def setup_gcs_connection(con, server):
     """)
 
 
-def setup_azure_connection(con, server):
+def setup_azure_connection(con, server: Server):
     tenant_id = os.getenv("DATACONTRACT_AZURE_TENANT_ID")
     client_id = os.getenv("DATACONTRACT_AZURE_CLIENT_ID")
     client_secret = os.getenv("DATACONTRACT_AZURE_CLIENT_SECRET")
-    storage_account = server.storageAccount
+    storage_account = (
+        to_azure_storage_account(server.location) if server.type == "azure" and "://" in server.location
+            else None
+        )
 
     if tenant_id is None:
         raise ValueError("Error: Environment variable DATACONTRACT_AZURE_TENANT_ID is not set")
@@ -260,3 +264,25 @@ def setup_azure_connection(con, server):
             CLIENT_SECRET '{client_secret}'
         );
         """)
+
+def to_azure_storage_account(location: str) -> str | None:
+    """
+    Converts a storage location string to extract the storage account name.
+    ODCS v3.0 has no explicit field for the storage account. It uses the location field, which is a URI.
+    This function parses a storage location string to identify and return the
+    storage account name. It handles two primary patterns:
+    1. Protocol://containerName@storageAccountName
+    2. Protocol://storageAccountName
+    :param location: The storage location string to parse, typically following
+                     the format protocol://containerName@storageAccountName. or
+                     protocol://storageAccountName.
+    :return: The extracted storage account name if found, otherwise None
+    """
+    # to catch protocol://containerName@storageAccountName. pattern from location
+    match = re.search(r"(?<=@)([^.]*)", location, re.IGNORECASE)
+    if match:
+        return match.group()
+    else:
+        # to catch protocol://storageAccountName. pattern from location
+        match = re.search(r"(?<=//)(?!@)([^.]*)", location, re.IGNORECASE)
+    return match.group() if match else None
diff --git a/tests/fixtures/azure-parquet-remote/datacontract.yaml b/tests/fixtures/azure-parquet-remote/datacontract.yaml
index ae469bd1e..fe7997c61 100644
--- a/tests/fixtures/azure-parquet-remote/datacontract.yaml
+++ b/tests/fixtures/azure-parquet-remote/datacontract.yaml
@@ -6,8 +6,7 @@ info:
 servers:
   production:
     type: azure
-    storageAccount: datameshdatabricksdemo
-    location: abfss://dataproducts/inventory_events/*.parquet
+    location: abfss://datameshdatabricksdemo/inventory_events/*.parquet
     format: parquet
 models:
   orders:

From 585ee4276b126e66f259643ac36a38f8175aa4d1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 31 Dec 2025 13:15:39 +0100
Subject: [PATCH 108/150] chore(deps-dev): bump rdflib from 7.0.0 to 7.5.0
 (#991)

Bumps [rdflib](https://github.com/RDFLib/rdflib) from 7.0.0 to 7.5.0.
- [Release notes](https://github.com/RDFLib/rdflib/releases)
- [Changelog](https://github.com/RDFLib/rdflib/blob/main/CHANGELOG.md)
- [Commits](https://github.com/RDFLib/rdflib/compare/7.0.0...7.5.0)

---
updated-dependencies:
- dependency-name: rdflib
  dependency-version: 7.5.0
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index c170cdc86..d87a329e6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -117,7 +117,7 @@ parquet = [
 ]
 
 rdf = [
-  "rdflib==7.0.0",
+  "rdflib==7.5.0",
 ]
 
 api = [

From ab2bbdde62460afaed4d38319268f207da3c1a2f Mon Sep 17 00:00:00 2001
From: Daniel Westheide 
Date: Fri, 9 Jan 2026 15:43:27 +0000
Subject: [PATCH 109/150] Make sure that column types are not inferred to
 VARCHAR (#1006)

The `UNION BY NAME` approach introduced as a fix for issue #977 led to
the problem that if one of the files contained only empty values for an
optional column, that column would be inferred to be of type `VARCHAR`
by DuckDB.

The solution is to create the empty table with strict types based on
the data contract and then insert the data into the table in a separate
step, taking only into account those columns that exist in both the data
contract and the data, which might be missing newly introduced columns
or still have columns that have been removed from the contract by now.
---
 .../soda/connections/duckdb_connection.py     | 20 ++++++++++++-------
 .../schema-evolution/cities-version-3.csv     |  3 +++
 tests/test_test_schema_evolution.py           | 10 ----------
 3 files changed, 16 insertions(+), 17 deletions(-)
 create mode 100644 tests/fixtures/schema-evolution/cities-version-3.csv

diff --git a/datacontract/engines/soda/connections/duckdb_connection.py b/datacontract/engines/soda/connections/duckdb_connection.py
index 6ea58ae9d..9a5035663 100644
--- a/datacontract/engines/soda/connections/duckdb_connection.py
+++ b/datacontract/engines/soda/connections/duckdb_connection.py
@@ -78,15 +78,21 @@ def create_view_with_schema_union(con, schema_obj: SchemaObject, model_path: str
     if converted_types:
         # Create empty table with contract schema
         columns_def = [f'"{col_name}" {col_type}' for col_name, col_type in converted_types.items()]
-        create_empty_table = f"""CREATE TABLE "{model_name}_schema" ({', '.join(columns_def)});"""
+        create_empty_table = f"""CREATE TABLE "{model_name}" ({', '.join(columns_def)});"""
         con.sql(create_empty_table)
 
-        # Create view as UNION of empty schema table and data
-        create_view_sql = f"""CREATE VIEW "{model_name}" AS
-            SELECT * FROM "{model_name}_schema"
-            UNION ALL BY NAME
-            SELECT * FROM {read_function}('{model_path}', union_by_name=true, hive_partitioning=1);"""
-        con.sql(create_view_sql)
+        # Read columns existing in both current data contract and data
+        intersecting_columns = con.sql(f"""SELECT column_name
+            FROM (DESCRIBE SELECT * FROM {read_function}('{model_path}', union_by_name=true, hive_partitioning=1))
+            INTERSECT SELECT column_name
+            FROM information_schema.columns
+            WHERE table_name = '{model_name}'""").fetchall()
+        selected_columns = ', '.join([column[0] for column in intersecting_columns])
+
+        # Insert data into table by name, but only columns existing in contract and data
+        insert_data_sql = f"""INSERT INTO {model_name} BY NAME
+            (SELECT {selected_columns} FROM {read_function}('{model_path}', union_by_name=true, hive_partitioning=1));"""
+        con.sql(insert_data_sql)
     else:
         # Fallback
         con.sql(
diff --git a/tests/fixtures/schema-evolution/cities-version-3.csv b/tests/fixtures/schema-evolution/cities-version-3.csv
new file mode 100644
index 000000000..068449b5d
--- /dev/null
+++ b/tests/fixtures/schema-evolution/cities-version-3.csv
@@ -0,0 +1,3 @@
+city_id,name,population
+c5193fd1-6b9b-4abc-81c5-ddb30a52d8f6,Babylon,
+cdcc7194-8f4d-40a8-84bb-92b32e0fb684,Tokyo,
diff --git a/tests/test_test_schema_evolution.py b/tests/test_test_schema_evolution.py
index eaaf7855a..5076755cb 100644
--- a/tests/test_test_schema_evolution.py
+++ b/tests/test_test_schema_evolution.py
@@ -9,7 +9,6 @@ def test_csv_optional_field_missing_from_old_data():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "passed"
     assert all(check.result == "passed" for check in run.checks)
 
@@ -21,7 +20,6 @@ def test_csv_optional_field_present_in_new_data():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "passed"
     assert all(check.result == "passed" for check in run.checks)
 
@@ -32,7 +30,6 @@ def test_data_from_historical_and_current_schema_csv_mixed():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "passed"
     assert all(check.result == "passed" for check in run.checks)
 
@@ -43,7 +40,6 @@ def test_csv_optional_field_with_invalid_values():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "failed"
     # Should have at least one failed check for constraint violation
     assert any(check.result == "failed" for check in run.checks)
@@ -55,7 +51,6 @@ def test_csv_required_field_missing_fails():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "failed"
 
 
@@ -70,7 +65,6 @@ def test_parquet_optional_field_missing_from_old_data():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "passed"
     assert all(check.result == "passed" for check in run.checks)
 
@@ -82,7 +76,6 @@ def test_parquet_optional_field_present_in_new_data():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "passed"
     assert all(check.result == "passed" for check in run.checks)
 
@@ -93,7 +86,6 @@ def test_data_from_historical_and_current_schema_parquet_mixed():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "passed"
     assert all(check.result == "passed" for check in run.checks)
 
@@ -104,7 +96,6 @@ def test_parquet_optional_field_with_invalid_values():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "failed"
     # Should have at least one failed check for constraint violation
     assert any(check.result == "failed" for check in run.checks)
@@ -116,5 +107,4 @@ def test_parquet_required_field_missing_fails():
 
     run = data_contract.test()
 
-    print(run)
     assert run.result == "failed"

From 8d54ae83265c165b4dea6916cbc2949402042add Mon Sep 17 00:00:00 2001
From: Amir Hosein Qasemi 
Date: Fri, 9 Jan 2026 17:18:17 +0100
Subject: [PATCH 110/150] fix BigQuery test failure for fields with FLOAT or
 BOOLEAN types by mapping them to equivalent types (BOOL and FLOAT64) (#1003)

Co-authored-by: aghasemi 
---
 CHANGELOG.md                             | 1 +
 datacontract/export/bigquery_exporter.py | 4 ++--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c265715c7..5fa62eff1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Restrict DuckDB dependency to < 1.4.0 (#972)
 - Fixed schema evolution support for optional fields in CSV and Parquet formats. Optional fields marked with `required: false` are no longer incorrectly treated as required during validation, enabling proper schema evolution where optional fields can be added to contracts without breaking validation of historical data files (#977)
 - Fixed decimals in pydantic model export. Fields marked with `type: decimal` will be mapped to `decimal.Decimal` instead of `float`.
+- Fix BigQuery test failure for fields with FLOAT or BOOLEAN types by mapping them to equivalent types (BOOL and FLOAT64)
 
 ## [0.11.2] - 2025-12-15
 
diff --git a/datacontract/export/bigquery_exporter.py b/datacontract/export/bigquery_exporter.py
index c718a4d20..ad91b2203 100644
--- a/datacontract/export/bigquery_exporter.py
+++ b/datacontract/export/bigquery_exporter.py
@@ -113,8 +113,8 @@ def map_type_to_bigquery(prop: SchemaProperty) -> str:
     # If physicalType is already a BigQuery type, return it directly
     if prop.physicalType:
         bq_types = {
-            "STRING", "BYTES", "INT64", "INTEGER", "FLOAT64", "FLOAT", "NUMERIC",
-            "BIGNUMERIC", "BOOL", "BOOLEAN", "TIMESTAMP", "DATE", "TIME", "DATETIME",
+            "STRING", "BYTES", "INT64", "INTEGER", "FLOAT64", "NUMERIC",
+            "BIGNUMERIC", "BOOL", "TIMESTAMP", "DATE", "TIME", "DATETIME",
             "GEOGRAPHY", "JSON", "RECORD", "STRUCT", "ARRAY"
         }
         if prop.physicalType.upper() in bq_types or prop.physicalType.upper().startswith(("STRUCT<", "ARRAY<", "RANGE<")):

From 3b49912232e975455ebfca1a9355d8fd2331da8a Mon Sep 17 00:00:00 2001
From: Damien Maresma <136118865+dmaresma@users.noreply.github.com>
Date: Sat, 10 Jan 2026 09:36:54 -0500
Subject: [PATCH 111/150] init (#1001)

---
 datacontract/catalog/catalog.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/datacontract/catalog/catalog.py b/datacontract/catalog/catalog.py
index 288bade94..c06066f45 100644
--- a/datacontract/catalog/catalog.py
+++ b/datacontract/catalog/catalog.py
@@ -14,7 +14,7 @@
 
 def _get_owner(odcs: OpenDataContractStandard) -> Optional[str]:
     """Get the owner from ODCS customProperties or team."""
-    if odcs.team and odcs.team.name:
+    if odcs.team and hasattr(odcs.team, "name") and odcs.team.name:
         return odcs.team.name
     if odcs.customProperties:
         for prop in odcs.customProperties:

From 4b27d89d2de22642e5ccb542b5c147f0292d7aac Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 10 Jan 2026 15:37:31 +0100
Subject: [PATCH 112/150] chore(deps-dev): update aiobotocore requirement
 (#999)

Updates the requirements on [aiobotocore](https://github.com/aio-libs/aiobotocore) to permit the latest version.
- [Release notes](https://github.com/aio-libs/aiobotocore/releases)
- [Changelog](https://github.com/aio-libs/aiobotocore/blob/master/CHANGES.rst)
- [Commits](https://github.com/aio-libs/aiobotocore/compare/2.17.0...3.1.0)

---
updated-dependencies:
- dependency-name: aiobotocore
  dependency-version: 3.1.0
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index d87a329e6..e794aa9b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -80,7 +80,7 @@ postgres = [
 
 s3 = [
   "s3fs>=2025.2.0,<2026.0.0",
-  "aiobotocore>=2.17.0,<2.26.0",
+  "aiobotocore>=2.17.0,<3.2.0",
 ]
 
 snowflake = [

From 1baeab697811d006a3c2e678a1134095d0e0c415 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 10 Jan 2026 15:38:09 +0100
Subject: [PATCH 113/150] chore(deps): update fastparquet requirement (#989)

Updates the requirements on [fastparquet](https://github.com/dask/fastparquet) to permit the latest version.
- [Commits](https://github.com/dask/fastparquet/compare/2024.5.0...2025.12.0)

---
updated-dependencies:
- dependency-name: fastparquet
  dependency-version: 2025.12.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index e794aa9b8..e00326e7a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,7 +20,7 @@ dependencies = [
   "pyyaml~=6.0.1",
   "requests>=2.31,<2.33",
   "fastjsonschema>=2.19.1,<2.22.0",
-  "fastparquet>=2024.5.0,<2025.0.0",
+  "fastparquet>=2024.5.0,<2026.0.0",
   "numpy>=1.26.4,<2.0.0", # transitive dependency, needs to be <2.0.0 https://github.com/datacontract/datacontract-cli/issues/575
   "python-multipart>=0.0.20,<1.0.0",
   "rich>=13.7,<15.0",

From bf38237296702f8dc4ecbee4e2e4707009a3d7f5 Mon Sep 17 00:00:00 2001
From: Amir Hosein Qasemi 
Date: Sat, 10 Jan 2026 15:39:39 +0100
Subject: [PATCH 114/150] improve: add name to all typer commands (#985)

Co-authored-by: aghasemi 
---
 datacontract/cli.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/datacontract/cli.py b/datacontract/cli.py
index 25032bd9b..21872ab01 100644
--- a/datacontract/cli.py
+++ b/datacontract/cli.py
@@ -67,7 +67,7 @@ def common(
     pass
 
 
-@app.command()
+@app.command(name="init")
 def init(
     location: Annotated[
         str, typer.Argument(help="The location of the data contract file to create.")
@@ -90,7 +90,7 @@ def init(
     console.print("📄 data contract written to " + location)
 
 
-@app.command()
+@app.command(name="lint")
 def lint(
     location: Annotated[
         str,
@@ -125,7 +125,7 @@ def enable_debug_logging(debug: bool):
         )
 
 
-@app.command()
+@app.command(name="test")
 def test(
     location: Annotated[
         str,
@@ -187,7 +187,7 @@ def test(
     write_test_result(run, console, output_format, output, data_contract)
 
 
-@app.command()
+@app.command(name="export")
 def export(
     format: Annotated[ExportFormat, typer.Option(help="The export format.")],
     output: Annotated[
@@ -467,7 +467,7 @@ def _get_uvicorn_arguments(port: int, host: str, context: typer.Context) -> dict
     return default_args | dict(zip(trimmed_keys, context.args[1::2]))
 
 
-@app.command(context_settings={"allow_extra_args": True, "ignore_unknown_options": True})
+@app.command(name="api", context_settings={"allow_extra_args": True, "ignore_unknown_options": True})
 def api(
     ctx: Annotated[typer.Context, typer.Option(help="Extra arguments to pass to uvicorn.run().")],
     port: Annotated[int, typer.Option(help="Bind socket to this port.")] = 4242,

From 1675c5b61c2da073e95d78a04450cfb1fe2aeb93 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 10 Jan 2026 15:40:03 +0100
Subject: [PATCH 115/150] chore(deps-dev): bump uvicorn from 0.38.0 to 0.40.0
 (#990)

Bumps [uvicorn](https://github.com/Kludex/uvicorn) from 0.38.0 to 0.40.0.
- [Release notes](https://github.com/Kludex/uvicorn/releases)
- [Changelog](https://github.com/Kludex/uvicorn/blob/main/docs/release-notes.md)
- [Commits](https://github.com/Kludex/uvicorn/compare/0.38.0...0.40.0)

---
updated-dependencies:
- dependency-name: uvicorn
  dependency-version: 0.40.0
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index e00326e7a..aa2f54440 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -122,7 +122,7 @@ rdf = [
 
 api = [
   "fastapi==0.121.2",
-  "uvicorn==0.38.0",
+  "uvicorn==0.40.0",
 ]
 
 protobuf = [

From dad619c3823c14f2525b161faa46036442f0cf74 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sat, 10 Jan 2026 15:51:56 +0100
Subject: [PATCH 116/150] Prepare release 0.11.3

---
 CHANGELOG.md   | 4 +++-
 pyproject.toml | 2 +-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5fa62eff1..c1d97bae6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,7 +7,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
-### Added
+
+
+## [0.11.3] - 2026-01-10
 
 ### Fixed
 
diff --git a/pyproject.toml b/pyproject.toml
index aa2f54440..29b4e6ec1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.11.2"
+version = "0.11.3"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From ffa9cd337fc9c0783423666b865f51e5bcd7019b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 10 Jan 2026 15:54:18 +0100
Subject: [PATCH 117/150] chore(deps): update typer requirement (#998)

Updates the requirements on [typer](https://github.com/fastapi/typer) to permit the latest version.
- [Release notes](https://github.com/fastapi/typer/releases)
- [Changelog](https://github.com/fastapi/typer/blob/master/docs/release-notes.md)
- [Commits](https://github.com/fastapi/typer/compare/0.15.1...0.21.0)

---
updated-dependencies:
- dependency-name: typer
  dependency-version: 0.21.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 29b4e6ec1..a1b0f6e17 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,7 +15,7 @@ classifiers = [
 ]
 requires-python = ">=3.10,<3.13"
 dependencies = [
-  "typer>=0.15.1,<0.20",
+  "typer>=0.15.1,<0.22",
   "pydantic>=2.8.2,<2.13.0",
   "pyyaml~=6.0.1",
   "requests>=2.31,<2.33",

From 2c5beec296803df44d0620b733be88e9baee47a5 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 11 Jan 2026 08:30:30 +0100
Subject: [PATCH 118/150] Automate release notes

---
 .github/workflows/release.yaml | 10 +++++++++-
 release                        |  1 -
 2 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 08404a264..ce25bea1a 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -100,6 +100,14 @@ jobs:
       id-token: write  # IMPORTANT: mandatory for sigstore
 
     steps:
+      - uses: actions/checkout@v4
+      - name: Extract changelog for version
+        run: |
+          VERSION="${{ github.ref_name }}"
+          VERSION="${VERSION#v}"  # Strip 'v' prefix
+          # Extract section between this version header and next version header
+          sed -n "/^## \[$VERSION\]/,/^## \[/p" CHANGELOG.md | head -n -1 > release_notes.md
+          cat release_notes.md
       - name: Download all the dists
         uses: actions/download-artifact@v4
         with:
@@ -118,7 +126,7 @@ jobs:
           gh release create
           '${{ github.ref_name }}'
           --repo '${{ github.repository }}'
-          --notes ""
+          --notes-file release_notes.md
       - name: Upload artifact signatures to GitHub Release
         env:
           GITHUB_TOKEN: ${{ github.token }}
diff --git a/release b/release
index 1ca2ba651..923ff274c 100755
--- a/release
+++ b/release
@@ -5,7 +5,6 @@ set -e
 # 1. Update release version in pyproject.toml
 # 2. Update CHANGELOG.md header
 # 3. Run ./release
-# 4. Update release notes in Github
 
 # pip install toml-cli
 VERSION=$(uvx --from toml-cli toml get --toml-path pyproject.toml project.version)

From 4b46eb57addfee6cdc181bd35757f43ee9183e12 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 11 Jan 2026 10:23:29 +0100
Subject: [PATCH 119/150] fix: spark exporter decimal precision/scale from
 customProperties or physicalType (#996)

Co-Authored-By: Claude Opus 4.5 
---
 CHANGELOG.md                          |  2 ++
 datacontract/export/spark_exporter.py | 39 ++++++++++++++++++++++-----
 2 files changed, 34 insertions(+), 7 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c1d97bae6..3a4dd4e21 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,7 +7,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Fixed
 
+- Spark exporter now supports decimal precision/scale via `customProperties` or parsing from `physicalType` (e.g., `decimal(10,2)`) (#996)
 
 ## [0.11.3] - 2026-01-10
 
diff --git a/datacontract/export/spark_exporter.py b/datacontract/export/spark_exporter.py
index ece6542f0..c76fada1e 100644
--- a/datacontract/export/spark_exporter.py
+++ b/datacontract/export/spark_exporter.py
@@ -1,4 +1,5 @@
 import json
+import re
 from typing import List, Optional
 
 from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty
@@ -119,6 +120,34 @@ def _get_custom_property_value(prop: SchemaProperty, key: str) -> Optional[str]:
     return None
 
 
+def _parse_decimal_precision_scale(physical_type: str) -> tuple[Optional[int], Optional[int]]:
+    """Parse precision and scale from physicalType like 'decimal(10,2)' or 'numeric(18,4)'."""
+    match = re.match(r"(?:decimal|numeric)\s*\(\s*(\d+)\s*,\s*(\d+)\s*\)", physical_type, re.IGNORECASE)
+    if match:
+        return int(match.group(1)), int(match.group(2))
+    return None, None
+
+
+def _get_decimal_type(prop: SchemaProperty) -> types.DecimalType:
+    """Get DecimalType: first from customProperties, then parse from physicalType, else Spark defaults."""
+    # First check customProperties
+    precision_str = _get_custom_property_value(prop, "precision")
+    scale_str = _get_custom_property_value(prop, "scale")
+    if precision_str is not None or scale_str is not None:
+        precision = int(precision_str) if precision_str else types.DecimalType().precision
+        scale = int(scale_str) if scale_str else types.DecimalType().scale
+        return types.DecimalType(precision=precision, scale=scale)
+
+    # Fallback: parse from physicalType
+    if prop.physicalType:
+        precision, scale = _parse_decimal_precision_scale(prop.physicalType)
+        if precision is not None:
+            return types.DecimalType(precision=precision, scale=scale if scale is not None else 0)
+
+    # Use Spark defaults
+    return types.DecimalType()
+
+
 def _logical_type_to_spark_type(logical_type: str) -> types.DataType:
     """Convert a logical type string to a Spark DataType."""
     if logical_type is None:
@@ -216,10 +245,8 @@ def to_spark_data_type(prop: SchemaProperty) -> types.DataType:
     if physical_type:
         if physical_type in ["string", "varchar", "text", "char", "nvarchar"]:
             return types.StringType()
-        if physical_type in ["decimal", "numeric"]:
-            precision = _get_logical_type_option(prop, "precision") or 38
-            scale = _get_logical_type_option(prop, "scale") or 0
-            return types.DecimalType(precision=precision, scale=scale)
+        if physical_type in ["decimal", "numeric"] or physical_type.startswith(("decimal(", "numeric(")):
+            return _get_decimal_type(prop)
         if physical_type in ["integer", "int", "int32"]:
             return types.IntegerType()
         if physical_type in ["long", "bigint", "int64"]:
@@ -244,9 +271,7 @@ def to_spark_data_type(prop: SchemaProperty) -> types.DataType:
         case "string":
             return types.StringType()
         case "number":
-            precision = _get_logical_type_option(prop, "precision") or 38
-            scale = _get_logical_type_option(prop, "scale") or 0
-            return types.DecimalType(precision=precision, scale=scale)
+            return _get_decimal_type(prop)
         case "integer":
             return types.LongType()
         case "boolean":

From f81c3e546762e2d2b6749f5560e300d33d182e23 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 11 Jan 2026 10:24:40 +0100
Subject: [PATCH 120/150] chore(deps): update duckdb requirement (#997)

Updates the requirements on [duckdb](https://github.com/duckdb/duckdb-python) to permit the latest version.
- [Release notes](https://github.com/duckdb/duckdb-python/releases)
- [Commits](https://github.com/duckdb/duckdb-python/compare/v1.3.0...v1.4.3)

---
updated-dependencies:
- dependency-name: duckdb
  dependency-version: 1.4.3
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index a1b0f6e17..98992271b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ dependencies = [
   "python-multipart>=0.0.20,<1.0.0",
   "rich>=13.7,<15.0",
   "sqlglot>=26.6.0,<29.0.0",
-  "duckdb>=1.0.0,<1.4.0",
+  "duckdb>=1.0.0,<1.5.0",
   "soda-core-duckdb>=3.3.20,<3.6.0",
   # remove setuptools when https://github.com/sodadata/soda-core/issues/2091 is resolved
   "setuptools>=60",

From bab97de90aee400fb63d7bf3072c2423b4a5f7c0 Mon Sep 17 00:00:00 2001
From: Pierre Monnet <45850064+pierre-monnet@users.noreply.github.com>
Date: Sun, 11 Jan 2026 10:26:35 +0100
Subject: [PATCH 121/150] fix: example field mapping for dcs importer (#992)

* fix: example field mapping for dcs importer

* update changelog

* tests fixed

---------

Co-authored-by: Jochen Christ 
---
 CHANGELOG.md                               |  1 +
 datacontract/imports/dcs_importer.py       | 91 ++++++++++++++++------
 tests/fixtures/markdown/export/expected.md | 10 +--
 tests/test_export_rdf.py                   |  3 +
 4 files changed, 76 insertions(+), 29 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3a4dd4e21..90d7f8893 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,6 +9,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Fixed example(s) field mapping for Data Contract Specification importer (#992).
 - Spark exporter now supports decimal precision/scale via `customProperties` or parsing from `physicalType` (e.g., `decimal(10,2)`) (#996)
 
 ## [0.11.3] - 2026-01-10
diff --git a/datacontract/imports/dcs_importer.py b/datacontract/imports/dcs_importer.py
index ba92c67f6..d2e2ae07c 100644
--- a/datacontract/imports/dcs_importer.py
+++ b/datacontract/imports/dcs_importer.py
@@ -29,9 +29,7 @@
 class DcsImporter(Importer):
     """Importer for Data Contract Specification (DCS) format."""
 
-    def import_source(
-        self, source: str, import_args: dict
-    ) -> OpenDataContractStandard:
+    def import_source(self, source: str, import_args: dict) -> OpenDataContractStandard:
         import yaml
 
         from datacontract.lint.resources import read_resource
@@ -99,6 +97,7 @@ def convert_dcs_to_odcs(dcs: DataContractSpecification) -> OpenDataContractStand
     # Convert links to authoritativeDefinitions
     if dcs.links:
         from open_data_contract_standard.model import AuthoritativeDefinition
+
         odcs.authoritativeDefinitions = [
             AuthoritativeDefinition(type=key, url=value) for key, value in dcs.links.items()
         ]
@@ -114,8 +113,11 @@ def convert_dcs_to_odcs(dcs: DataContractSpecification) -> OpenDataContractStand
         # Convert policies to authoritativeDefinitions
         if dcs.terms.policies:
             from open_data_contract_standard.model import AuthoritativeDefinition
+
             policy_defs = [
-                AuthoritativeDefinition(type=p.name, description=getattr(p, "description", None), url=getattr(p, "url", None))
+                AuthoritativeDefinition(
+                    type=p.name, description=getattr(p, "description", None), url=getattr(p, "url", None)
+                )
                 for p in dcs.terms.policies
             ]
             if odcs.authoritativeDefinitions:
@@ -176,6 +178,7 @@ def _convert_servers(dcs_servers: Dict[str, DCSServer]) -> List[ODCSServer]:
             odcs_server.description = dcs_server.description
         if dcs_server.roles:
             from open_data_contract_standard.model import Role as ODCSRole
+
             odcs_server.roles = [ODCSRole(role=r.name, description=r.description) for r in dcs_server.roles]
         if dcs_server.topic:
             # Store topic in customProperties since ODCS Server doesn't have a topic field
@@ -217,14 +220,14 @@ def _convert_models_to_schema(models: Dict[str, Model], definitions: Dict[str, F
                 schema_obj.physicalName = physical_name
 
         # Store namespace in customProperties for Avro export
-        if hasattr(model, 'namespace') and model.namespace:
+        if hasattr(model, "namespace") and model.namespace:
             if schema_obj.customProperties is None:
                 schema_obj.customProperties = []
             schema_obj.customProperties.append(CustomProperty(property="namespace", value=model.namespace))
 
         # Convert fields to properties
         # Pass model-level primaryKey list to set primaryKey and primaryKeyPosition on fields
-        model_primary_keys = model.primaryKey if hasattr(model, 'primaryKey') and model.primaryKey else []
+        model_primary_keys = model.primaryKey if hasattr(model, "primaryKey") and model.primaryKey else []
         if model.fields:
             schema_obj.properties = _convert_fields_to_properties(model.fields, model_primary_keys, definitions)
 
@@ -307,7 +310,7 @@ def _resolve_field_ref(field: Field, definitions: Dict[str, Field]) -> Field:
         elif resolved_value is not None:
             merged_data[attr] = resolved_value
     # Clear ref to avoid infinite recursion
-    merged_data['ref'] = None
+    merged_data["ref"] = None
     return Field(**merged_data)
 
 
@@ -355,7 +358,7 @@ def _resolve_local_ref(ref_path: str, definitions: Dict[str, Field]) -> Optional
         return None
 
     # Remove the #/definitions/ prefix
-    path_after_definitions = ref_path[len("#/definitions/"):]
+    path_after_definitions = ref_path[len("#/definitions/") :]
 
     # Check for simple case: #/definitions/name
     if "/" not in path_after_definitions:
@@ -439,7 +442,10 @@ def _convert_field_to_property(
         prop.classification = field.classification
     if field.tags:
         prop.tags = field.tags
-
+    if field.examples is not None:
+        prop.examples = field.examples
+    if field.example is not None:
+        prop.examples = [field.example]
     # Convert constraints to logicalTypeOptions
     logical_type_options = {}
     if field.minLength is not None:
@@ -483,7 +489,16 @@ def _convert_field_to_property(
         custom_properties.append(CustomProperty(property="scale", value=str(field.scale)))
     if field.config:
         # Server-specific type overrides physicalType
-        server_type_keys = ["oracleType", "snowflakeType", "postgresType", "bigqueryType", "databricksType", "sqlserverType", "trinoType", "physicalType"]
+        server_type_keys = [
+            "oracleType",
+            "snowflakeType",
+            "postgresType",
+            "bigqueryType",
+            "databricksType",
+            "sqlserverType",
+            "trinoType",
+            "physicalType",
+        ]
         for key in server_type_keys:
             if key in field.config:
                 prop.physicalType = field.config[key]
@@ -511,9 +526,13 @@ def _convert_field_to_property(
     # Convert keys/values (for map types) - store types in customProperties
     if field.keys or field.values:
         if field.keys and field.keys.type:
-            custom_properties.append(CustomProperty(property="mapKeyType", value=_convert_type_to_logical_type(field.keys.type)))
+            custom_properties.append(
+                CustomProperty(property="mapKeyType", value=_convert_type_to_logical_type(field.keys.type))
+            )
         if field.values and field.values.type:
-            custom_properties.append(CustomProperty(property="mapValueType", value=_convert_type_to_logical_type(field.values.type)))
+            custom_properties.append(
+                CustomProperty(property="mapValueType", value=_convert_type_to_logical_type(field.values.type))
+            )
             # For map with struct values, store the value fields in properties
             if field.values.fields:
                 prop.properties = _convert_fields_to_properties(field.values.fields, None, definitions)
@@ -530,11 +549,16 @@ def _convert_field_to_property(
 
     # Convert lineage
     if field.lineage:
-        if hasattr(field.lineage, 'inputFields') and field.lineage.inputFields:
-            prop.transformSourceObjects = [f"{f.namespace}.{f.name}.{f.field}" if hasattr(f, 'namespace') and f.namespace else f"{f.name}.{f.field}" for f in field.lineage.inputFields]
-        if hasattr(field.lineage, 'transformationDescription') and field.lineage.transformationDescription:
+        if hasattr(field.lineage, "inputFields") and field.lineage.inputFields:
+            prop.transformSourceObjects = [
+                f"{f.namespace}.{f.name}.{f.field}"
+                if hasattr(f, "namespace") and f.namespace
+                else f"{f.name}.{f.field}"
+                for f in field.lineage.inputFields
+            ]
+        if hasattr(field.lineage, "transformationDescription") and field.lineage.transformationDescription:
             prop.transformDescription = field.lineage.transformationDescription
-        if hasattr(field.lineage, 'transformationType') and field.lineage.transformationType:
+        if hasattr(field.lineage, "transformationType") and field.lineage.transformationType:
             prop.transformLogic = field.lineage.transformationType
 
     return prop
@@ -568,16 +592,16 @@ def _convert_type_to_logical_type(dcs_type: str) -> str:
         "timestamp_tz": "timestamp",
         "timestamp_ntz": "timestamp",
         "date": "date",
-        "time": "string",   # not supported in ODCS
+        "time": "string",  # not supported in ODCS
         "datetime": "timestamp",
         "array": "array",
         "object": "object",
         "record": "object",
         "struct": "object",
         "map": "object",
-        "bytes": "string",   # not supported in ODCS
+        "bytes": "string",  # not supported in ODCS
         "binary": "string",  # not supported in ODCS
-        "null": "string",    # not supported in ODCS
+        "null": "string",  # not supported in ODCS
     }
 
     return type_mapping.get(t, t)
@@ -637,7 +661,9 @@ def _convert_servicelevels(servicelevels: Any) -> List[ServiceLevelAgreementProp
         sla_properties.append(
             ServiceLevelAgreementProperty(
                 property="generalAvailability",
-                value=servicelevels.availability.description if hasattr(servicelevels.availability, "description") else str(servicelevels.availability),
+                value=servicelevels.availability.description
+                if hasattr(servicelevels.availability, "description")
+                else str(servicelevels.availability),
             )
         )
 
@@ -655,7 +681,12 @@ def _convert_servicelevels(servicelevels: Any) -> List[ServiceLevelAgreementProp
 
     if hasattr(servicelevels, "freshness") and servicelevels.freshness:
         freshness = servicelevels.freshness
-        if hasattr(freshness, "threshold") and freshness.threshold and hasattr(freshness, "timestampField") and freshness.timestampField:
+        if (
+            hasattr(freshness, "threshold")
+            and freshness.threshold
+            and hasattr(freshness, "timestampField")
+            and freshness.timestampField
+        ):
             value, unit = _parse_iso8601_duration(freshness.threshold)
             if value is not None and unit is not None:
                 sla_properties.append(
@@ -686,7 +717,11 @@ def _convert_servicelevels(servicelevels: Any) -> List[ServiceLevelAgreementProp
 
     if hasattr(servicelevels, "frequency") and servicelevels.frequency:
         frequency = servicelevels.frequency
-        freq_value = frequency.interval if hasattr(frequency, "interval") and frequency.interval else (frequency.cron if hasattr(frequency, "cron") else None)
+        freq_value = (
+            frequency.interval
+            if hasattr(frequency, "interval") and frequency.interval
+            else (frequency.cron if hasattr(frequency, "cron") else None)
+        )
         if freq_value:
             sla_properties.append(
                 ServiceLevelAgreementProperty(
@@ -697,7 +732,11 @@ def _convert_servicelevels(servicelevels: Any) -> List[ServiceLevelAgreementProp
 
     if hasattr(servicelevels, "support") and servicelevels.support:
         support = servicelevels.support
-        support_value = support.time if hasattr(support, "time") and support.time else (support.description if hasattr(support, "description") else None)
+        support_value = (
+            support.time
+            if hasattr(support, "time") and support.time
+            else (support.description if hasattr(support, "description") else None)
+        )
         if support_value:
             sla_properties.append(
                 ServiceLevelAgreementProperty(
@@ -708,7 +747,11 @@ def _convert_servicelevels(servicelevels: Any) -> List[ServiceLevelAgreementProp
 
     if hasattr(servicelevels, "backup") and servicelevels.backup:
         backup = servicelevels.backup
-        backup_value = backup.interval if hasattr(backup, "interval") and backup.interval else (backup.cron if hasattr(backup, "cron") else None)
+        backup_value = (
+            backup.interval
+            if hasattr(backup, "interval") and backup.interval
+            else (backup.cron if hasattr(backup, "cron") else None)
+        )
         if backup_value:
             sla_properties.append(
                 ServiceLevelAgreementProperty(
diff --git a/tests/fixtures/markdown/export/expected.md b/tests/fixtures/markdown/export/expected.md
index 057aef26b..24608d956 100644
--- a/tests/fixtures/markdown/export/expected.md
+++ b/tests/fixtures/markdown/export/expected.md
@@ -35,9 +35,9 @@ Max data processing per day: 10 TiB
 
 | Field | Type | Attributes |
 | ----- | ---- | ---------- |
-|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **logicalTypeOptions:** {'format': 'uuid'}
• `required`
• `unique`
• **classification:** restricted |
-|  order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
• **tags:** ['business-timestamp']
• `required` |
-|  order_total | integer | *Total amount the smallest monetary unit (e.g., cents).*
• `required` |
+|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **logicalTypeOptions:** {'format': 'uuid'}
• `required`
• `unique`
• **classification:** restricted
• **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2'] |
+|  order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
• **tags:** ['business-timestamp']
• `required`
• **examples:** ['2024-09-09T08:30:00Z'] |
+|  order_total | integer | *Total amount the smallest monetary unit (e.g., cents).*
• `required`
• **examples:** [9999] |
 |  customer_id | string | *Unique identifier for the customer.*
• **logicalTypeOptions:** {'minLength': 10, 'maxLength': 20} |
 |  customer_email_address | string | *The email address, as entered by the customer.*
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• **logicalTypeOptions:** {'format': 'email'}
• `required`
• **classification:** sensitive
• **transformSourceObjects:** ['com.example.service.checkout.checkout_db.orders.email_address']
• **quality:** [{'description': 'The email address is not verified and may be invalid.', 'type': 'text'}] |
 |  processed_timestamp | timestamp | *The timestamp when the record was processed by the data platform.*
• **customProperties:** [{'property': 'jsonType', 'value': 'string'}, {'property': 'jsonFormat', 'value': 'date-time'}]
• `required` |
@@ -47,8 +47,8 @@ Max data processing per day: 10 TiB
 | Field | Type | Attributes |
 | ----- | ---- | ---------- |
 |  line_item_id | string | *Primary key of the lines_item_id table*
• `primaryKey`
• **primaryKeyPosition:** 2
• `required` |
-|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **primaryKeyPosition:** 1
• **logicalTypeOptions:** {'format': 'uuid'}
• **classification:** restricted
• **relationships:** [{'type': 'foreignKey', 'to': 'orders.order_id'}] |
-|  sku | string | *The purchased article number*
• **businessName:** Stock Keeping Unit
• **tags:** ['inventory']
• **logicalTypeOptions:** {'pattern': '^[A-Za-z0-9]{8,14}$'} |
+|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **primaryKeyPosition:** 1
• **logicalTypeOptions:** {'format': 'uuid'}
• **classification:** restricted
• **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2']
• **relationships:** [{'type': 'foreignKey', 'to': 'orders.order_id'}] |
+|  sku | string | *The purchased article number*
• **businessName:** Stock Keeping Unit
• **tags:** ['inventory']
• **logicalTypeOptions:** {'pattern': '^[A-Za-z0-9]{8,14}$'}
• **examples:** ['96385074'] |
 
 ## SLA Properties
 | Property | Value | Unit |
diff --git a/tests/test_export_rdf.py b/tests/test_export_rdf.py
index f519aadd0..589a5a6f8 100644
--- a/tests/test_export_rdf.py
+++ b/tests/test_export_rdf.py
@@ -109,12 +109,14 @@ def test_to_rdf_complex():
             odcs:classification "restricted" ;
             odcs:description "An internal ID that identifies an order in the online shop." ;
             odcsx:businessName "Order ID" ;
+            odcsx:examples "243c25e5-a081-43a9-aeab-6d5d5b6cb5e2" ;
             odcs:logicalType "string" ;
             odcs:name "order_id" ;
             odcs:physicalType "text" ],
         [ a odcs:Property ;
             odcs:description "The purchased article number" ;
             odcsx:businessName "Stock Keeping Unit" ;
+            odcsx:examples "96385074" ;
             odcs:logicalType "string" ;
             odcs:name "sku" ;
             odcs:physicalType "text" ],
@@ -132,6 +134,7 @@ def test_to_rdf_complex():
             odcs:classification "restricted" ;
             odcs:description "An internal ID that identifies an order in the online shop." ;
             odcsx:businessName "Order ID" ;
+            odcsx:examples "243c25e5-a081-43a9-aeab-6d5d5b6cb5e2" ;
             odcs:logicalType "string" ;
             odcs:name "order_id" ;
             odcs:physicalType "text" ;

From 141745385f2ed320033aecc8e1f194917ecdd5fa Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 11 Jan 2026 13:21:08 +0100
Subject: [PATCH 122/150] fix: handle None schema/properties in ODCS HTML
 template (#971)

Fixes catalog command failing on ODCS examples with no schema or no properties.

Co-Authored-By: Claude Opus 4.5 
---
 CHANGELOG.md                                  | 1 +
 datacontract/templates/datacontract_odcs.html | 4 ++--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 90d7f8893..af5fd7bf8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - Fixed example(s) field mapping for Data Contract Specification importer (#992).
 - Spark exporter now supports decimal precision/scale via `customProperties` or parsing from `physicalType` (e.g., `decimal(10,2)`) (#996)
+- Fix catalog/HTML export failing on ODCS contracts with no schema or no properties (#971)
 
 ## [0.11.3] - 2026-01-10
 
diff --git a/datacontract/templates/datacontract_odcs.html b/datacontract/templates/datacontract_odcs.html
index bc97203cb..84cf46b56 100644
--- a/datacontract/templates/datacontract_odcs.html
+++ b/datacontract/templates/datacontract_odcs.html
@@ -1,6 +1,6 @@
 {% macro render_nested_properties(properties, level) %}
   
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zz|7u|dB1TF1|<(IY

       
       

@@ -268,7 +268,7 @@ 

               

             
 
-            {% for schema in datacontract.schema_ %}
+            {% for schema in datacontract.schema_ or [] %}
 
             

               


From e1dff41ee2955d82e6c8008897bd9b4dcd3f2966 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Sun, 11 Jan 2026 16:14:45 +0100
Subject: [PATCH 123/150] Update example contract for API

---
 datacontract/api.py | 218 ++++++++++++++++++++++++++++++++++++--------
 1 file changed, 180 insertions(+), 38 deletions(-)

diff --git a/datacontract/api.py b/datacontract/api.py
index 14de01ed2..09a940730 100644
--- a/datacontract/api.py
+++ b/datacontract/api.py
@@ -11,50 +11,192 @@
 from datacontract.data_contract import DataContract, ExportFormat
 from datacontract.model.run import Run
 
-DATA_CONTRACT_EXAMPLE_PAYLOAD = """dataContractSpecification: 1.2.1
-id: urn:datacontract:checkout:orders-latest
-info:
-  title: Orders Latest
-  version: 2.0.0
-  owner: Sales Team
-servers:
-  production:
-    type: s3
-    location: s3://datacontract-example-orders-latest/v2/{model}/*.json
-    format: json
-    delimiter: new_line
-models:
-  orders:
-    description: One record per order. Includes cancelled and deleted orders.
-    type: table
-    fields:
-      order_id:
-        type: string
+DATA_CONTRACT_EXAMPLE_PAYLOAD = """apiVersion: v3.1.0
+kind: DataContract
+id: orders
+name: Orders
+version: 1.0.0
+status: active
+description:
+  purpose: "Provides order and line item data for analytics and reporting"
+  usage: "Used by analytics team for sales analysis and business intelligence"
+  limitations: "Contains only the last 2 years of data"
+  customProperties:
+    - property: "sensitivity"
+      value: "secret"
+      description: "Data contains personally identifiable information"
+  authoritativeDefinitions:
+    - url: "https://entropy-data.com/policies/gdpr-compliance"
+      type: "businessDefinition"
+      description: "GDPR compliance policy for handling customer data"
+schema:
+  - name: orders
+    physicalType: TABLE
+    description: All historic web shop orders since 2020-01-01. Includes successful and cancelled orders.
+    properties:
+      - name: order_id
+        logicalType: string
+        description: The internal order id for every orders. Do not show this to a customer.
+        businessName: Internal Order ID
+        physicalType: UUID
+        examples:
+          - 99e8bb10-3785-4634-9664-8dc79eb69d43
         primaryKey: true
-      order_timestamp:
-        description: The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.
-        type: timestamp
+        classification: internal
         required: true
+        unique: true
+      - name: customer_id
+        logicalType: string
+        description: A reference to the customer number
+        businessName: Customer Number
+        physicalType: TEXT
         examples:
-          - "2024-09-09T08:30:00Z"
-      order_total:
-        description: Total amount the smallest monetary unit (e.g., cents).
-        type: long
+          - c123456789
         required: true
+        unique: false
+        logicalTypeOptions:
+          minLength: 10
+          maxLength: 10
+        authoritativeDefinitions:
+          - type: definition
+            url: https://example.com/definitions/sales/customer/customer_id
+        tags:
+          - pii:true
+        classification: internal
+        criticalDataElement: true
+      - name: order_total
+        logicalType: integer
+        description: The order total amount in cents, including tax, after discounts.
+          Includes shipping costs.
+        physicalType: INTEGER
         examples:
-          - 9999
+          - "9999"
+        quality:
+          - type: text
+            description: The order_total equals the sum of all related line items.
+        required: true
+        businessName: Order Amount
+      - name: order_timestamp
+        logicalType: timestamp
+        description: The time including timezone when the order payment was successfully
+          confirmed.
+        physicalType: TIMESTAMPTZ
+        businessName: Order Date
+        examples:
+          - "2025-03-01 14:30:00+01"
+      - name: order_status
+        businessName: Status
+        description: The business status of the order
+        logicalType: string
+        physicalType: TEXT
+        examples:
+          - shipped
         quality:
-          - type: sql
-            description: 95% of all order total values are expected to be between 10 and 499 EUR.
-            query: |
-              SELECT quantile_cont(order_total, 0.95) AS percentile_95
-              FROM orders
-            mustBeBetween: [1000, 99900]
-      customer_id:
-        description: Unique identifier for the customer.
-        type: text
-        minLength: 10
-        maxLength: 20
+          - type: library
+            description: Ensure that there are no other status values.
+            metric: invalidValues
+            arguments:
+              validValues:
+                - pending
+                - paid
+                - processing
+                - shipped
+                - delivered
+                - cancelled
+                - refunded
+            mustBe: 0
+    quality:
+      - type: library
+        metric: rowCount
+        mustBeGreaterThan: 100000
+        description: If there are less than 100k rows, something is wrong.
+  - name: line_items
+    physicalType: table
+    description: Details for each item in an order
+    properties:
+      - name: line_item_id
+        logicalType: string
+        description: Unique identifier for the line item
+        physicalType: UUID
+        examples:
+          - 12c9ba21-0c44-4e29-ba72-b8fd01c1be30
+        logicalTypeOptions:
+          format: uuid
+        required: true
+        primaryKey: true
+      - name: sku
+        logicalType: string
+        businessName: Stock Keeping Unit
+        description: Identifier for the purchased product
+        physicalType: TEXT
+        examples:
+          - 111222333
+        required: true
+      - name: price
+        logicalType: integer
+        description: Price in cents for this line item including tax
+        physicalType: INTEGER
+        examples:
+          - 9999
+        required: true
+      - name: order_id
+        required: false
+        primaryKey: false
+        logicalType: string
+        physicalType: UUID
+        relationships:
+          - type: foreignKey
+            to: orders.order_id
+servers:
+  - server: production
+    environment: prod
+    type: postgres
+    host: aws-1-eu-central-2.pooler.supabase.com
+    port: 6543
+    database: postgres
+    schema: dp_orders_v1
+team:
+  name: sales
+  description: This data product is owned by the "Sales" team
+  members:
+    - username: john@example.com
+      name: John Doe
+      role: Owner
+  authoritativeDefinitions:
+    - type: slack
+      url: https://slack.example.com/teams/sales
+roles:
+  - role: analyst_us
+    description: Read access for analytics to US orders
+  - role: analyst_eu
+    description: Read access for analytics to EU orders
+slaProperties:
+  - property: availability
+    value: 99.9%
+    description: Data platform uptime guarantee
+  - property: retention
+    value: "1"
+    unit: year
+    description: Data will be deleted after 1 year
+  - property: freshness
+    value: "24"
+    unit: hours
+    description: Within 24 hours of order placement
+  - property: support
+    value: business hours
+    description: Support only during business hours
+price:
+  priceAmount: 0
+  priceCurrency: USD
+  priceUnit: monthly
+tags:
+  - e-commerce
+  - transactions
+  - pii
+customProperties:
+  - property: dataPlatformRole
+    value: role_orders_v1
+contractCreatedTs: "2025-01-15T10:00:00Z"
 """
 
 app = FastAPI(

From 78eeb7d61e114e02420ce686408d4f7991de3962 Mon Sep 17 00:00:00 2001
From: Gerd Koenig 
Date: Mon, 12 Jan 2026 19:28:14 +0100
Subject: [PATCH 124/150] Lower pyspark version requirement to 3.5.0 (#1013)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

to be able to use datacontract-cli within Databricks runtime 15.4 , the min pyspark version should match. Since Databricks runtime ships with pyspark 3.5.0, it would be great if datacontract-cli also supports this as lowest number.....if it doesn't break stuff elsewhere 🤞
---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 98992271b..cdae40169 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,7 @@ databricks = [
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
   "databricks-sql-connector>=3.7.0,<4.3.0",
   "databricks-sdk<0.74.0",
-  "pyspark>=3.5.5,<5.0.0",
+  "pyspark>=3.5.0,<5.0.0",
 ]
 
 iceberg = [
@@ -71,7 +71,7 @@ iceberg = [
 kafka = [
   "datacontract-cli[avro]",
   "soda-core-spark-df>=3.3.20,<3.6.0",
-  "pyspark>=3.5.5,<5.0.0",
+  "pyspark>=3.5.0,<5.0.0",
 ]
 
 postgres = [

From 3a44a1a17c13a54befb2e8ebb85dbdf548cd5aae Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 14 Jan 2026 16:26:32 +0100
Subject: [PATCH 125/150] chore(deps-dev): update databricks-sdk requirement
 (#1011)

Updates the requirements on [databricks-sdk](https://github.com/databricks/databricks-sdk-py) to permit the latest version.
- [Release notes](https://github.com/databricks/databricks-sdk-py/releases)
- [Changelog](https://github.com/databricks/databricks-sdk-py/blob/main/CHANGELOG.md)
- [Commits](https://github.com/databricks/databricks-sdk-py/compare/v0.0.1...v0.77.0)

---
updated-dependencies:
- dependency-name: databricks-sdk
  dependency-version: 0.77.0
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index cdae40169..62edfc3d3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -60,7 +60,7 @@ databricks = [
   "soda-core-spark-df>=3.3.20,<3.6.0",
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
   "databricks-sql-connector>=3.7.0,<4.3.0",
-  "databricks-sdk<0.74.0",
+  "databricks-sdk<0.78.0",
   "pyspark>=3.5.0,<5.0.0",
 ]
 

From 575e418debb3849f29f09f3760f089254765aa00 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 19 Jan 2026 22:18:26 +0100
Subject: [PATCH 126/150] Make duckdb optional

---
 CHANGELOG.md                                  |  5 +++++
 README.md                                     |  1 +
 datacontract/data_contract.py                 |  5 ++---
 datacontract/engines/data_contract_test.py    |  4 ++--
 .../engines/soda/check_soda_execute.py        |  4 ++--
 .../soda/connections/duckdb_connection.py     | 21 ++++++++++++++-----
 datacontract/imports/csv_importer.py          |  6 +++++-
 pyproject.toml                                | 12 ++++++-----
 8 files changed, 40 insertions(+), 18 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index af5fd7bf8..f9704bed4 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Changed
+
+- Made `duckdb` an optional dependency. Install with `pip install datacontract-cli[duckdb]` for local/S3/GCS/Azure file testing.
+- Removed unused `fastparquet` and `numpy` dependencies.
+
 ### Fixed
 
 - Fixed example(s) field mapping for Data Contract Specification importer (#992).
diff --git a/README.md b/README.md
index c4827d76a..c7ff8da06 100644
--- a/README.md
+++ b/README.md
@@ -236,6 +236,7 @@ A list of available extras:
 | Avro Support            | `pip install datacontract-cli[avro]`       |
 | Google BigQuery         | `pip install datacontract-cli[bigquery]`   |
 | Databricks Integration  | `pip install datacontract-cli[databricks]` |
+| DuckDB (local/S3/GCS/Azure file testing) | `pip install datacontract-cli[duckdb]` |
 | Iceberg                 | `pip install datacontract-cli[iceberg]`    |
 | Kafka Integration       | `pip install datacontract-cli[kafka]`      |
 | PostgreSQL Integration  | `pip install datacontract-cli[postgres]`   |
diff --git a/datacontract/data_contract.py b/datacontract/data_contract.py
index 84123139e..b7da9dd1e 100644
--- a/datacontract/data_contract.py
+++ b/datacontract/data_contract.py
@@ -4,10 +4,9 @@
 from open_data_contract_standard.model import OpenDataContractStandard, Team
 
 if typing.TYPE_CHECKING:
+    from duckdb.duckdb import DuckDBPyConnection
     from pyspark.sql import SparkSession
 
-from duckdb.duckdb import DuckDBPyConnection
-
 from datacontract.engines.data_contract_test import execute_data_contract_test
 from datacontract.export.exporter import ExportFormat
 from datacontract.export.exporter_factory import exporter_factory
@@ -29,7 +28,7 @@ def __init__(
         server: str = None,
         publish_url: str = None,
         spark: "SparkSession" = None,
-        duckdb_connection: DuckDBPyConnection = None,
+        duckdb_connection: "DuckDBPyConnection" = None,
         inline_definitions: bool = True,
         ssl_verification: bool = True,
         publish_test_results: bool = False,
diff --git a/datacontract/engines/data_contract_test.py b/datacontract/engines/data_contract_test.py
index cf9fdaf73..c35949550 100644
--- a/datacontract/engines/data_contract_test.py
+++ b/datacontract/engines/data_contract_test.py
@@ -4,12 +4,12 @@
 import typing
 
 import requests
-from duckdb.duckdb import DuckDBPyConnection
 from open_data_contract_standard.model import OpenDataContractStandard, Server
 
 from datacontract.engines.data_contract_checks import create_checks
 
 if typing.TYPE_CHECKING:
+    from duckdb.duckdb import DuckDBPyConnection
     from pyspark.sql import SparkSession
 
 from datacontract.engines.datacontract.check_that_datacontract_contains_valid_servers_configuration import (
@@ -26,7 +26,7 @@ def execute_data_contract_test(
     run: Run,
     server_name: str = None,
     spark: "SparkSession" = None,
-    duckdb_connection: DuckDBPyConnection = None,
+    duckdb_connection: "DuckDBPyConnection" = None,
 ):
     if data_contract.schema_ is None or len(data_contract.schema_) == 0:
         raise DataContractException(
diff --git a/datacontract/engines/soda/check_soda_execute.py b/datacontract/engines/soda/check_soda_execute.py
index c3187c96c..d71c77d89 100644
--- a/datacontract/engines/soda/check_soda_execute.py
+++ b/datacontract/engines/soda/check_soda_execute.py
@@ -6,9 +6,9 @@
 from datacontract.engines.soda.connections.oracle import initialize_client_and_create_soda_configuration
 
 if typing.TYPE_CHECKING:
+    from duckdb.duckdb import DuckDBPyConnection
     from pyspark.sql import SparkSession
 
-from duckdb.duckdb import DuckDBPyConnection
 from open_data_contract_standard.model import OpenDataContractStandard, Server
 
 from datacontract.engines.soda.connections.bigquery import to_bigquery_soda_configuration
@@ -29,7 +29,7 @@ def check_soda_execute(
     data_contract: OpenDataContractStandard,
     server: Server,
     spark: "SparkSession" = None,
-    duckdb_connection: DuckDBPyConnection = None,
+    duckdb_connection: "DuckDBPyConnection" = None,
 ):
     from soda.common.config_helper import ConfigHelper
 
diff --git a/datacontract/engines/soda/connections/duckdb_connection.py b/datacontract/engines/soda/connections/duckdb_connection.py
index 9a5035663..c956b8af8 100644
--- a/datacontract/engines/soda/connections/duckdb_connection.py
+++ b/datacontract/engines/soda/connections/duckdb_connection.py
@@ -1,21 +1,32 @@
 import os
 import re
-from typing import Any, List, Optional
+from typing import TYPE_CHECKING, Any, List, Optional
 
-import duckdb
 from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject, SchemaProperty, Server
 
 from datacontract.export.duckdb_type_converter import convert_to_duckdb_csv_type, convert_to_duckdb_json_type
 from datacontract.export.sql_type_converter import convert_to_duckdb
 from datacontract.model.run import Run
 
+if TYPE_CHECKING:
+    import duckdb
+
+
+def _import_duckdb():
+    try:
+        import duckdb
+        return duckdb
+    except ImportError:
+        raise ImportError("duckdb is required for this server type. Install with: pip install datacontract-cli[duckdb]")
+
 
 def get_duckdb_connection(
     data_contract: OpenDataContractStandard,
     server: Server,
     run: Run,
-    duckdb_connection: duckdb.DuckDBPyConnection | None = None,
-) -> duckdb.DuckDBPyConnection:
+    duckdb_connection: "duckdb.DuckDBPyConnection | None" = None,
+) -> "duckdb.DuckDBPyConnection":
+    duckdb = _import_duckdb()
     if duckdb_connection is None:
         con = duckdb.connect(database=":memory:")
     else:
@@ -137,7 +148,7 @@ def _get_type(prop: SchemaProperty) -> Optional[str]:
     return None
 
 
-def add_nested_views(con: duckdb.DuckDBPyConnection, model_name: str, properties: List[SchemaProperty] | None):
+def add_nested_views(con: "duckdb.DuckDBPyConnection", model_name: str, properties: List[SchemaProperty] | None):
     model_name = model_name.strip('"')
     if properties is None:
         return
diff --git a/datacontract/imports/csv_importer.py b/datacontract/imports/csv_importer.py
index ce117612d..f1191d57c 100644
--- a/datacontract/imports/csv_importer.py
+++ b/datacontract/imports/csv_importer.py
@@ -1,7 +1,6 @@
 import os
 from typing import Dict, List
 
-import duckdb
 from open_data_contract_standard.model import OpenDataContractStandard
 
 from datacontract.imports.importer import Importer
@@ -24,6 +23,11 @@ def import_csv(
     source: str, include_examples: bool = False
 ) -> OpenDataContractStandard:
     """Import a CSV file and create an ODCS data contract."""
+    try:
+        import duckdb
+    except ImportError:
+        raise ImportError("duckdb is required for CSV import. Install with: pip install datacontract-cli[duckdb]")
+
     # use the file name as table name
     table_name = os.path.splitext(os.path.basename(source))[0]
 
diff --git a/pyproject.toml b/pyproject.toml
index 62edfc3d3..6e4bc002e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,13 +20,10 @@ dependencies = [
   "pyyaml~=6.0.1",
   "requests>=2.31,<2.33",
   "fastjsonschema>=2.19.1,<2.22.0",
-  "fastparquet>=2024.5.0,<2026.0.0",
-  "numpy>=1.26.4,<2.0.0", # transitive dependency, needs to be <2.0.0 https://github.com/datacontract/datacontract-cli/issues/575
+  "pytz>=2024.1",
   "python-multipart>=0.0.20,<1.0.0",
   "rich>=13.7,<15.0",
   "sqlglot>=26.6.0,<29.0.0",
-  "duckdb>=1.0.0,<1.5.0",
-  "soda-core-duckdb>=3.3.20,<3.6.0",
   # remove setuptools when https://github.com/sodadata/soda-core/issues/2091 is resolved
   "setuptools>=60",
   "python-dotenv>=1.0.0,<2.0.0",
@@ -112,6 +109,11 @@ dbml = [
   "pydbml>=1.1.1"
 ]
 
+duckdb = [
+  "duckdb>=1.0.0,<1.5.0",
+  "soda-core-duckdb>=3.3.20,<3.6.0",
+]
+
 parquet = [
   "pyarrow>=18.1.0"
 ]
@@ -130,7 +132,7 @@ protobuf = [
 ]
 
 all = [
-  "datacontract-cli[kafka,bigquery,csv,excel,snowflake,postgres,databricks,sqlserver,s3,athena,trino,dbt,dbml,iceberg,parquet,rdf,api,protobuf,oracle]"
+  "datacontract-cli[kafka,bigquery,csv,excel,snowflake,postgres,databricks,sqlserver,s3,athena,trino,dbt,dbml,duckdb,iceberg,parquet,rdf,api,protobuf,oracle]"
 ]
 
 # for development, we pin all libraries to an exact version

From 95347916298dde9829ef7d33e1432eb13f5e47cc Mon Sep 17 00:00:00 2001
From: Ecter 
Date: Mon, 19 Jan 2026 22:23:32 +0100
Subject: [PATCH 127/150] Include searchable tags in catalog index.html (#1019)

Co-authored-by: Kamil Klimkiewicz 
Co-authored-by: Jochen Christ 
---
 CHANGELOG.md                      |  4 ++++
 datacontract/templates/index.html | 27 +++++++++++++++++++++++++++
 2 files changed, 31 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f9704bed4..394b13b1f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,6 +12,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Made `duckdb` an optional dependency. Install with `pip install datacontract-cli[duckdb]` for local/S3/GCS/Azure file testing.
 - Removed unused `fastparquet` and `numpy` dependencies.
 
+### Added
+
+- Include searchable tags in catalog index.html
+
 ### Fixed
 
 - Fixed example(s) field mapping for Data Contract Specification importer (#992).
diff --git a/datacontract/templates/index.html b/datacontract/templates/index.html
index f7b9e8569..aa1886db0 100644
--- a/datacontract/templates/index.html
+++ b/datacontract/templates/index.html
@@ -87,6 +87,9 @@ 
Filters

       for field_name, field in model.fields.items() %}
         {{ field_name|lower|e }} {{ field.description|lower|e if field.description else '' }} {%
       endfor %}
+    {% endfor %} {%
+    for tag in contract.spec.tags if contract.spec.tags %}
+      tag {{ tag|lower|e }}
     {% endfor %}
   ">
                 
@@ -117,6 +120,15 @@ 
{{contract.spec.info.titl
                       {{contract.spec.info.description}}
                     

                   

+                  {% if contract.spec.tags %}
+                  

+                    

+                      {% for tag in contract.spec.tags %}
+                        {{tag}}
+                      {% endfor %}
+                    

+                  

+                  {% endif %}
 
                 
               
@@ -229,6 +241,21 @@ 
Dat
         noResults.classList.add('hidden');     // Hide the message if there are visible items
       }
     });
+
+    // Handle clicking on tag pills to toggle searching for them
+    document.getElementById('catalog').addEventListener("click", function(event){
+      if (event.target.getAttribute('data-tag')) {
+        event.preventDefault()
+
+        const tagSearch = 'tag ' + event.target.getAttribute('data-tag')
+        if (searchInput.value.includes(tagSearch)) {
+          searchInput.value = ('' + searchInput.value).replace(tagSearch, '')
+        } else {
+          searchInput.value = tagSearch
+        }
+        searchInput.dispatchEvent(new Event('keyup'))
+      }
+    });
   });
 
 

From 8ddbd8b58db30fa4cec61245a3a8e3529fc3fcbf Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 19 Jan 2026 22:29:03 +0100
Subject: [PATCH 128/150] Update integration tests

---
 .github/workflows/ci.yaml | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 6287fc9e5..260547716 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -64,10 +64,13 @@ jobs:
         run: datacontract --version
       - name: Test datacontract init
         run: datacontract init new-datacontract.yaml
-      - name: Test datacontract test
-        run: cd tests && datacontract test fixtures/local-delta/datacontract.yaml
       - name: Test datacontract export
         run: datacontract export --format sql tests/fixtures/export/datacontract.odcs.yaml
+      - name: Install dependencies with duckdb
+        run: |
+          pip install -e '.[duckdb]'
+      - name: Test datacontract test
+        run: cd tests && datacontract test fixtures/local-delta/datacontract.yaml
 
   docker:
     runs-on: ubuntu-latest

From b3795ea83dced2fe8d6ef7eca6edbdadffb61ec8 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 19 Jan 2026 22:32:51 +0100
Subject: [PATCH 129/150] Reintroduce numpy restriction

---
 pyproject.toml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index 6e4bc002e..a1782fbe9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,6 +59,7 @@ databricks = [
   "databricks-sql-connector>=3.7.0,<4.3.0",
   "databricks-sdk<0.78.0",
   "pyspark>=3.5.0,<5.0.0",
+  "numpy>=1.26.4,<2.0.0",  # pyspark incompatible with numpy 2.0
 ]
 
 iceberg = [
@@ -69,6 +70,7 @@ kafka = [
   "datacontract-cli[avro]",
   "soda-core-spark-df>=3.3.20,<3.6.0",
   "pyspark>=3.5.0,<5.0.0",
+  "numpy>=1.26.4,<2.0.0",  # pyspark incompatible with numpy 2.0
 ]
 
 postgres = [

From 904645a60c750353d5bee1ae15acb690b9ac83df Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 19 Jan 2026 22:41:00 +0100
Subject: [PATCH 130/150] Fix tests

---
 datacontract/engines/soda/connections/duckdb_connection.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/datacontract/engines/soda/connections/duckdb_connection.py b/datacontract/engines/soda/connections/duckdb_connection.py
index c956b8af8..5e1365754 100644
--- a/datacontract/engines/soda/connections/duckdb_connection.py
+++ b/datacontract/engines/soda/connections/duckdb_connection.py
@@ -76,9 +76,9 @@ def get_duckdb_connection(
             elif server.format == "delta":
                 con.sql("update extensions;")  # Make sure we have the latest delta extension
                 con.sql(f"""CREATE VIEW "{model_name}" AS SELECT * FROM delta_scan('{model_path}');""")
-            table_info = con.sql(f"PRAGMA table_info('{model_name}');").fetchdf()
-            if table_info is not None and not table_info.empty:
-                run.log_info(f"DuckDB Table Info: {table_info.to_string(index=False)}")
+            table_info = con.sql(f"PRAGMA table_info('{model_name}');").fetchall()
+            if table_info:
+                run.log_info(f"DuckDB Table Info: {table_info}")
     return con
 
 

From 7e60b49bb2be441fbbdc758dc98cf82d33e2f4b2 Mon Sep 17 00:00:00 2001
From: jochen 
Date: Mon, 19 Jan 2026 22:48:14 +0100
Subject: [PATCH 131/150] Prepare release

---
 CHANGELOG.md   | 4 +++-
 pyproject.toml | 2 +-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 394b13b1f..43a7fbe4d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,10 +7,12 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+## [0.11.4] - 2026-01-19
+
 ### Changed
 
 - Made `duckdb` an optional dependency. Install with `pip install datacontract-cli[duckdb]` for local/S3/GCS/Azure file testing.
-- Removed unused `fastparquet` and `numpy` dependencies.
+- Removed unused `fastparquet` and `numpy` core dependencies.
 
 ### Added
 
diff --git a/pyproject.toml b/pyproject.toml
index a1782fbe9..ed5f862da 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "datacontract-cli"
-version = "0.11.3"
+version = "0.11.4"
 description = "The datacontract CLI is an open source command-line tool for working with Data Contracts. It uses data contract YAML files to lint the data contract, connect to data sources and execute schema and quality tests, detect breaking changes, and export to different formats. The tool is written in Python. It can be used as a standalone CLI tool, in a CI/CD pipeline, or directly as a Python library."
 license = "MIT"
 readme = "README.md"

From 9991c7a9b32ccb8e5c5471936f6d2a3ac6d86288 Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Tue, 27 Jan 2026 20:45:33 -0500
Subject: [PATCH 132/150] init drive sql's export by physicalType table
 (default) and view (supported)

---
 datacontract/export/sql_exporter.py        | 47 +++++++++++++++++++++-
 tests/fixtures/snowflake/datacontract.yaml |  2 +-
 tests/test_export_sql.py                   |  6 +--
 3 files changed, 50 insertions(+), 5 deletions(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index 54fb00711..ec48dae43 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -81,6 +81,7 @@ def to_sql_ddl(
     for srv in servers:
         if srv.type == "snowflake":
             server_type = "snowflake"
+            table_prefix = srv.database + "." + srv.schema_ + "."
             break
         if srv.type == "postgres":
             server_type = "postgres"
@@ -98,7 +99,10 @@ def to_sql_ddl(
     result += f"-- SQL Dialect: {server_type}\n"
 
     for schema_obj in data_contract.schema_:
-        result += _to_sql_table(table_prefix + schema_obj.name, schema_obj, server_type)
+        if schema_obj.physicalType == "table" or None:
+            result += _to_sql_table(table_prefix + schema_obj.name, schema_obj, server_type)
+        elif schema_obj.physicalType == "view":
+            result += _to_sql_view(table_prefix + schema_obj.name, schema_obj, server_type)
 
     return result.strip()
 
@@ -143,3 +147,44 @@ def _escape(text: str | None) -> str | None:
     if text is None:
         return None
     return text.replace('"', '\\"')
+
+
+def _to_sql_view(model_name: str, model: SchemaObject, server_type: str = "snowflake") -> str:
+    if server_type in ("databricks", "snowflake", "postgres"):
+        # Databricks recommends to use the CREATE OR REPLACE statement for unity managed tables
+        # https://docs.databricks.com/aws/en/sql/language-manual/sql-ref-syntax-ddl-create-view
+        # For Snowflake and Postgres, CREATE OR REPLACE VIEW is also supported
+        result = f"CREATE OR REPLACE VIEW {model_name} (\n"
+    else:
+        result = f"CREATE VIEW {model_name} (\n"
+
+    properties = model.properties or []
+    fields = len(properties)
+    current_field_index = 1
+    select_statement = "\nSELECT\n"
+    transformSourceObjects = {}
+
+    for prop in properties:
+
+        if prop.transformSourceObjects:
+            transformSourceObjects = { object for object in prop.transformSourceObjects}
+
+        result += f"  {prop.name}"
+        select_statement += f"    {prop.name},\n"
+
+        if server_type == "databricks" and prop.description is not None:
+            result += f' COMMENT "{_escape(prop.description)}"'
+        if server_type == "snowflake" and prop.description is not None and prop.description != "":
+            result += f" COMMENT '{_escape(prop.description)}'"
+
+        if current_field_index < fields:
+            result += ","
+        result += "\n"
+        current_field_index += 1
+    result += ")"
+    if server_type == "databricks" and model.description is not None:
+        result += f' COMMENT "{_escape(model.description)}"'
+    if server_type == "snowflake" and model.description is not None and model.description != "":
+        result += f" COMMENT='{_escape(model.description)}'"
+    result += f" AS {select_statement.strip()[:-1]}\n FROM {' JOIN '.join(transformSourceObjects)};\n"
+    return result
\ No newline at end of file
diff --git a/tests/fixtures/snowflake/datacontract.yaml b/tests/fixtures/snowflake/datacontract.yaml
index e23bbe1b9..ec2683b8f 100644
--- a/tests/fixtures/snowflake/datacontract.yaml
+++ b/tests/fixtures/snowflake/datacontract.yaml
@@ -46,7 +46,7 @@ models:
         format: email
         required: true
       PROCESSING_TIMESTAMP:
-        description: The processing timestamp in the current session’s time zone.
+        description: The processing timestamp in the current session's time zone.
         type: timestamp
         required: true
         config:
diff --git a/tests/test_export_sql.py b/tests/test_export_sql.py
index 1752a9c94..241daa545 100644
--- a/tests/test_export_sql.py
+++ b/tests/test_export_sql.py
@@ -31,15 +31,15 @@ def test_to_sql_ddl_snowflake():
     expected = """
 -- Data Contract: urn:datacontract:checkout:snowflake_orders_pii_v2
 -- SQL Dialect: snowflake
-CREATE TABLE orders (
+CREATE TABLE ORDER_DB.ORDERS_PII_V2.orders (
   ORDER_ID TEXT not null COMMENT 'An internal ID that identifies an order in the online shop.',
   ORDER_TIMESTAMP TIMESTAMP_TZ not null COMMENT 'The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.',
   ORDER_TOTAL NUMBER not null COMMENT 'Total amount the smallest monetary unit (e.g., cents).',
   CUSTOMER_ID TEXT COMMENT 'Unique identifier for the customer.',
   CUSTOMER_EMAIL_ADDRESS TEXT not null COMMENT 'The email address, as entered by the customer. The email address was not verified.',
-  PROCESSING_TIMESTAMP TIMESTAMP_LTZ not null COMMENT 'The processing timestamp in the current session’s time zone.'
+  PROCESSING_TIMESTAMP TIMESTAMP_LTZ not null COMMENT 'The processing timestamp in the current session's time zone.'
 ) COMMENT='One record per order. Includes cancelled and deleted orders.';
-CREATE TABLE line_items (
+CREATE TABLE ORDER_DB.ORDERS_PII_V2.line_items (
   LINE_ITEM_ID TEXT not null COMMENT 'Primary key of the lines_item_id table',
   ORDER_ID TEXT COMMENT 'An internal ID that identifies an order in the online shop.',
   SKU TEXT COMMENT 'The purchased article number'

From b85c0cfad9ca1d744ee5b0427ef523ce05be02d0 Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Tue, 27 Jan 2026 20:46:14 -0500
Subject: [PATCH 133/150] ruff style

---
 datacontract/export/sql_exporter.py | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index ec48dae43..3e26544d3 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -1,4 +1,3 @@
-
 from open_data_contract_standard.model import OpenDataContractStandard, SchemaObject
 
 from datacontract.export.exporter import Exporter, _check_schema_name_for_export, _determine_sql_server_type
@@ -62,9 +61,7 @@ def _to_sql_query(model_name: str, model_value: SchemaObject, server_type: str)
     return result
 
 
-def to_sql_ddl(
-    data_contract: OpenDataContractStandard, server_type: str = "snowflake", server: str = None
-) -> str:
+def to_sql_ddl(data_contract: OpenDataContractStandard, server_type: str = "snowflake", server: str = None) -> str:
     if data_contract is None:
         return ""
     if data_contract.schema_ is None or len(data_contract.schema_) == 0:
@@ -165,9 +162,8 @@ def _to_sql_view(model_name: str, model: SchemaObject, server_type: str = "snowf
     transformSourceObjects = {}
 
     for prop in properties:
-
         if prop.transformSourceObjects:
-            transformSourceObjects = { object for object in prop.transformSourceObjects}
+            transformSourceObjects = {object for object in prop.transformSourceObjects}
 
         result += f"  {prop.name}"
         select_statement += f"    {prop.name},\n"
@@ -187,4 +183,4 @@ def _to_sql_view(model_name: str, model: SchemaObject, server_type: str = "snowf
     if server_type == "snowflake" and model.description is not None and model.description != "":
         result += f" COMMENT='{_escape(model.description)}'"
     result += f" AS {select_statement.strip()[:-1]}\n FROM {' JOIN '.join(transformSourceObjects)};\n"
-    return result
\ No newline at end of file
+    return result

From 93eb92c04716f98b2a4ad6ee2249e734506d4611 Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Wed, 28 Jan 2026 08:29:14 -0500
Subject: [PATCH 134/150] add composite Key support as UNIQUE Constraint for
 snowflake

---
 datacontract/export/sql_exporter.py | 18 +++++++++++++++++-
 1 file changed, 17 insertions(+), 1 deletion(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index 3e26544d3..90a3e15bd 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -116,12 +116,23 @@ def _to_sql_table(model_name: str, model: SchemaObject, server_type: str = "snow
     fields = len(properties)
     current_field_index = 1
 
+    def _get_sorted_primary_keys(props: list) -> list:
+        pk_list = []
+        for p in props:
+            if p.primaryKey:
+                pk_list.append(p)
+
+        return pk_list.sort(key=lambda p: p.get("primaryKeyPosition"))
+    
+    pks = _get_sorted_primary_keys(properties)    
+
     for prop in properties:
         type_str = convert_to_sql_type(prop, server_type)
         result += f"  {prop.name} {type_str}"
         if prop.required:
             result += " not null"
-        if prop.primaryKey:
+        if prop.primaryKey and prop.primaryKeyPosition == -1 or len(pks) == 1:
+            # last position is the finest grain a.k.a the surroage key
             result += " primary key"
         if server_type == "databricks" and prop.description is not None:
             result += f' COMMENT "{_escape(prop.description)}"'
@@ -131,6 +142,11 @@ def _to_sql_table(model_name: str, model: SchemaObject, server_type: str = "snow
             result += ","
         result += "\n"
         current_field_index += 1
+
+    # COMPOSITE KEY management in snowflake with UNIQUE constraints
+    if server_type == "snowflake" and len(pks) > 1:
+        result += f",\nUNIQUE({','.join([ pk.name for pk in pks if pk.primaryKeyPosition >= 0])})"
+
     result += ")"
     if server_type == "databricks" and model.description is not None:
         result += f' COMMENT "{_escape(model.description)}"'

From 6787dbda9e92fb68456a8e5527e8f43b0dce012b Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Wed, 28 Jan 2026 09:06:44 -0500
Subject: [PATCH 135/150] fix when no pk found

---
 datacontract/export/sql_exporter.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index 90a3e15bd..45c484747 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -131,7 +131,7 @@ def _get_sorted_primary_keys(props: list) -> list:
         result += f"  {prop.name} {type_str}"
         if prop.required:
             result += " not null"
-        if prop.primaryKey and prop.primaryKeyPosition == -1 or len(pks) == 1:
+        if (prop.primaryKey and prop.primaryKeyPosition == -1) or (pks and len(pks) == 1):
             # last position is the finest grain a.k.a the surroage key
             result += " primary key"
         if server_type == "databricks" and prop.description is not None:
@@ -144,7 +144,7 @@ def _get_sorted_primary_keys(props: list) -> list:
         current_field_index += 1
 
     # COMPOSITE KEY management in snowflake with UNIQUE constraints
-    if server_type == "snowflake" and len(pks) > 1:
+    if server_type == "snowflake" and pks and len(pks) > 1:
         result += f",\nUNIQUE({','.join([ pk.name for pk in pks if pk.primaryKeyPosition >= 0])})"
 
     result += ")"

From ea43bcd4a75c9ecd1756cbc8cb023ca3acd1bae9 Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Wed, 28 Jan 2026 09:09:55 -0500
Subject: [PATCH 136/150] ruff format

---
 datacontract/export/sql_exporter.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index 45c484747..7218fd3b4 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -123,8 +123,8 @@ def _get_sorted_primary_keys(props: list) -> list:
                 pk_list.append(p)
 
         return pk_list.sort(key=lambda p: p.get("primaryKeyPosition"))
-    
-    pks = _get_sorted_primary_keys(properties)    
+
+    pks = _get_sorted_primary_keys(properties)
 
     for prop in properties:
         type_str = convert_to_sql_type(prop, server_type)
@@ -145,7 +145,7 @@ def _get_sorted_primary_keys(props: list) -> list:
 
     # COMPOSITE KEY management in snowflake with UNIQUE constraints
     if server_type == "snowflake" and pks and len(pks) > 1:
-        result += f",\nUNIQUE({','.join([ pk.name for pk in pks if pk.primaryKeyPosition >= 0])})"
+        result += f",\nUNIQUE({','.join([pk.name for pk in pks if pk.primaryKeyPosition >= 0])})"
 
     result += ")"
     if server_type == "databricks" and model.description is not None:

From d1077df7494334a702dd43a26670eafdd5d1a41c Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Wed, 28 Jan 2026 09:13:22 -0500
Subject: [PATCH 137/150] fix build

---
 datacontract/export/sql_exporter.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index 7218fd3b4..e4dc3b097 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -122,7 +122,7 @@ def _get_sorted_primary_keys(props: list) -> list:
             if p.primaryKey:
                 pk_list.append(p)
 
-        return pk_list.sort(key=lambda p: p.get("primaryKeyPosition"))
+        return pk_list.sort(key=lambda p: p.get("primaryKeyPosition",-1))
 
     pks = _get_sorted_primary_keys(properties)
 

From 30d9acba515cfac8655d897351d458c2c78345f3 Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Wed, 28 Jan 2026 09:15:33 -0500
Subject: [PATCH 138/150] wrong method

---
 datacontract/export/sql_exporter.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index e4dc3b097..aef490ac3 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -122,7 +122,7 @@ def _get_sorted_primary_keys(props: list) -> list:
             if p.primaryKey:
                 pk_list.append(p)
 
-        return pk_list.sort(key=lambda p: p.get("primaryKeyPosition",-1))
+        return pk_list.sort(key=lambda p: p.primaryKeyPosition)
 
     pks = _get_sorted_primary_keys(properties)
 

From 36986d38b749fdb022979ea289aa8ddecb729d7f Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Wed, 28 Jan 2026 09:27:52 -0500
Subject: [PATCH 139/150] #1026 Multiple PrimaryKey Support as constraints

---
 datacontract/export/sql_exporter.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index aef490ac3..dbe391c28 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -131,7 +131,7 @@ def _get_sorted_primary_keys(props: list) -> list:
         result += f"  {prop.name} {type_str}"
         if prop.required:
             result += " not null"
-        if (prop.primaryKey and prop.primaryKeyPosition == -1) or (pks and len(pks) == 1):
+        if (prop.primaryKey and ((prop.primaryKeyPosition == -1 or prop.primaryKeyPosition is None)) or (pks and len(pks) == 1)):
             # last position is the finest grain a.k.a the surroage key
             result += " primary key"
         if server_type == "databricks" and prop.description is not None:
@@ -143,6 +143,9 @@ def _get_sorted_primary_keys(props: list) -> list:
         result += "\n"
         current_field_index += 1
 
+    # COMPOSITE KEY management in databricks with dedicated PRIMARY KEYS constraints
+    if server_type == "databricks" and pks and len(pks) > 1:
+        result += f",\nCONSTRAINT PK_{model.name} PRIMARY KEY({','.join([pk.name for pk in pks])})"
     # COMPOSITE KEY management in snowflake with UNIQUE constraints
     if server_type == "snowflake" and pks and len(pks) > 1:
         result += f",\nUNIQUE({','.join([pk.name for pk in pks if pk.primaryKeyPosition >= 0])})"

From 4e7bc9f549a062d572f3c2a0a3d515a91d76c62f Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Wed, 28 Jan 2026 09:32:44 -0500
Subject: [PATCH 140/150] databricks doesn't support constraints

---
 datacontract/export/sql_exporter.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index dbe391c28..2506a42be 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -144,7 +144,7 @@ def _get_sorted_primary_keys(props: list) -> list:
         current_field_index += 1
 
     # COMPOSITE KEY management in databricks with dedicated PRIMARY KEYS constraints
-    if server_type == "databricks" and pks and len(pks) > 1:
+    if server_type not in ["databricks","snowflake"] and pks and len(pks) > 1:
         result += f",\nCONSTRAINT PK_{model.name} PRIMARY KEY({','.join([pk.name for pk in pks])})"
     # COMPOSITE KEY management in snowflake with UNIQUE constraints
     if server_type == "snowflake" and pks and len(pks) > 1:

From 8e88b37aefe81b8d7b57e12776708a28134881e7 Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Sat, 31 Jan 2026 23:05:04 -0500
Subject: [PATCH 141/150] fix regression test when datacontract is not ODCS
 physicalType is automaticaly derived from dcs file (weirdo)

---
 datacontract/export/sql_exporter.py        |  9 +--
 datacontract/export/sql_type_converter.py  | 25 ++++++--
 tests/fixtures/snowflake/dcMultiplePK.yaml | 32 ++++++++++
 tests/test_export_sql.py                   | 68 +++++++++++++---------
 4 files changed, 97 insertions(+), 37 deletions(-)
 create mode 100644 tests/fixtures/snowflake/dcMultiplePK.yaml

diff --git a/datacontract/export/sql_exporter.py b/datacontract/export/sql_exporter.py
index 2506a42be..5252d27c2 100644
--- a/datacontract/export/sql_exporter.py
+++ b/datacontract/export/sql_exporter.py
@@ -119,10 +119,11 @@ def _to_sql_table(model_name: str, model: SchemaObject, server_type: str = "snow
     def _get_sorted_primary_keys(props: list) -> list:
         pk_list = []
         for p in props:
-            if p.primaryKey:
+            if p.primaryKey is True:
                 pk_list.append(p)
 
-        return pk_list.sort(key=lambda p: p.primaryKeyPosition)
+        pk_list.sort(key=lambda p: p.primaryKeyPosition)
+        return pk_list
 
     pks = _get_sorted_primary_keys(properties)
 
@@ -145,10 +146,10 @@ def _get_sorted_primary_keys(props: list) -> list:
 
     # COMPOSITE KEY management in databricks with dedicated PRIMARY KEYS constraints
     if server_type not in ["databricks","snowflake"] and pks and len(pks) > 1:
-        result += f",\nCONSTRAINT PK_{model.name} PRIMARY KEY({','.join([pk.name for pk in pks])})"
+        result += f"  , CONSTRAINT PK_{model.name} PRIMARY KEY({','.join([pk.name for pk in pks])})"
     # COMPOSITE KEY management in snowflake with UNIQUE constraints
     if server_type == "snowflake" and pks and len(pks) > 1:
-        result += f",\nUNIQUE({','.join([pk.name for pk in pks if pk.primaryKeyPosition >= 0])})"
+        result += f"  , UNIQUE({','.join([pk.name for pk in pks if pk.primaryKeyPosition >= 0])})"
 
     result += ")"
     if server_type == "databricks" and model.description is not None:
diff --git a/datacontract/export/sql_type_converter.py b/datacontract/export/sql_type_converter.py
index fe862705c..4bd7368c1 100644
--- a/datacontract/export/sql_type_converter.py
+++ b/datacontract/export/sql_type_converter.py
@@ -27,10 +27,11 @@ def _get_type(field: Union[SchemaProperty, FieldLike]) -> Optional[str]:
 def _get_config(field: Union[SchemaProperty, FieldLike]) -> Optional[Dict[str, Any]]:
     """Get the config from a field, handling both ODCS and DCS."""
     if isinstance(field, SchemaProperty):
-        if field.customProperties is None:
-            return None
-        return {cp.property: cp.value for cp in field.customProperties}
-    return field.config
+        config = field.model_dump()
+        if field.customProperties:
+            config.update({cp.property: cp.value for cp in field.customProperties})
+        return config
+    return None
 
 
 def _get_config_value(field: Union[SchemaProperty, FieldLike], key: str) -> Optional[Any]:
@@ -94,8 +95,22 @@ def _get_nested_fields(field: Union[SchemaProperty, FieldLike]) -> Dict[str, Uni
 
 def convert_to_sql_type(field: Union[SchemaProperty, FieldLike], server_type: str) -> str:
     physical_type = _get_config_value(field, "physicalType")
-    if physical_type:
+    if physical_type and physical_type.lower() not in ['array', 'object', 'record', 'struct'] :
         return physical_type
+    elif physical_type.lower() == 'array':
+        items = _get_items(field)
+        if items:
+            item_type = convert_to_sql_type(items, server_type)
+            return f"ARRAY<{item_type}>"
+        return "TEXT[]"
+    elif physical_type.lower() in ['object', 'record', 'struct']:
+        structure_field = "STRUCT<"
+        field_strings = []
+        for fieldKey, fieldValue in _get_nested_fields(field).items():
+            field_strings.append(f"{fieldKey}:{convert_to_sql_type(fieldValue, server_type)}")
+        structure_field += ", ".join(field_strings)
+        structure_field += ">"
+        return structure_field
 
     if server_type == "snowflake":
         return convert_to_snowflake(field)
diff --git a/tests/fixtures/snowflake/dcMultiplePK.yaml b/tests/fixtures/snowflake/dcMultiplePK.yaml
new file mode 100644
index 000000000..f1ed74667
--- /dev/null
+++ b/tests/fixtures/snowflake/dcMultiplePK.yaml
@@ -0,0 +1,32 @@
+version: 0.1.1
+kind: DataContract
+apiVersion: v3.1.0
+id: urn:datacontract:example:composite-key-test
+name: Composite Key Example
+status: active
+servers:
+- server: workspace1
+  type: snowflake
+  account: my_account
+  database: my_database
+  schema: public
+schema:
+- name: MY_TABLE
+  logicalType: object
+  physicalType: table
+  properties:
+  - name: id_part1
+    physicalType: VARCHAR(50)
+    logicalType: string
+    required: true
+    primaryKey: true
+    primaryKeyPosition: 1
+  - name: id_part2
+    physicalType: VARCHAR(50)
+    logicalType: string
+    required: true
+    primaryKey: true
+    primaryKeyPosition: 2
+  - name: data_field
+    physicalType: VARCHAR(256)
+    logicalType: string
\ No newline at end of file
diff --git a/tests/test_export_sql.py b/tests/test_export_sql.py
index 241daa545..0232b5ac2 100644
--- a/tests/test_export_sql.py
+++ b/tests/test_export_sql.py
@@ -18,9 +18,9 @@ def test_to_sql_ddl_postgres():
 -- Data Contract: postgres
 -- SQL Dialect: postgres
 CREATE TABLE my_table (
-  field_one text not null,
+  field_one varchar not null,
   field_two integer,
-  field_three timestamptz
+  field_three timestamp
 );
 """.strip()
     assert actual == expected
@@ -32,17 +32,17 @@ def test_to_sql_ddl_snowflake():
 -- Data Contract: urn:datacontract:checkout:snowflake_orders_pii_v2
 -- SQL Dialect: snowflake
 CREATE TABLE ORDER_DB.ORDERS_PII_V2.orders (
-  ORDER_ID TEXT not null COMMENT 'An internal ID that identifies an order in the online shop.',
-  ORDER_TIMESTAMP TIMESTAMP_TZ not null COMMENT 'The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.',
-  ORDER_TOTAL NUMBER not null COMMENT 'Total amount the smallest monetary unit (e.g., cents).',
-  CUSTOMER_ID TEXT COMMENT 'Unique identifier for the customer.',
-  CUSTOMER_EMAIL_ADDRESS TEXT not null COMMENT 'The email address, as entered by the customer. The email address was not verified.',
+  ORDER_ID text not null COMMENT 'An internal ID that identifies an order in the online shop.',
+  ORDER_TIMESTAMP timestamp not null COMMENT 'The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.',
+  ORDER_TOTAL number not null COMMENT 'Total amount the smallest monetary unit (e.g., cents).',
+  CUSTOMER_ID text COMMENT 'Unique identifier for the customer.',
+  CUSTOMER_EMAIL_ADDRESS text not null COMMENT 'The email address, as entered by the customer. The email address was not verified.',
   PROCESSING_TIMESTAMP TIMESTAMP_LTZ not null COMMENT 'The processing timestamp in the current session's time zone.'
 ) COMMENT='One record per order. Includes cancelled and deleted orders.';
 CREATE TABLE ORDER_DB.ORDERS_PII_V2.line_items (
-  LINE_ITEM_ID TEXT not null COMMENT 'Primary key of the lines_item_id table',
-  ORDER_ID TEXT COMMENT 'An internal ID that identifies an order in the online shop.',
-  SKU TEXT COMMENT 'The purchased article number'
+  LINE_ITEM_ID text not null COMMENT 'Primary key of the lines_item_id table',
+  ORDER_ID text COMMENT 'An internal ID that identifies an order in the online shop.',
+  SKU text COMMENT 'The purchased article number'
 ) COMMENT='A single article that is part of an order.';
 """.strip()
     assert actual == expected
@@ -54,17 +54,17 @@ def test_to_sql_ddl_databricks_unity_catalog():
 -- Data Contract: urn:datacontract:checkout:orders-latest
 -- SQL Dialect: databricks
 CREATE OR REPLACE TABLE datacontract_test_2.orders_latest.orders (
-  order_id STRING not null COMMENT "An internal ID that identifies an order in the online shop.",
-  order_timestamp TIMESTAMP not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.",
-  order_total BIGINT not null COMMENT "Total amount the smallest monetary unit (e.g., cents).",
-  customer_id STRING COMMENT "Unique identifier for the customer.",
-  customer_email_address STRING not null COMMENT "The email address, as entered by the customer. The email address was not verified.",
-  discounts ARRAY> COMMENT "This is an array of records"
+  order_id text not null COMMENT "An internal ID that identifies an order in the online shop.",
+  order_timestamp timestamp not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.",
+  order_total long not null COMMENT "Total amount the smallest monetary unit (e.g., cents).",
+  customer_id string COMMENT "Unique identifier for the customer.",
+  customer_email_address string not null COMMENT "The email address, as entered by the customer. The email address was not verified.",
+  discounts ARRAY> COMMENT "This is an array of records"
 ) COMMENT "One record per order. Includes cancelled and deleted orders.";
 CREATE OR REPLACE TABLE datacontract_test_2.orders_latest.line_items (
-  lines_item_id STRING not null COMMENT "Primary key of the lines_item_id table",
-  order_id STRING COMMENT "An internal ID that identifies an order in the online shop.",
-  sku STRING COMMENT "The purchased article number"
+  lines_item_id string not null COMMENT "Primary key of the lines_item_id table",
+  order_id text COMMENT "An internal ID that identifies an order in the online shop.",
+  sku text COMMENT "The purchased article number"
 ) COMMENT "A single article that is part of an order.";
 """.strip()
     assert actual == expected
@@ -78,17 +78,29 @@ def test_to_sql_ddl_databricks_unity_catalog_staging():
 -- Data Contract: urn:datacontract:checkout:orders-latest
 -- SQL Dialect: databricks
 CREATE OR REPLACE TABLE datacontract_staging.orders_latest.orders (
-  order_id STRING not null COMMENT "An internal ID that identifies an order in the online shop.",
-  order_timestamp TIMESTAMP not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.",
-  order_total BIGINT not null COMMENT "Total amount the smallest monetary unit (e.g., cents).",
-  customer_id STRING COMMENT "Unique identifier for the customer.",
-  customer_email_address STRING not null COMMENT "The email address, as entered by the customer. The email address was not verified.",
-  discounts ARRAY> COMMENT "This is an array of records"
+  order_id text not null COMMENT "An internal ID that identifies an order in the online shop.",
+  order_timestamp timestamp not null COMMENT "The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.",
+  order_total long not null COMMENT "Total amount the smallest monetary unit (e.g., cents).",
+  customer_id string COMMENT "Unique identifier for the customer.",
+  customer_email_address string not null COMMENT "The email address, as entered by the customer. The email address was not verified.",
+  discounts ARRAY> COMMENT "This is an array of records"
 ) COMMENT "One record per order. Includes cancelled and deleted orders.";
 CREATE OR REPLACE TABLE datacontract_staging.orders_latest.line_items (
-  lines_item_id STRING not null COMMENT "Primary key of the lines_item_id table",
-  order_id STRING COMMENT "An internal ID that identifies an order in the online shop.",
-  sku STRING COMMENT "The purchased article number"
+  lines_item_id string not null COMMENT "Primary key of the lines_item_id table",
+  order_id text COMMENT "An internal ID that identifies an order in the online shop.",
+  sku text COMMENT "The purchased article number"
 ) COMMENT "A single article that is part of an order.";
 """.strip()
     assert actual == expected
+
+def test_to_sql_ddl_snowflake_multiple_pk():
+    actual = DataContract(data_contract_file="fixtures/snowflake/dcMultiplePK.yaml", server="workspace1").export("sql")
+    expected = """
+-- Data Contract: urn:datacontract:example:composite-key-test
+-- SQL Dialect: snowflake
+CREATE TABLE my_database.public.MY_TABLE (
+  id_part1 VARCHAR(50) not null,
+  id_part2 VARCHAR(50) not null,
+  data_field VARCHAR(256)
+  , UNIQUE(id_part1,id_part2));""".strip()
+    assert actual == expected
\ No newline at end of file

From 0f5e6d5d7022c117a17c1f713a186318fce505f2 Mon Sep 17 00:00:00 2001
From: Bartosz Kosiorek 
Date: Sun, 1 Feb 2026 13:14:25 +0100
Subject: [PATCH 142/150] Make Markdown export compatible with XHTML by
 replacing 
 with 
 (#1030)

Some Markdown converters are expecting XHTML format, and it is not
working correctly with 
. By replacing 
 with 
 it is
starting working perfectly fine.
---
 CHANGELOG.md                                  |  4 ++++
 datacontract/export/markdown_exporter.py      | 12 +++++-----
 .../templates/partials/model_field.html       |  2 +-
 tests/fixtures/export/datacontract.html       |  4 ++--
 tests/fixtures/markdown/export/expected.md    | 24 +++++++++----------
 5 files changed, 25 insertions(+), 21 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 43a7fbe4d..4a712df32 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Fixed
+
+- Make Markdown export compatible with XHTML by replacing `
` with `
` (#1030)
+
 ## [0.11.4] - 2026-01-19
 
 ### Changed
diff --git a/datacontract/export/markdown_exporter.py b/datacontract/export/markdown_exporter.py
index 7d29aaf7a..443417f8f 100644
--- a/datacontract/export/markdown_exporter.py
+++ b/datacontract/export/markdown_exporter.py
@@ -105,7 +105,7 @@ def obj_attributes_to_markdown(obj: BaseModel, excluded_fields: set = set(), is_
         return ""
     if is_in_table_cell:
         bullet_char = "•"
-        newline_char = "
"
+        newline_char = "
"
     else:
         bullet_char = "-"
         newline_char = "\n"
@@ -247,12 +247,12 @@ def description_to_markdown(description) -> str:
     if description is None:
         return "No description."
     if isinstance(description, str):
-        return description.replace("\n", "
")
+        return description.replace("\n", "
")
     # Handle Description object - use purpose as the primary description
     if hasattr(description, "purpose") and description.purpose:
-        return description.purpose.replace("\n", "
")
+        return description.purpose.replace("\n", "
")
     if hasattr(description, "usage") and description.usage:
-        return description.usage.replace("\n", "
")
+        return description.usage.replace("\n", "
")
     return "No description."
 
 
@@ -285,7 +285,7 @@ def array_of_dict_to_markdown(array: List[Dict[str, str]]) -> str:
         markdown_parts.append(
             "| "
             + " | ".join(
-                f"{str(element.get(header, ''))}".replace("\n", "
").replace("\t", TAB) for header in headers
+                f"{str(element.get(header, ''))}".replace("\n", "
").replace("\t", TAB) for header in headers
             )
             + " |"
         )
@@ -352,7 +352,7 @@ def extra_to_markdown(obj: BaseModel, is_in_table_cell: bool = False) -> str:
 
     bullet_char = "•"
     value_line_ending = "" if is_in_table_cell else "\n"
-    row_suffix = "
" if is_in_table_cell else ""
+    row_suffix = "
" if is_in_table_cell else ""
 
     def render_header(key: str) -> str:
         return f"{bullet_char} **{key}:** " if is_in_table_cell else f"\n### {key.capitalize()}\n"
diff --git a/datacontract/templates/partials/model_field.html b/datacontract/templates/partials/model_field.html
index 38a026867..61629da00 100644
--- a/datacontract/templates/partials/model_field.html
+++ b/datacontract/templates/partials/model_field.html
@@ -14,7 +14,7 @@
 {% endif %}
     

       {% if field.title %}
-      {{ field.title }}

+      {{ field.title }}

       {% endif %}
       {{ field_name }}{% if field.ref %} 
         
diff --git a/tests/fixtures/export/datacontract.html b/tests/fixtures/export/datacontract.html
index 397b7330e..cb2f042de 100644
--- a/tests/fixtures/export/datacontract.html
+++ b/tests/fixtures/export/datacontract.html
@@ -1921,7 +1921,7 @@ 

 
     

       
-      Order ID

+      Order ID

       
       order_id
     

@@ -2241,7 +2241,7 @@ 
Definitions

 
     

       
-      Customer ID

+      Customer ID

       
       customer_id
     

diff --git a/tests/fixtures/markdown/export/expected.md b/tests/fixtures/markdown/export/expected.md
index 24608d956..b2afafbfb 100644
--- a/tests/fixtures/markdown/export/expected.md
+++ b/tests/fixtures/markdown/export/expected.md
@@ -1,6 +1,6 @@
 # urn:datacontract:checkout:orders-latest
 ## Info
-*Successful customer orders in the webshop. 
All orders since 2020-01-01. 
Orders with their line items are in their current state (no history included).
*
+*Successful customer orders in the webshop. 
All orders since 2020-01-01. 
Orders with their line items are in their current state (no history included).
*
 - **name:** Orders Latest
 - **version:** 2.0.0
 - **team:** Checkout Team
@@ -26,8 +26,8 @@ Max data processing per day: 10 TiB
 ## Servers
 | Name | Type | Attributes |
 | ---- | ---- | ---------- |
-| production | s3 | *One folder per model. One file per day.*
• **environment:** prod
• **roles:** [{'role': 'analyst_us', 'description': 'Access to the data for US region'}, {'role': 'analyst_cn', 'description': 'Access to the data for China region'}]
• **delimiter:** new_line
• **format:** json
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json |
-| development | s3 | *One folder per model. One file per day.*
• **environment:** dev
• **roles:** [{'role': 'analyst_us', 'description': 'Access to the data for US region'}, {'role': 'analyst_cn', 'description': 'Access to the data for China region'}]
• **delimiter:** new_line
• **format:** json
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json |
+| production | s3 | *One folder per model. One file per day.*
• **environment:** prod
• **roles:** [{'role': 'analyst_us', 'description': 'Access to the data for US region'}, {'role': 'analyst_cn', 'description': 'Access to the data for China region'}]
• **delimiter:** new_line
• **format:** json
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json |
+| development | s3 | *One folder per model. One file per day.*
• **environment:** dev
• **roles:** [{'role': 'analyst_us', 'description': 'Access to the data for US region'}, {'role': 'analyst_cn', 'description': 'Access to the data for China region'}]
• **delimiter:** new_line
• **format:** json
• **location:** s3://datacontract-example-orders-latest/v2/{model}/*.json |
 
 ## Schema
 ### orders
@@ -35,20 +35,20 @@ Max data processing per day: 10 TiB
 
 | Field | Type | Attributes |
 | ----- | ---- | ---------- |
-|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **logicalTypeOptions:** {'format': 'uuid'}
• `required`
• `unique`
• **classification:** restricted
• **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2'] |
-|  order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
• **tags:** ['business-timestamp']
• `required`
• **examples:** ['2024-09-09T08:30:00Z'] |
-|  order_total | integer | *Total amount the smallest monetary unit (e.g., cents).*
• `required`
• **examples:** [9999] |
-|  customer_id | string | *Unique identifier for the customer.*
• **logicalTypeOptions:** {'minLength': 10, 'maxLength': 20} |
-|  customer_email_address | string | *The email address, as entered by the customer.*
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• **logicalTypeOptions:** {'format': 'email'}
• `required`
• **classification:** sensitive
• **transformSourceObjects:** ['com.example.service.checkout.checkout_db.orders.email_address']
• **quality:** [{'description': 'The email address is not verified and may be invalid.', 'type': 'text'}] |
-|  processed_timestamp | timestamp | *The timestamp when the record was processed by the data platform.*
• **customProperties:** [{'property': 'jsonType', 'value': 'string'}, {'property': 'jsonFormat', 'value': 'date-time'}]
• `required` |
+|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **logicalTypeOptions:** {'format': 'uuid'}
• `required`
• `unique`
• **classification:** restricted
• **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2'] |
+|  order_timestamp | timestamp | *The business timestamp in UTC when the order was successfully registered in the source system and the payment was successful.*
• **tags:** ['business-timestamp']
• `required`
• **examples:** ['2024-09-09T08:30:00Z'] |
+|  order_total | integer | *Total amount the smallest monetary unit (e.g., cents).*
• `required`
• **examples:** [9999] |
+|  customer_id | string | *Unique identifier for the customer.*
• **logicalTypeOptions:** {'minLength': 10, 'maxLength': 20} |
+|  customer_email_address | string | *The email address, as entered by the customer.*
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• **logicalTypeOptions:** {'format': 'email'}
• `required`
• **classification:** sensitive
• **transformSourceObjects:** ['com.example.service.checkout.checkout_db.orders.email_address']
• **quality:** [{'description': 'The email address is not verified and may be invalid.', 'type': 'text'}] |
+|  processed_timestamp | timestamp | *The timestamp when the record was processed by the data platform.*
• **customProperties:** [{'property': 'jsonType', 'value': 'string'}, {'property': 'jsonFormat', 'value': 'date-time'}]
• `required` |
 ### line_items
 *A single article that is part of an order.*
 
 | Field | Type | Attributes |
 | ----- | ---- | ---------- |
-|  line_item_id | string | *Primary key of the lines_item_id table*
• `primaryKey`
• **primaryKeyPosition:** 2
• `required` |
-|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **primaryKeyPosition:** 1
• **logicalTypeOptions:** {'format': 'uuid'}
• **classification:** restricted
• **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2']
• **relationships:** [{'type': 'foreignKey', 'to': 'orders.order_id'}] |
-|  sku | string | *The purchased article number*
• **businessName:** Stock Keeping Unit
• **tags:** ['inventory']
• **logicalTypeOptions:** {'pattern': '^[A-Za-z0-9]{8,14}$'}
• **examples:** ['96385074'] |
+|  line_item_id | string | *Primary key of the lines_item_id table*
• `primaryKey`
• **primaryKeyPosition:** 2
• `required` |
+|  order_id | string | *An internal ID that identifies an order in the online shop.*
• **businessName:** Order ID
• **tags:** ['orders']
• **customProperties:** [{'property': 'pii', 'value': 'True'}]
• `primaryKey`
• **primaryKeyPosition:** 1
• **logicalTypeOptions:** {'format': 'uuid'}
• **classification:** restricted
• **examples:** ['243c25e5-a081-43a9-aeab-6d5d5b6cb5e2']
• **relationships:** [{'type': 'foreignKey', 'to': 'orders.order_id'}] |
+|  sku | string | *The purchased article number*
• **businessName:** Stock Keeping Unit
• **tags:** ['inventory']
• **logicalTypeOptions:** {'pattern': '^[A-Za-z0-9]{8,14}$'}
• **examples:** ['96385074'] |
 
 ## SLA Properties
 | Property | Value | Unit |

From 97c78601e752f7504219dc63945ee9f585f9a7a5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 1 Feb 2026 13:14:35 +0100
Subject: [PATCH 143/150] chore(deps-dev): bump moto from 5.1.18 to 5.1.20
 (#1021)

Bumps [moto](https://github.com/getmoto/moto) from 5.1.18 to 5.1.20.
- [Release notes](https://github.com/getmoto/moto/releases)
- [Changelog](https://github.com/getmoto/moto/blob/master/CHANGELOG.md)
- [Commits](https://github.com/getmoto/moto/compare/5.1.18...5.1.20)

---
updated-dependencies:
- dependency-name: moto
  dependency-version: 5.1.20
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index ed5f862da..8e26020d9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -143,7 +143,7 @@ dev = [
   "httpx==0.28.1",
   "kafka-python",
   "minio==7.2.17",  # Pin to 7.2.17 - 7.2.18+ has keyword-only params incompatible with testcontainers
-  "moto==5.1.18",
+  "moto==5.1.20",
   "pandas>=2.1.0",
   "pre-commit>=3.7.1,<4.6.0",
   "pytest",

From 8c8b64296ad41f44d9d487d498df197c20303a05 Mon Sep 17 00:00:00 2001
From: Damien Maresma <136118865+dmaresma@users.noreply.github.com>
Date: Sun, 1 Feb 2026 07:14:59 -0500
Subject: [PATCH 144/150] init (#1025)

---
 datacontract/engines/data_contract_checks.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/datacontract/engines/data_contract_checks.py b/datacontract/engines/data_contract_checks.py
index f42ded432..b6e6df63e 100644
--- a/datacontract/engines/data_contract_checks.py
+++ b/datacontract/engines/data_contract_checks.py
@@ -72,7 +72,7 @@ def to_schema_checks(schema_object: SchemaObject, server: Server) -> List[Check]
 
     type1 = server.type if server and server.type else None
     config = QuotingConfig(
-        quote_field_name=type1 in ["postgres", "sqlserver"],
+        quote_field_name=type1 in ["postgres", "sqlserver", "azure"],
         quote_model_name=type1 in ["postgres", "sqlserver"],
         quote_model_name_with_backticks=type1 == "bigquery",
     )

From c3a23fa3cb32a9824d7befc2c431470f7cef6502 Mon Sep 17 00:00:00 2001
From: Amir Ghasemi 
Date: Sun, 1 Feb 2026 13:20:39 +0100
Subject: [PATCH 145/150] fix BigQuery import bug when the field is repeated
 (#1017)

* fix BigQuery import bug when the field is repeated

* update README.md to reflect the fix

---------

Co-authored-by: aghasemi 
Co-authored-by: Jochen Christ 
---
 CHANGELOG.md                                  |   1 +
 datacontract/imports/bigquery_importer.py     | 101 +++++++++++++-----
 .../import/complete_table_schema.json         |  20 ++++
 .../bigquery/import/datacontract.yaml         |  19 ++++
 4 files changed, 114 insertions(+), 27 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4a712df32..048d38895 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,6 +9,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
+- Fix BigQuery import for repeated fields 
 - Make Markdown export compatible with XHTML by replacing `
` with `
` (#1030)
 
 ## [0.11.4] - 2026-01-19
diff --git a/datacontract/imports/bigquery_importer.py b/datacontract/imports/bigquery_importer.py
index fd2a8f107..007935eaa 100644
--- a/datacontract/imports/bigquery_importer.py
+++ b/datacontract/imports/bigquery_importer.py
@@ -143,27 +143,58 @@ def import_table_fields(table_fields) -> List[SchemaProperty]:
         required = field.get("mode") == "REQUIRED"
         description = field.get("description")
         field_type = field.get("type")
+        repeated = field.get("mode") == "REPEATED"
 
         if field_type == "RECORD":
             nested_properties = import_table_fields(field.get("fields", []))
-            prop = create_property(
-                name=field_name,
-                logical_type="object",
-                physical_type="RECORD",
-                description=description,
-                required=required if required else None,
-                properties=nested_properties,
-            )
+            if repeated:
+                items_prop = create_property(
+                    name="items",
+                    logical_type="object",
+                    physical_type="RECORD",
+                    properties=nested_properties,
+                )
+                prop = create_property(
+                    name=field_name,
+                    logical_type="array",
+                    description=description,
+                    required=None,
+                    items=items_prop,
+                )
+            else:
+                prop = create_property(
+                    name=field_name,
+                    logical_type="object",
+                    physical_type="RECORD",
+                    description=description,
+                    required=required if required else None,
+                    properties=nested_properties,
+                )
         elif field_type == "STRUCT":
             nested_properties = import_table_fields(field.get("fields", []))
-            prop = create_property(
-                name=field_name,
-                logical_type="object",
-                physical_type="STRUCT",
-                description=description,
-                required=required if required else None,
-                properties=nested_properties,
-            )
+            if repeated:
+                items_prop = create_property(
+                    name="items",
+                    logical_type="object",
+                    physical_type="STRUCT",
+                    properties=nested_properties,
+                )
+                prop = create_property(
+                    name=field_name,
+                    logical_type="array",
+                    description=description,
+                    required=None,
+                    items=items_prop,
+                )
+            else:
+                prop = create_property(
+                    name=field_name,
+                    logical_type="object",
+                    physical_type="STRUCT",
+                    description=description,
+                    required=required if required else None,
+                    properties=nested_properties,
+                )
         elif field_type == "RANGE":
             # Range of date/datetime/timestamp - multiple values, map to array
             items_prop = create_property(
@@ -194,17 +225,33 @@ def import_table_fields(table_fields) -> List[SchemaProperty]:
                 if field.get("scale") is not None:
                     scale = int(field.get("scale"))
 
-            prop = create_property(
-                name=field_name,
-                logical_type=logical_type,
-                physical_type=field_type,
-                description=description,
-                required=required if required else None,
-                max_length=max_length,
-                precision=precision,
-                scale=scale,
-            )
-
+            if repeated:
+                items_prop = create_property(
+                    name="items",
+                    logical_type=logical_type,
+                    physical_type=field_type,
+                    max_length=max_length,
+                    precision=precision,
+                    scale=scale,
+                )
+                prop = create_property(
+                    name=field_name,
+                    logical_type="array",
+                    description=description,
+                    required=None,
+                    items=items_prop,
+                )
+            else:
+                prop = create_property(
+                    name=field_name,
+                    logical_type=logical_type,
+                    physical_type=field_type,
+                    description=description,
+                    required=required if required else None,
+                    max_length=max_length,
+                    precision=precision,
+                    scale=scale,
+                )
         properties.append(prop)
 
     return properties
diff --git a/tests/fixtures/bigquery/import/complete_table_schema.json b/tests/fixtures/bigquery/import/complete_table_schema.json
index 669f176a4..28f6d256d 100644
--- a/tests/fixtures/bigquery/import/complete_table_schema.json
+++ b/tests/fixtures/bigquery/import/complete_table_schema.json
@@ -152,6 +152,26 @@
         "mode": "NULLABLE",
         "name": "JSON_Field",
         "type": "JSON"
+      },
+      {
+        "description": "list of string (REPEATED string)",
+        "mode": "REPEATED",
+        "name": "String_List_Field",
+        "type": "STRING"
+      },
+      {
+        "description": "list of records (REPEATED record)",
+        "fields": [
+          {
+            "description": "subfield 1 of type string",
+            "mode": "NULLABLE",
+            "name": "subfield_1",
+            "type": "STRING"
+          }
+        ],
+        "mode": "REPEATED",
+        "name": "Record_List_Field",
+        "type": "RECORD"
       }
     ]
   },
diff --git a/tests/fixtures/bigquery/import/datacontract.yaml b/tests/fixtures/bigquery/import/datacontract.yaml
index b1deb55aa..756fe6210 100644
--- a/tests/fixtures/bigquery/import/datacontract.yaml
+++ b/tests/fixtures/bigquery/import/datacontract.yaml
@@ -107,3 +107,22 @@ schema:
     physicalType: JSON
     description: a json field
     logicalType: object
+  - name: String_List_Field
+    description: list of string (REPEATED string)
+    logicalType: array
+    items:
+      name: items
+      physicalType: STRING
+      logicalType: string
+  - name: Record_List_Field
+    description: list of records (REPEATED record)
+    logicalType: array
+    items:
+      name: items
+      physicalType: RECORD
+      logicalType: object
+      properties:
+        - name: subfield_1
+          physicalType: STRING
+          description: subfield 1 of type string
+          logicalType: string

From e68fa602584c52db584f5ce64705ac9d87aa9f7d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 1 Feb 2026 13:32:19 +0100
Subject: [PATCH 146/150] chore(deps-dev): update databricks-sdk requirement
 (#1020)

Updates the requirements on [databricks-sdk](https://github.com/databricks/databricks-sdk-py) to permit the latest version.
- [Release notes](https://github.com/databricks/databricks-sdk-py/releases)
- [Changelog](https://github.com/databricks/databricks-sdk-py/blob/main/CHANGELOG.md)
- [Commits](https://github.com/databricks/databricks-sdk-py/compare/v0.0.1...v0.78.0)

---
updated-dependencies:
- dependency-name: databricks-sdk
  dependency-version: 0.78.0
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8e26020d9..ee18ca34b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -57,7 +57,7 @@ databricks = [
   "soda-core-spark-df>=3.3.20,<3.6.0",
   "soda-core-spark[databricks]>=3.3.20,<3.6.0",
   "databricks-sql-connector>=3.7.0,<4.3.0",
-  "databricks-sdk<0.78.0",
+  "databricks-sdk<0.79.0",
   "pyspark>=3.5.0,<5.0.0",
   "numpy>=1.26.4,<2.0.0",  # pyspark incompatible with numpy 2.0
 ]

From 755d62092dadbb6241b15ecd69508f3116c970d9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 1 Feb 2026 13:38:29 +0100
Subject: [PATCH 147/150] chore(deps-dev): bump fastapi from 0.121.2 to 0.128.0
 (#1010)

Bumps [fastapi](https://github.com/fastapi/fastapi) from 0.121.2 to 0.128.0.
- [Release notes](https://github.com/fastapi/fastapi/releases)
- [Commits](https://github.com/fastapi/fastapi/compare/0.121.2...0.128.0)

---
updated-dependencies:
- dependency-name: fastapi
  dependency-version: 0.128.0
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Jochen Christ 
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index ee18ca34b..a3a3cfdcf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -125,7 +125,7 @@ rdf = [
 ]
 
 api = [
-  "fastapi==0.121.2",
+  "fastapi==0.128.0",
   "uvicorn==0.40.0",
 ]
 

From d15831973bf0a6e8f40ae7830543cfbb4ed8c7d9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 1 Feb 2026 14:01:55 +0100
Subject: [PATCH 148/150] chore(deps-dev): bump minio from 7.2.17 to 7.2.20
 (#1008)

Bumps [minio](https://github.com/minio/minio-py) from 7.2.17 to 7.2.20.
- [Release notes](https://github.com/minio/minio-py/releases)
- [Commits](https://github.com/minio/minio-py/compare/7.2.17...7.2.20)

---
updated-dependencies:
- dependency-name: minio
  dependency-version: 7.2.20
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index a3a3cfdcf..af6fe4efe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -142,7 +142,7 @@ dev = [
   "datacontract-cli[all]",
   "httpx==0.28.1",
   "kafka-python",
-  "minio==7.2.17",  # Pin to 7.2.17 - 7.2.18+ has keyword-only params incompatible with testcontainers
+  "minio==7.2.20",  # Pin to 7.2.17 - 7.2.18+ has keyword-only params incompatible with testcontainers
   "moto==5.1.20",
   "pandas>=2.1.0",
   "pre-commit>=3.7.1,<4.6.0",

From 4245d0e8ff46569698c31907b64092f19085f9d9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 1 Feb 2026 14:04:14 +0100
Subject: [PATCH 149/150] chore(deps-dev): update
 snowflake-connector-python[pandas] requirement (#1009)

Updates the requirements on [snowflake-connector-python[pandas]](https://github.com/snowflakedb/snowflake-connector-python) to permit the latest version.
- [Release notes](https://github.com/snowflakedb/snowflake-connector-python/releases)
- [Commits](https://github.com/snowflakedb/snowflake-connector-python/compare/v3.6.0...v4.2.0)

---
updated-dependencies:
- dependency-name: snowflake-connector-python[pandas]
  dependency-version: 4.2.0
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] 
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index af6fe4efe..fcf707c65 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -83,7 +83,7 @@ s3 = [
 ]
 
 snowflake = [
-  "snowflake-connector-python[pandas]>=3.6,<4.2",
+  "snowflake-connector-python[pandas]>=3.6,<4.3",
   "soda-core-snowflake>=3.3.20,<3.6.0"
 ]
 

From 1c9d09508f9e9585507e8c8aec55346bbde8ea85 Mon Sep 17 00:00:00 2001
From: dmaresma 
Date: Sun, 1 Feb 2026 17:48:36 -0500
Subject: [PATCH 150/150] force dsc to odcs model.type to physicalType using
 the sql_converter, default type is now string

---
 datacontract/export/sql_type_converter.py | 11 +++++---
 datacontract/imports/dcs_importer.py      | 33 +++++++++++++++++++----
 2 files changed, 35 insertions(+), 9 deletions(-)

diff --git a/datacontract/export/sql_type_converter.py b/datacontract/export/sql_type_converter.py
index 4bd7368c1..f29b110e9 100644
--- a/datacontract/export/sql_type_converter.py
+++ b/datacontract/export/sql_type_converter.py
@@ -16,12 +16,15 @@ class FieldLike(Protocol):
 
 def _get_type(field: Union[SchemaProperty, FieldLike]) -> Optional[str]:
     """Get the type from a field, handling both ODCS and DCS. Prefers physicalType for accuracy."""
-    if isinstance(field, SchemaProperty):
+    if field and isinstance(field, SchemaProperty):
         # Prefer physicalType for accurate type mapping
         if field.physicalType:
             return field.physicalType
         return field.logicalType
-    return field.type
+    if field and field.type:
+        return field.type
+
+    return "string"
 
 
 def _get_config(field: Union[SchemaProperty, FieldLike]) -> Optional[Dict[str, Any]]:
@@ -97,13 +100,13 @@ def convert_to_sql_type(field: Union[SchemaProperty, FieldLike], server_type: st
     physical_type = _get_config_value(field, "physicalType")
     if physical_type and physical_type.lower() not in ['array', 'object', 'record', 'struct'] :
         return physical_type
-    elif physical_type.lower() == 'array':
+    elif physical_type and physical_type.lower() == 'array':
         items = _get_items(field)
         if items:
             item_type = convert_to_sql_type(items, server_type)
             return f"ARRAY<{item_type}>"
         return "TEXT[]"
-    elif physical_type.lower() in ['object', 'record', 'struct']:
+    elif physical_type and physical_type.lower() in ['object', 'record', 'struct']:
         structure_field = "STRUCT<"
         field_strings = []
         for fieldKey, fieldValue in _get_nested_fields(field).items():
diff --git a/datacontract/imports/dcs_importer.py b/datacontract/imports/dcs_importer.py
index d2e2ae07c..45d9ed2d1 100644
--- a/datacontract/imports/dcs_importer.py
+++ b/datacontract/imports/dcs_importer.py
@@ -21,6 +21,7 @@
     Server as ODCSServer,
 )
 
+from datacontract.export.sql_type_converter import convert_to_sql_type
 from datacontract.imports.importer import Importer
 
 logger = logging.getLogger(__name__)
@@ -53,6 +54,8 @@ def convert_dcs_to_odcs(dcs: DataContractSpecification) -> OpenDataContractStand
         apiVersion="v3.1.0",
     )
 
+    serverType = "local"
+
     # Convert basic info
     if dcs.info:
         odcs.name = dcs.info.title
@@ -80,11 +83,11 @@ def convert_dcs_to_odcs(dcs: DataContractSpecification) -> OpenDataContractStand
 
     # Convert servers
     if dcs.servers:
-        odcs.servers = _convert_servers(dcs.servers)
+        odcs.servers, serverType = _convert_servers(dcs.servers)
 
     # Convert models to schema
     if dcs.models:
-        odcs.schema_ = _convert_models_to_schema(dcs.models, dcs.definitions)
+        odcs.schema_ = _convert_models_to_schema(dcs.models, dcs.definitions, serverType)
 
     # Convert service levels to SLA properties
     if dcs.servicelevels:
@@ -200,16 +203,36 @@ def _convert_servers(dcs_servers: Dict[str, DCSServer]) -> List[ODCSServer]:
 
         servers.append(odcs_server)
 
-    return servers
+    return servers, odcs_server.type
 
 
-def _convert_models_to_schema(models: Dict[str, Model], definitions: Dict[str, Field] = None) -> List[SchemaObject]:
+def _convert_models_to_schema(
+    models: Dict[str, Model], definitions: Dict[str, Field] = None, serverType: str = None
+) -> List[SchemaObject]:
     """Convert DCS models dict to ODCS schema list."""
     schema = []
+    serverType = ""
     for model_name, model in models.items():
+        if model.type in [
+            "snowflake",
+            "postgres",
+            "dataframe",
+            "databricks",
+            "local",
+            "s3",
+            "sqlserver",
+            "bigquery",
+            "trino",
+            "oracle",
+            None,
+        ]:
+            physical_type = convert_to_sql_type(model.type, serverType)
+        else:
+            physical_type = model.type
+
         schema_obj = SchemaObject(
             name=model_name,
-            physicalType=model.type,
+            physicalType=physical_type,
             description=model.description,
         )