diff --git a/.github/workflows/kubernetes-e2e-tests.yaml b/.github/workflows/kubernetes-e2e-tests.yaml
new file mode 100644
index 00000000000..6937b76c79a
--- /dev/null
+++ b/.github/workflows/kubernetes-e2e-tests.yaml
@@ -0,0 +1,42 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+name: Run Kubernetes e2e tests
+on: [pull_request]
+
+permissions: read-all
+
+jobs:
+  build:
+    runs-on: ubuntu-24.04
+
+    steps:
+      - uses: actions/checkout@v3
+      - run: |  # Needed for git diff to work.
+          git fetch origin master --depth 1
+          git symbolic-ref refs/remotes/origin/HEAD refs/remotes/origin/master
+
+      - name: Setup python environment
+        uses: actions/setup-python@b55428b1882923874294fa556849718a1d7f2ca5
+        with:
+          python-version: 3.11
+
+      - name: Set up JDK 21
+        uses: actions/setup-java@v3
+        with:
+          java-version: '21'
+          distribution: 'temurin'
+
+      - name: Run Kubernetes e2e tests
+        run: ./local/tests/kubernetes_e2e_test.bash
diff --git a/Pipfile b/Pipfile
index 48fa5aac7fa..9e60944bc0b 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,6 +10,19 @@ future = "==0.17.1"
 protobuf = "==4.23.4"
 psutil = "==5.9.4"
 google-cloud-ndb = "==2.3.4"
+kubernetes = "==34.1.0"
+google-api-python-client = "==2.93.0"
+aiohttp = "==3.10.5"
+google-cloud-storage = "==2.10.0"
+google-cloud-secret-manager = "==2.17.0"
+google-cloud-logging = "==3.6.0"
+google-cloud-monitoring = "==2.15.1"
+google-cloud-datastore = "==2.16.1"
+oauth2client = "==4.1.3"
+requests = "==2.21.0"
+PyYAML = "==6.0"
+httplib2 = "==0.19.0"
+google-auth-oauthlib = "==0.4.1"
 
 [dev-packages]
 Fabric = "==1.14.1"
diff --git a/Pipfile.lock b/Pipfile.lock
index e10f232ff68..ec94c4187c5 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "f8858cd09afd214bef4a14a6a3f0ad7046dcb715d65cb1a22ae92a62d1cc8c8f"
+            "sha256": "3da1762ff75a0047d113c0132cf839556d34483541e8a47a3b1461529cc52242"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -14,21 +14,142 @@
         ]
     },
     "default": {
+        "aiohappyeyeballs": {
+            "hashes": [
+                "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558",
+                "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==2.6.1"
+        },
+        "aiohttp": {
+            "hashes": [
+                "sha256:02594361128f780eecc2a29939d9dfc870e17b45178a867bf61a11b2a4367277",
+                "sha256:03f2645adbe17f274444953bdea69f8327e9d278d961d85657cb0d06864814c1",
+                "sha256:074d1bff0163e107e97bd48cad9f928fa5a3eb4b9d33366137ffce08a63e37fe",
+                "sha256:0912b8a8fadeb32ff67a3ed44249448c20148397c1ed905d5dac185b4ca547bb",
+                "sha256:0d277cfb304118079e7044aad0b76685d30ecb86f83a0711fc5fb257ffe832ca",
+                "sha256:0d93400c18596b7dc4794d48a63fb361b01a0d8eb39f28800dc900c8fbdaca91",
+                "sha256:123dd5b16b75b2962d0fff566effb7a065e33cd4538c1692fb31c3bda2bfb972",
+                "sha256:17e997105bd1a260850272bfb50e2a328e029c941c2708170d9d978d5a30ad9a",
+                "sha256:18a01eba2574fb9edd5f6e5fb25f66e6ce061da5dab5db75e13fe1558142e0a3",
+                "sha256:1923a5c44061bffd5eebeef58cecf68096e35003907d8201a4d0d6f6e387ccaa",
+                "sha256:1942244f00baaacaa8155eca94dbd9e8cc7017deb69b75ef67c78e89fdad3c77",
+                "sha256:1b2c16a919d936ca87a3c5f0e43af12a89a3ce7ccbce59a2d6784caba945b68b",
+                "sha256:1c19de68896747a2aa6257ae4cf6ef59d73917a36a35ee9d0a6f48cff0f94db8",
+                "sha256:1e72589da4c90337837fdfe2026ae1952c0f4a6e793adbbfbdd40efed7c63599",
+                "sha256:22c0a23a3b3138a6bf76fc553789cb1a703836da86b0f306b6f0dc1617398abc",
+                "sha256:2c634a3207a5445be65536d38c13791904fda0748b9eabf908d3fe86a52941cf",
+                "sha256:2d21ac12dc943c68135ff858c3a989f2194a709e6e10b4c8977d7fcd67dfd511",
+                "sha256:2f1f1c75c395991ce9c94d3e4aa96e5c59c8356a15b1c9231e783865e2772699",
+                "sha256:305be5ff2081fa1d283a76113b8df7a14c10d75602a38d9f012935df20731487",
+                "sha256:33e6bc4bab477c772a541f76cd91e11ccb6d2efa2b8d7d7883591dfb523e5987",
+                "sha256:349ef8a73a7c5665cca65c88ab24abe75447e28aa3bc4c93ea5093474dfdf0ff",
+                "sha256:380f926b51b92d02a34119d072f178d80bbda334d1a7e10fa22d467a66e494db",
+                "sha256:38172a70005252b6893088c0f5e8a47d173df7cc2b2bd88650957eb84fcf5022",
+                "sha256:391cc3a9c1527e424c6865e087897e766a917f15dddb360174a70467572ac6ce",
+                "sha256:3a1c32a19ee6bbde02f1cb189e13a71b321256cc1d431196a9f824050b160d5a",
+                "sha256:4120d7fefa1e2d8fb6f650b11489710091788de554e2b6f8347c7a20ceb003f5",
+                "sha256:424ae21498790e12eb759040bbb504e5e280cab64693d14775c54269fd1d2bb7",
+                "sha256:44b324a6b8376a23e6ba25d368726ee3bc281e6ab306db80b5819999c737d820",
+                "sha256:4790f0e15f00058f7599dab2b206d3049d7ac464dc2e5eae0e93fa18aee9e7bf",
+                "sha256:4aff049b5e629ef9b3e9e617fa6e2dfeda1bf87e01bcfecaf3949af9e210105e",
+                "sha256:4b38b1570242fbab8d86a84128fb5b5234a2f70c2e32f3070143a6d94bc854cf",
+                "sha256:4d46c7b4173415d8e583045fbc4daa48b40e31b19ce595b8d92cf639396c15d5",
+                "sha256:4f1c9866ccf48a6df2b06823e6ae80573529f2af3a0992ec4fe75b1a510df8a6",
+                "sha256:4f7acae3cf1a2a2361ec4c8e787eaaa86a94171d2417aae53c0cca6ca3118ff6",
+                "sha256:54d9ddea424cd19d3ff6128601a4a4d23d54a421f9b4c0fff740505813739a91",
+                "sha256:58718e181c56a3c02d25b09d4115eb02aafe1a732ce5714ab70326d9776457c3",
+                "sha256:5ede29d91a40ba22ac1b922ef510aab871652f6c88ef60b9dcdf773c6d32ad7a",
+                "sha256:61645818edd40cc6f455b851277a21bf420ce347baa0b86eaa41d51ef58ba23d",
+                "sha256:66bf9234e08fe561dccd62083bf67400bdbf1c67ba9efdc3dac03650e97c6088",
+                "sha256:673f988370f5954df96cc31fd99c7312a3af0a97f09e407399f61583f30da9bc",
+                "sha256:676f94c5480d8eefd97c0c7e3953315e4d8c2b71f3b49539beb2aa676c58272f",
+                "sha256:6c225286f2b13bab5987425558baa5cbdb2bc925b2998038fa028245ef421e75",
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+                "sha256:7e2fe37ac654032db1f3499fe56e77190282534810e2a8e833141a021faaab0e",
+                "sha256:7f2bfc0032a00405d4af2ba27f3c429e851d04fad1e5ceee4080a1c570476697",
+                "sha256:7f6b639c36734eaa80a6c152a238242bedcee9b953f23bb887e9102976343092",
+                "sha256:814375093edae5f1cb31e3407997cf3eacefb9010f96df10d64829362ae2df69",
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+                "sha256:898715cf566ec2869d5cb4d5fb4be408964704c46c96b4be267442d265390f32",
+                "sha256:8989f46f3d7ef79585e98fa991e6ded55d2f48ae56d2c9fa5e491a6e4effb589",
+                "sha256:8ba01ebc6175e1e6b7275c907a3a36be48a2d487549b656aa90c8a910d9f3178",
+                "sha256:8c5c6fa16412b35999320f5c9690c0f554392dc222c04e559217e0f9ae244b92",
+                "sha256:8c6a4e5e40156d72a40241a25cc226051c0a8d816610097a8e8f517aeacd59a2",
+                "sha256:8eaf44ccbc4e35762683078b72bf293f476561d8b68ec8a64f98cf32811c323e",
+                "sha256:8fb4fc029e135859f533025bc82047334e24b0d489e75513144f25408ecaf058",
+                "sha256:9093a81e18c45227eebe4c16124ebf3e0d893830c6aca7cc310bfca8fe59d857",
+                "sha256:94c4381ffba9cc508b37d2e536b418d5ea9cfdc2848b9a7fea6aebad4ec6aac1",
+                "sha256:94fac7c6e77ccb1ca91e9eb4cb0ac0270b9fb9b289738654120ba8cebb1189c6",
+                "sha256:95c4dc6f61d610bc0ee1edc6f29d993f10febfe5b76bb470b486d90bbece6b22",
+                "sha256:975218eee0e6d24eb336d0328c768ebc5d617609affaca5dbbd6dd1984f16ed0",
+                "sha256:ad146dae5977c4dd435eb31373b3fe9b0b1bf26858c6fc452bf6af394067e10b",
+                "sha256:afe16a84498441d05e9189a15900640a2d2b5e76cf4efe8cbb088ab4f112ee57",
+                "sha256:b1c43eb1ab7cbf411b8e387dc169acb31f0ca0d8c09ba63f9eac67829585b44f",
+                "sha256:b90078989ef3fc45cf9221d3859acd1108af7560c52397ff4ace8ad7052a132e",
+                "sha256:b98e698dc34966e5976e10bbca6d26d6724e6bdea853c7c10162a3235aba6e16",
+                "sha256:ba5a8b74c2a8af7d862399cdedce1533642fa727def0b8c3e3e02fcb52dca1b1",
+                "sha256:c31ad0c0c507894e3eaa843415841995bf8de4d6b2d24c6e33099f4bc9fc0d4f",
+                "sha256:c3b9162bab7e42f21243effc822652dc5bb5e8ff42a4eb62fe7782bcbcdfacf6",
+                "sha256:c58c6837a2c2a7cf3133983e64173aec11f9c2cd8e87ec2fdc16ce727bcf1a04",
+                "sha256:c83f7a107abb89a227d6c454c613e7606c12a42b9a4ca9c5d7dad25d47c776ae",
+                "sha256:cde98f323d6bf161041e7627a5fd763f9fd829bcfcd089804a5fdce7bb6e1b7d",
+                "sha256:ce91db90dbf37bb6fa0997f26574107e1b9d5ff939315247b7e615baa8ec313b",
+                "sha256:d00f3c5e0d764a5c9aa5a62d99728c56d455310bcc288a79cab10157b3af426f",
+                "sha256:d17920f18e6ee090bdd3d0bfffd769d9f2cb4c8ffde3eb203777a3895c128862",
+                "sha256:d55f011da0a843c3d3df2c2cf4e537b8070a419f891c930245f05d329c4b0689",
+                "sha256:d742c36ed44f2798c8d3f4bc511f479b9ceef2b93f348671184139e7d708042c",
+                "sha256:d9a487ef090aea982d748b1b0d74fe7c3950b109df967630a20584f9a99c0683",
+                "sha256:d9ef084e3dc690ad50137cc05831c52b6ca428096e6deb3c43e95827f531d5ef",
+                "sha256:da452c2c322e9ce0cfef392e469a26d63d42860f829026a63374fde6b5c5876f",
+                "sha256:dc4826823121783dccc0871e3f405417ac116055bf184ac04c36f98b75aacd12",
+                "sha256:de7a5299827253023c55ea549444e058c0eb496931fa05d693b95140a947cb73",
+                "sha256:e04a1f2a65ad2f93aa20f9ff9f1b672bf912413e5547f60749fa2ef8a644e061",
+                "sha256:e1ca1ef5ba129718a8fc827b0867f6aa4e893c56eb00003b7367f8a733a9b072",
+                "sha256:ee40b40aa753d844162dcc80d0fe256b87cba48ca0054f64e68000453caead11",
+                "sha256:f071854b47d39591ce9a17981c46790acb30518e2f83dfca8db2dfa091178691",
+                "sha256:f29930bc2921cef955ba39a3ff87d2c4398a0394ae217f41cb02d5c26c8b1b77",
+                "sha256:f489a2c9e6455d87eabf907ac0b7d230a9786be43fbe884ad184ddf9e9c1e385",
+                "sha256:f5bf3ead3cb66ab990ee2561373b009db5bc0e857549b6c9ba84b20bc462e172",
+                "sha256:f6f18898ace4bcd2d41a122916475344a87f1dfdec626ecde9ee802a711bc569",
+                "sha256:f8112fb501b1e0567a1251a2fd0747baae60a4ab325a871e975b7bb67e59221f",
+                "sha256:fd31f176429cecbc1ba499d4aba31aaccfea488f418d60376b911269d3b883c5"
+            ],
+            "index": "pypi",
+            "version": "==3.10.5"
+        },
+        "aiosignal": {
+            "hashes": [
+                "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e",
+                "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.4.0"
+        },
+        "attrs": {
+            "hashes": [
+                "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11",
+                "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==25.4.0"
+        },
         "cachetools": {
             "hashes": [
-                "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4",
-                "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"
+                "sha256:69a7a52634fed8b8bf6e24a050fb60bff1c9bd8f6d24572b99c32d4e71e62a51",
+                "sha256:82c5c05585e70b6ba2d3ae09ea60b79548872185d2f24ae1f2709d37299fd607"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==5.5.2"
+            "markers": "python_version >= '3.9'",
+            "version": "==6.2.4"
         },
         "certifi": {
             "hashes": [
-                "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407",
-                "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5"
+                "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b",
+                "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2025.8.3"
+            "version": "==2025.11.12"
         },
         "cffi": {
             "hashes": [
@@ -120,90 +241,12 @@
             "markers": "python_version >= '3.9'",
             "version": "==2.0.0"
         },
-        "charset-normalizer": {
+        "chardet": {
             "hashes": [
-                "sha256:00237675befef519d9af72169d8604a067d92755e84fe76492fef5441db05b91",
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-            "markers": "python_version >= '3.7'",
-            "version": "==3.4.3"
+            "version": "==3.0.4"
         },
         "crcmod": {
             "hashes": [
@@ -241,15 +284,156 @@
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+                "sha256:fb30f9626572a76dfe4293c7194a09fb1fe93ba94c7d4f720dfae3b646b45027",
+                "sha256:fe3c58d2f5db5fbd18c2987cba06d51b0529f52bc3a6cdc33d3f4eab725104bd"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.8.0"
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                 "sha256:67045236dcfd6816dc439556d009594abf643e5eb48992e36beac09c2ca659b8"
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             "version": "==0.17.1"
         },
         "google-api-core": {
@@ -257,35 +441,91 @@
                 "grpc"
             ],
             "hashes": [
-                "sha256:8a2a56c1fef82987a524371f99f3bd0143702fecc670c72e600c1cda6bf8dbb7",
-                "sha256:d2aaa0b13c78c61cb3f4282c464c046e45fbd75755683c9c525e6e8f7ed0a5e8"
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             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2.25.1"
+            "version": "==2.28.1"
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+        "google-api-python-client": {
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+                "sha256:f34abb671afd488bd19d30721ea20fb30d3796ddd825d6f91f26d8c718a9f07d"
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         "google-auth": {
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-                "sha256:1370d4593e86213563547f97a92752fc658456fe4514c809544f330fed45a7ca",
-                "sha256:500c3a29adedeb36ea9cf24b8d10858e152f2412e3ca37829b3fa18e33d63b77"
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+                "sha256:90d3f41b6b72ea72dd9811e765699ee491ab24139f34ebf1ca2b9cc0c38708f3"
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+            "version": "==2.45.0"
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             "markers": "python_version >= '3.7'",
-            "version": "==2.40.3"
+            "version": "==0.3.0"
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+        "google-auth-oauthlib": {
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+                "sha256:a92a0f6f41a0fb6138454fbc02674e64f89d82a244ea32f98471733c8ef0e0e1"
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+            "version": "==0.4.1"
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+                "sha256:cfd28bc61a030008381a646d112ebe2734bf72abc8c12afc47d035a2c9b041fe",
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-                "sha256:5130f9f4c14b4fafdff75c79448f9495cfade0d8775facf1b09c3bf67e027f6e"
+                "sha256:67d977b41ae6c7211ee830c7912e41003ea8194bff15ae7d72fd6f51e57acabc",
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             "markers": "python_version >= '3.7'",
-            "version": "==2.4.3"
+            "version": "==2.5.0"
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         "google-cloud-datastore": {
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+                "sha256:710ef27ebdfb50340f4671c532ad4c1525665985e9421984ffcd6b96b57e34bb"
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-            "version": "==2.21.0"
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+            "version": "==2.16.1"
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+                "sha256:42134223956850ddd64877c88042d31f78658e7b067a5a8e3dd28236b71f3c32",
+                "sha256:6beb843cb88a9bc2f6df94ce69048243ebb360ee06979f5311ea7a0ec09bd097"
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+            "version": "==3.6.0"
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+            "version": "==2.15.1"
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@@ -293,73 +533,153 @@
                 "sha256:c2cdc38b22fa2d3f6984db6368b9be11902235ef46e2252a17f8083fe3176160"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.7'",
             "version": "==2.3.4"
         },
+        "google-cloud-secret-manager": {
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+                "sha256:9433cf28801671de1c80434238fb1e7e4a1ba3087470e90f70c928ea77c2b9d7"
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             "hashes": [
@@ -369,21 +689,333 @@
             "markers": "python_version >= '3.6'",
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@@ -402,7 +1034,6 @@
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@@ -423,7 +1054,6 @@
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@@ -447,7 +1077,7 @@
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@@ -458,6 +1088,22 @@
             "markers": "python_version >= '3.7'",
             "version": "==4.0.0"
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@@ -465,6 +1111,52 @@
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@@ -475,11 +1167,19 @@
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@@ -489,13 +1189,181 @@
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@@ -789,7 +1703,6 @@
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@@ -797,7 +1710,7 @@
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@@ -809,11 +1722,11 @@
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@@ -825,68 +1738,78 @@
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-            "version": "==1.74.0"
+            "version": "==1.76.0"
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@@ -946,7 +1869,6 @@
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@@ -955,7 +1877,6 @@
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@@ -968,19 +1889,19 @@
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-            "version": "==3.10"
+            "markers": "python_version >= '3.8'",
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-            "version": "==8.7.0"
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@@ -988,7 +1909,6 @@
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@@ -1009,27 +1929,27 @@
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@@ -1119,40 +2039,39 @@
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@@ -1160,7 +2079,6 @@
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@@ -1177,7 +2095,6 @@
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@@ -1194,16 +2111,15 @@
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@@ -1222,7 +2138,6 @@
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@@ -1230,7 +2145,7 @@
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@@ -1239,7 +2154,6 @@
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@@ -1256,7 +2170,6 @@
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@@ -1269,19 +2182,36 @@
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+                "sha256:d8615ee34d01c8e0ab3f302dcdd7b32e2bcf698ba5f4809e7cc407c8cdea7717",
+                "sha256:d984c91fe3494793b2a1fb1e91429539c6c28e9ec8209d26d25041ec599ccf63",
+                "sha256:dece79aecbb8f4640a1adbb81e4aa3bfb0e98e99834884a80eb3f33c7c30e708",
+                "sha256:e49a3f3d0da9f79c1bec2aa013261ab9fa651c7da045d376bd306cf7c1792993",
+                "sha256:e735c3a1bdfde3834503baf1a6d74d4a143920281cb724ba29fb84c9f49b9c48",
+                "sha256:fc734c1696ffd49b40f7c1779c89ba908157c57345cf626be2e0719488a076d3"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.5.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.6.1"
         },
         "pyright": {
             "hashes": [
@@ -1289,68 +2219,53 @@
                 "sha256:aeeb7ff4e0364775ef416a80111613f91a05c8e01e58ecfefc370ca0db7aed9c"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.7'",
             "version": "==1.1.393"
         },
         "pyyaml": {
             "hashes": [
-                "sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff",
-                "sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48",
-                "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086",
-                "sha256:0b69e4ce7a131fe56b7e4d770c67429700908fc0752af059838b1cfb41960e4e",
-                "sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133",
-                "sha256:11d8f3dd2b9c1207dcaf2ee0bbbfd5991f571186ec9cc78427ba5bd32afae4b5",
-                "sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484",
-                "sha256:1e2120ef853f59c7419231f3bf4e7021f1b936f6ebd222406c3b60212205d2ee",
-                "sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5",
-                "sha256:23502f431948090f597378482b4812b0caae32c22213aecf3b55325e049a6c68",
-                "sha256:24471b829b3bf607e04e88d79542a9d48bb037c2267d7927a874e6c205ca7e9a",
-                "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf",
-                "sha256:2e99c6826ffa974fe6e27cdb5ed0021786b03fc98e5ee3c5bfe1fd5015f42b99",
-                "sha256:39693e1f8320ae4f43943590b49779ffb98acb81f788220ea932a6b6c51004d8",
-                "sha256:3ad2a3decf9aaba3d29c8f537ac4b243e36bef957511b4766cb0057d32b0be85",
-                "sha256:3b1fdb9dc17f5a7677423d508ab4f243a726dea51fa5e70992e59a7411c89d19",
-                "sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc",
-                "sha256:43fa96a3ca0d6b1812e01ced1044a003533c47f6ee8aca31724f78e93ccc089a",
-                "sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1",
-                "sha256:5ac9328ec4831237bec75defaf839f7d4564be1e6b25ac710bd1a96321cc8317",
-                "sha256:5d225db5a45f21e78dd9358e58a98702a0302f2659a3c6cd320564b75b86f47c",
-                "sha256:6395c297d42274772abc367baaa79683958044e5d3835486c16da75d2a694631",
-                "sha256:688ba32a1cffef67fd2e9398a2efebaea461578b0923624778664cc1c914db5d",
-                "sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652",
-                "sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5",
-                "sha256:797b4f722ffa07cc8d62053e4cff1486fa6dc094105d13fea7b1de7d8bf71c9e",
-                "sha256:7c36280e6fb8385e520936c3cb3b8042851904eba0e58d277dca80a5cfed590b",
-                "sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8",
-                "sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476",
-                "sha256:82d09873e40955485746739bcb8b4586983670466c23382c19cffecbf1fd8706",
-                "sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563",
-                "sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237",
-                "sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b",
-                "sha256:9056c1ecd25795207ad294bcf39f2db3d845767be0ea6e6a34d856f006006083",
-                "sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180",
-                "sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425",
-                "sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e",
-                "sha256:a8786accb172bd8afb8be14490a16625cbc387036876ab6ba70912730faf8e1f",
-                "sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725",
-                "sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183",
-                "sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab",
-                "sha256:cc1c1159b3d456576af7a3e4d1ba7e6924cb39de8f67111c735f6fc832082774",
-                "sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725",
-                "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e",
-                "sha256:d7fded462629cfa4b685c5416b949ebad6cec74af5e2d42905d41e257e0869f5",
-                "sha256:d84a1718ee396f54f3a086ea0a66d8e552b2ab2017ef8b420e92edbc841c352d",
-                "sha256:d8e03406cac8513435335dbab54c0d385e4a49e4945d2909a581c83647ca0290",
-                "sha256:e10ce637b18caea04431ce14fabcf5c64a1c61ec9c56b071a4b7ca131ca52d44",
-                "sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed",
-                "sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4",
-                "sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba",
-                "sha256:f753120cb8181e736c57ef7636e83f31b9c0d1722c516f7e86cf15b7aa57ff12",
-                "sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4"
+                "sha256:01b45c0191e6d66c470b6cf1b9531a771a83c1c4208272ead47a3ae4f2f603bf",
+                "sha256:0283c35a6a9fbf047493e3a0ce8d79ef5030852c51e9d911a27badfde0605293",
+                "sha256:055d937d65826939cb044fc8c9b08889e8c743fdc6a32b33e2390f66013e449b",
+                "sha256:07751360502caac1c067a8132d150cf3d61339af5691fe9e87803040dbc5db57",
+                "sha256:0b4624f379dab24d3725ffde76559cff63d9ec94e1736b556dacdfebe5ab6d4b",
+                "sha256:0ce82d761c532fe4ec3f87fc45688bdd3a4c1dc5e0b4a19814b9009a29baefd4",
+                "sha256:1e4747bc279b4f613a09eb64bba2ba602d8a6664c6ce6396a4d0cd413a50ce07",
+                "sha256:213c60cd50106436cc818accf5baa1aba61c0189ff610f64f4a3e8c6726218ba",
+                "sha256:231710d57adfd809ef5d34183b8ed1eeae3f76459c18fb4a0b373ad56bedcdd9",
+                "sha256:277a0ef2981ca40581a47093e9e2d13b3f1fbbeffae064c1d21bfceba2030287",
+                "sha256:2cd5df3de48857ed0544b34e2d40e9fac445930039f3cfe4bcc592a1f836d513",
+                "sha256:40527857252b61eacd1d9af500c3337ba8deb8fc298940291486c465c8b46ec0",
+                "sha256:432557aa2c09802be39460360ddffd48156e30721f5e8d917f01d31694216782",
+                "sha256:473f9edb243cb1935ab5a084eb238d842fb8f404ed2193a915d1784b5a6b5fc0",
+                "sha256:48c346915c114f5fdb3ead70312bd042a953a8ce5c7106d5bfb1a5254e47da92",
+                "sha256:50602afada6d6cbfad699b0c7bb50d5ccffa7e46a3d738092afddc1f9758427f",
+                "sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2",
+                "sha256:77f396e6ef4c73fdc33a9157446466f1cff553d979bd00ecb64385760c6babdc",
+                "sha256:81957921f441d50af23654aa6c5e5eaf9b06aba7f0a19c18a538dc7ef291c5a1",
+                "sha256:819b3830a1543db06c4d4b865e70ded25be52a2e0631ccd2f6a47a2822f2fd7c",
+                "sha256:897b80890765f037df3403d22bab41627ca8811ae55e9a722fd0392850ec4d86",
+                "sha256:98c4d36e99714e55cfbaaee6dd5badbc9a1ec339ebfc3b1f52e293aee6bb71a4",
+                "sha256:9df7ed3b3d2e0ecfe09e14741b857df43adb5a3ddadc919a2d94fbdf78fea53c",
+                "sha256:9fa600030013c4de8165339db93d182b9431076eb98eb40ee068700c9c813e34",
+                "sha256:a80a78046a72361de73f8f395f1f1e49f956c6be882eed58505a15f3e430962b",
+                "sha256:afa17f5bc4d1b10afd4466fd3a44dc0e245382deca5b3c353d8b757f9e3ecb8d",
+                "sha256:b3d267842bf12586ba6c734f89d1f5b871df0273157918b0ccefa29deb05c21c",
+                "sha256:b5b9eccad747aabaaffbc6064800670f0c297e52c12754eb1d976c57e4f74dcb",
+                "sha256:bfaef573a63ba8923503d27530362590ff4f576c626d86a9fed95822a8255fd7",
+                "sha256:c5687b8d43cf58545ade1fe3e055f70eac7a5a1a0bf42824308d868289a95737",
+                "sha256:cba8c411ef271aa037d7357a2bc8f9ee8b58b9965831d9e51baf703280dc73d3",
+                "sha256:d15a181d1ecd0d4270dc32edb46f7cb7733c7c508857278d3d378d14d606db2d",
+                "sha256:d4b0ba9512519522b118090257be113b9468d804b19d63c71dbcf4a48fa32358",
+                "sha256:d4db7c7aef085872ef65a8fd7d6d09a14ae91f691dec3e87ee5ee0539d516f53",
+                "sha256:d4eccecf9adf6fbcc6861a38015c2a64f38b9d94838ac1810a9023a0609e1b78",
+                "sha256:d67d839ede4ed1b28a4e8909735fc992a923cdb84e618544973d7dfc71540803",
+                "sha256:daf496c58a8c52083df09b80c860005194014c3698698d1a57cbcfa182142a3a",
+                "sha256:dbad0e9d368bb989f4515da330b88a057617d16b6a8245084f1b05400f24609f",
+                "sha256:e61ceaab6f49fb8bdfaa0f92c4b57bcfbea54c09277b1b4f7ac376bfb7a7c174",
+                "sha256:f84fbc98b019fef2ee9a1cb3ce93e3187a6df0b2538a651bfb890254ba9f90b5"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==6.0.2"
+            "version": "==6.0"
         },
         "readme-renderer": {
             "hashes": [
@@ -1362,11 +2277,11 @@
         },
         "requests": {
             "hashes": [
-                "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6",
-                "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"
+                "sha256:502a824f31acdacb3a35b6690b5fbf0bc41d63a24a45c4004352b0242707598e",
+                "sha256:7bf2a778576d825600030a110f3c0e3e8edc51dfaafe1c146e39a2027784957b"
             ],
-            "markers": "python_version >= '3.9'",
-            "version": "==2.32.5"
+            "index": "pypi",
+            "version": "==2.21.0"
         },
         "requests-toolbelt": {
             "hashes": [
@@ -1386,19 +2301,19 @@
         },
         "rich": {
             "hashes": [
-                "sha256:536f5f1785986d6dbdea3c75205c473f970777b4a0d6c6dd1b696aa05a3fa04f",
-                "sha256:e497a48b844b0320d45007cdebfeaeed8db2a4f4bcf49f15e455cfc4af11eaa8"
+                "sha256:73ff50c7c0c1c77c8243079283f4edb376f0f6442433aecb8ce7e6d0b92d1fe4",
+                "sha256:76bc51fe2e57d2b1be1f96c524b890b816e334ab4c1e45888799bfaab0021edd"
             ],
-            "markers": "python_full_version >= '3.8.0'",
-            "version": "==14.1.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==14.2.0"
         },
         "secretstorage": {
             "hashes": [
-                "sha256:0e3b6265c2c63509fb7415717607e4b2c9ab767b7f344a57473b779ca13bd02e",
-                "sha256:c46e216d6815aff8a8a18706a2fbfd8d53fcbb0dce99301881687a1b0289ef7c"
+                "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137",
+                "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be"
             ],
-            "markers": "python_version >= '3.10'",
-            "version": "==3.4.0"
+            "markers": "sys_platform == 'linux'",
+            "version": "==3.5.0"
         },
         "selenium": {
             "hashes": [
@@ -1418,11 +2333,11 @@
         },
         "soupsieve": {
             "hashes": [
-                "sha256:0cc76456a30e20f5d7f2e14a98a4ae2ee4e5abdc7c5ea0aafe795f344bc7984c",
-                "sha256:e2dd4a40a628cb5f28f6d4b0db8800b8f581b65bb380b97de22ba5ca8d72572f"
+                "sha256:4cf733bc50fa805f5df4b8ef4740fc0e0fa6218cf3006269afd3f9d6d80fd350",
+                "sha256:a11fe2a6f3d76ab3cf2de04eb339c1be5b506a8a47f2ceb6d139803177f85434"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==2.8"
+            "version": "==2.8.1"
         },
         "tomlkit": {
             "hashes": [
@@ -1438,40 +2353,39 @@
                 "sha256:e5ed0d2fd70c9959770dce51c8f39c8945c574e18173a7b81802dab51b4b75cf"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
             "version": "==6.2.0"
         },
         "types-protobuf": {
             "hashes": [
-                "sha256:5584c39f7e36104b5f8bdfd31815fa1d5b7b3455a79ddddc097b62320f4b1841",
-                "sha256:faacbbe87bd8cba4472361c0bd86f49296bd36f7761e25d8ada4f64767c1bde9"
+                "sha256:2641f78f3696822a048cfb8d0ff42ccd85c25f12f871fbebe86da63793692140",
+                "sha256:c698bb3f020274b1a2798ae09dc773728ce3f75209a35187bd11916ebfde6763"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==6.30.2.20250822"
+            "version": "==6.32.1.20251210"
         },
         "typing-extensions": {
             "hashes": [
                 "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466",
                 "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"
             ],
-            "markers": "python_version >= '3.9'",
+            "markers": "python_version < '3.13'",
             "version": "==4.15.0"
         },
         "urllib3": {
             "hashes": [
-                "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760",
-                "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"
+                "sha256:2393a695cd12afedd0dcb26fe5d50d0cf248e5a66f75dbd89a3d4eb333a61af4",
+                "sha256:a637e5fae88995b256e3409dc4d52c2e2e0ba32c42a6365fee8bbd2238de3cfb"
             ],
-            "markers": "python_version >= '3.9'",
-            "version": "==2.5.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3' and python_version < '4'",
+            "version": "==1.24.3"
         },
         "virtualenv": {
             "hashes": [
-                "sha256:341f5afa7eee943e4984a9207c025feedd768baff6753cd660c857ceb3e36026",
-                "sha256:44815b2c9dee7ed86e387b842a84f20b93f7f417f95886ca1996a72a4138eb1a"
+                "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c",
+                "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==20.34.0"
+            "version": "==20.35.4"
         },
         "virtualenv-clone": {
             "hashes": [
@@ -1486,7 +2400,7 @@
                 "sha256:682aaaf2af0c44ada4abfb70ded36393f0e307f4ab9456a215ce0020baefc31f",
                 "sha256:c56d67fd6e87c2ee598b76abdd4e96cfad1f24cacdea5078d382b1f9d7b5ed2e"
             ],
-            "markers": "python_full_version >= '3.9.0'",
+            "markers": "python_version >= '3.9'",
             "version": "==3.0.2"
         },
         "webob": {
@@ -1494,7 +2408,7 @@
                 "sha256:45e34c58ed0c7e2ecd238ffd34432487ff13d9ad459ddfd77895e67abba7c1f9",
                 "sha256:ad6078e2edb6766d1334ec3dee072ac6a7f95b1e32ce10def8ff7f0f02d56589"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.8.9"
         },
         "webtest": {
@@ -1503,7 +2417,6 @@
                 "sha256:54bd969725838d9861a9fa27f8d971f79d275d94ae255f5c501f53bb6d9929eb"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.6' and python_version < '4'",
             "version": "==3.0.0"
         },
         "wrapt": {
@@ -1590,7 +2503,7 @@
                 "sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10",
                 "sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c"
             ],
-            "markers": "python_version >= '3.8'",
+            "markers": "python_version >= '3.11'",
             "version": "==1.17.3"
         },
         "yapf": {
diff --git a/butler.py b/butler.py
index 15bc9f0ef8f..43b39f12eb9 100644
--- a/butler.py
+++ b/butler.py
@@ -436,6 +436,11 @@ def main():
   parser_clean_indexes.add_argument(
       '-c', '--config-dir', required=True, help='Path to application config.')
 
+  parser_clean_jobs = subparsers.add_parser(
+      'clean_jobs', help='Clean up pending kubernetes jobs.')
+  parser_clean_jobs.add_argument(
+      '-c', '--config-dir', required=True, help='Path to application config.')
+
   parser_create_config = subparsers.add_parser(
       'create_config', help='Create a new deployment config.')
   parser_create_config.add_argument(
diff --git a/src/clusterfuzz/_internal/batch/kubernetes.py b/local/tests/kubernetes_e2e_test.bash
old mode 100644
new mode 100755
similarity index 53%
rename from src/clusterfuzz/_internal/batch/kubernetes.py
rename to local/tests/kubernetes_e2e_test.bash
index 69563d4101d..16a75bdc0a6
--- a/src/clusterfuzz/_internal/batch/kubernetes.py
+++ b/local/tests/kubernetes_e2e_test.bash
@@ -1,3 +1,5 @@
+#!/bin/bash -ex
+#
 # Copyright 2025 Google LLC
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -11,17 +13,17 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-"""Kubernetes batch client."""
-from clusterfuzz._internal.remote_task import RemoteTaskInterface
 
+# This script is for running the Kubernetes end-to-end test in CI.
+
+pip install pipenv
+
+# Install dependencies.
+pipenv --python 3.11
+pipenv install
 
-class KubernetesJobClient(RemoteTaskInterface):
-  """A remote task execution client for Kubernetes.
-  
-  This class is a placeholder for a future implementation of a remote task
-  execution client that uses Kubernetes. It is not yet implemented.
-  """
+./local/install_deps.bash
 
-  def create_job(self, spec, input_urls):
-    """Creates a Kubernetes job."""
-    raise NotImplementedError('Kubernetes batch client is not implemented yet.')
+# Run the test.
+export K8S_E2E=1
+pipenv run python butler.py py_unittest -t core -p k8s_service_e2e_test.py
diff --git a/out.log b/out.log
new file mode 100644
index 00000000000..eed0ee8a0d1
--- /dev/null
+++ b/out.log
@@ -0,0 +1,7 @@
+Running in dry-run mode, no datastore writes are committed. For permanent modifications, re-run with --non-dry-run.
+Attempting to combine batch tasks.
+Combining 2901 batch tasks.
+K8s result: ['libfuzzer-chrome-asan-debug-7ca9c46f']
+
+Please remember to run the migration individually on all projects.
+
diff --git a/src/Pipfile b/src/Pipfile
index f462d19f732..588e21c2c43 100644
--- a/src/Pipfile
+++ b/src/Pipfile
@@ -27,6 +27,7 @@ google-crc32c = "==1.5.0"
 grpcio = "==1.62.2"
 httplib2 = "==0.19.0"
 jira = "==2.0.0"
+kubernetes = "==34.1.0"
 mozprocess = "==1.3.1"
 oauth2client = "==4.1.3"
 psutil = "==5.9.4"
@@ -34,7 +35,7 @@ protobuf = "==4.23.4"
 pygithub = "==1.55"
 pyOpenSSL = "==22.0.0"
 python-dateutil = "==2.8.1"
-PyYAML = "==6.0"
+PyYAML = "==6.0.1"
 pytz = "==2023.3"
 redis = "==4.6.0"
 requests = "==2.21.0"
diff --git a/src/Pipfile.lock b/src/Pipfile.lock
index 637b11c3d43..96887dd4e52 100644
--- a/src/Pipfile.lock
+++ b/src/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "34863be9ebbc59b6df81493d51760b6aaf0648d8029638fd65cf0915139cb0dd"
+            "sha256": "9ba77bf5cea77347502d36f893a558c82a5a97de476fec986af0fa5c03f33c04"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -117,15 +117,16 @@
                 "sha256:fd31f176429cecbc1ba499d4aba31aaccfea488f418d60376b911269d3b883c5"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.8'",
             "version": "==3.10.5"
         },
         "aiosignal": {
             "hashes": [
-                "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5",
-                "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"
+                "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e",
+                "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==1.3.2"
+            "version": "==1.4.0"
         },
         "antlr4-python3-runtime": {
             "hashes": [
@@ -136,11 +137,11 @@
         },
         "attrs": {
             "hashes": [
-                "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3",
-                "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"
+                "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11",
+                "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==25.3.0"
+            "markers": "python_version >= '3.9'",
+            "version": "==25.4.0"
         },
         "bcrypt": {
             "hashes": [
@@ -173,6 +174,7 @@
                 "sha256:fbe188b878313d01b7718390f31528be4010fed1faa798c5a1d0469c9c48c369"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==4.1.2"
         },
         "cachetools": {
@@ -189,6 +191,7 @@
                 "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==2024.2.2"
         },
         "cffi": {
@@ -294,6 +297,7 @@
                 "sha256:f8c0a6e9e1dd3eb0414ba320f85da6b0dcbd543126e30fcc546e7372a7fbf3b9"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==37.0.4"
         },
         "defusedxml": {
@@ -306,11 +310,11 @@
         },
         "deprecated": {
             "hashes": [
-                "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d",
-                "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"
+                "sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f",
+                "sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.2.18"
+            "version": "==1.3.1"
         },
         "distro": {
             "hashes": [
@@ -320,129 +324,167 @@
             "markers": "python_version >= '3.6'",
             "version": "==1.9.0"
         },
+        "durationpy": {
+            "hashes": [
+                "sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba",
+                "sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286"
+            ],
+            "version": "==0.10"
+        },
         "frozenlist": {
             "hashes": [
-                "sha256:01bcaa305a0fdad12745502bfd16a1c75b14558dabae226852f9159364573117",
-                "sha256:03572933a1969a6d6ab509d509e5af82ef80d4a5d4e1e9f2e1cdd22c77a3f4d2",
-                "sha256:0dbae96c225d584f834b8d3cc688825911960f003a85cb0fd20b6e5512468c42",
-                "sha256:0e6f8653acb82e15e5443dba415fb62a8732b68fe09936bb6d388c725b57f812",
-                "sha256:0f2ca7810b809ed0f1917293050163c7654cefc57a49f337d5cd9de717b8fad3",
-                "sha256:118e97556306402e2b010da1ef21ea70cb6d6122e580da64c056b96f524fbd6a",
-                "sha256:1255d5d64328c5a0d066ecb0f02034d086537925f1f04b50b1ae60d37afbf572",
-                "sha256:1330f0a4376587face7637dfd245380a57fe21ae8f9d360c1c2ef8746c4195fa",
-                "sha256:1b8e8cd8032ba266f91136d7105706ad57770f3522eac4a111d77ac126a25a9b",
-                "sha256:1c6eceb88aaf7221f75be6ab498dc622a151f5f88d536661af3ffc486245a626",
-                "sha256:1d7fb014fe0fbfee3efd6a94fc635aeaa68e5e1720fe9e57357f2e2c6e1a647e",
-                "sha256:1db8b2fc7ee8a940b547a14c10e56560ad3ea6499dc6875c354e2335812f739d",
-                "sha256:2187248203b59625566cac53572ec8c2647a140ee2738b4e36772930377a533c",
-                "sha256:2b8cf4cfea847d6c12af06091561a89740f1f67f331c3fa8623391905e878530",
-                "sha256:2bdfe2d7e6c9281c6e55523acd6c2bf77963cb422fdc7d142fb0cb6621b66878",
-                "sha256:2e8246877afa3f1ae5c979fe85f567d220f86a50dc6c493b9b7d8191181ae01e",
-                "sha256:36d2fc099229f1e4237f563b2a3e0ff7ccebc3999f729067ce4e64a97a7f2869",
-                "sha256:37a8a52c3dfff01515e9bbbee0e6063181362f9de3db2ccf9bc96189b557cbfd",
-                "sha256:3e911391bffdb806001002c1f860787542f45916c3baf764264a52765d5a5603",
-                "sha256:431ef6937ae0f853143e2ca67d6da76c083e8b1fe3df0e96f3802fd37626e606",
-                "sha256:437cfd39564744ae32ad5929e55b18ebd88817f9180e4cc05e7d53b75f79ce85",
-                "sha256:46138f5a0773d064ff663d273b309b696293d7a7c00a0994c5c13a5078134b64",
-                "sha256:482fe06e9a3fffbcd41950f9d890034b4a54395c60b5e61fae875d37a699813f",
-                "sha256:49ba23817781e22fcbd45fd9ff2b9b8cdb7b16a42a4851ab8025cae7b22e96d0",
-                "sha256:4da6fc43048b648275a220e3a61c33b7fff65d11bdd6dcb9d9c145ff708b804c",
-                "sha256:4def87ef6d90429f777c9d9de3961679abf938cb6b7b63d4a7eb8a268babfce4",
-                "sha256:4e1be9111cb6756868ac242b3c2bd1f09d9aea09846e4f5c23715e7afb647103",
-                "sha256:52021b528f1571f98a7d4258c58aa8d4b1a96d4f01d00d51f1089f2e0323cb02",
-                "sha256:535eec9987adb04701266b92745d6cdcef2e77669299359c3009c3404dd5d191",
-                "sha256:536a1236065c29980c15c7229fbb830dedf809708c10e159b8136534233545f0",
-                "sha256:54dece0d21dce4fdb188a1ffc555926adf1d1c516e493c2914d7c370e454bc9e",
-                "sha256:56a0b8dd6d0d3d971c91f1df75e824986667ccce91e20dca2023683814344791",
-                "sha256:5c9e89bf19ca148efcc9e3c44fd4c09d5af85c8a7dd3dbd0da1cb83425ef4983",
-                "sha256:625170a91dd7261a1d1c2a0c1a353c9e55d21cd67d0852185a5fef86587e6f5f",
-                "sha256:62c828a5b195570eb4b37369fcbbd58e96c905768d53a44d13044355647838ff",
-                "sha256:62dd7df78e74d924952e2feb7357d826af8d2f307557a779d14ddf94d7311be8",
-                "sha256:654e4ba1d0b2154ca2f096bed27461cf6160bc7f504a7f9a9ef447c293caf860",
-                "sha256:69bbd454f0fb23b51cadc9bdba616c9678e4114b6f9fa372d462ff2ed9323ec8",
-                "sha256:6ac40ec76041c67b928ca8aaffba15c2b2ee3f5ae8d0cb0617b5e63ec119ca25",
-                "sha256:6ef8e7e8f2f3820c5f175d70fdd199b79e417acf6c72c5d0aa8f63c9f721646f",
-                "sha256:716bbba09611b4663ecbb7cd022f640759af8259e12a6ca939c0a6acd49eedba",
-                "sha256:75ecee69073312951244f11b8627e3700ec2bfe07ed24e3a685a5979f0412d24",
-                "sha256:7613d9977d2ab4a9141dde4a149f4357e4065949674c5649f920fec86ecb393e",
-                "sha256:777704c1d7655b802c7850255639672e90e81ad6fa42b99ce5ed3fbf45e338dd",
-                "sha256:77effc978947548b676c54bbd6a08992759ea6f410d4987d69feea9cd0919911",
-                "sha256:7b0f6cce16306d2e117cf9db71ab3a9e8878a28176aeaf0dbe35248d97b28d0c",
-                "sha256:7b8c4dc422c1a3ffc550b465090e53b0bf4839047f3e436a34172ac67c45d595",
-                "sha256:7daa508e75613809c7a57136dec4871a21bca3080b3a8fc347c50b187df4f00c",
-                "sha256:853ac025092a24bb3bf09ae87f9127de9fe6e0c345614ac92536577cf956dfcc",
-                "sha256:85ef8d41764c7de0dcdaf64f733a27352248493a85a80661f3c678acd27e31f2",
-                "sha256:89ffdb799154fd4d7b85c56d5fa9d9ad48946619e0eb95755723fffa11022d75",
-                "sha256:8b314faa3051a6d45da196a2c495e922f987dc848e967d8cfeaee8a0328b1cd4",
-                "sha256:8c952f69dd524558694818a461855f35d36cc7f5c0adddce37e962c85d06eac0",
-                "sha256:8f5fef13136c4e2dee91bfb9a44e236fff78fc2cd9f838eddfc470c3d7d90afe",
-                "sha256:920b6bd77d209931e4c263223381d63f76828bec574440f29eb497cf3394c249",
-                "sha256:94bb451c664415f02f07eef4ece976a2c65dcbab9c2f1705b7031a3a75349d8c",
-                "sha256:95b7a8a3180dfb280eb044fdec562f9b461614c0ef21669aea6f1d3dac6ee576",
-                "sha256:9799257237d0479736e2b4c01ff26b5c7f7694ac9692a426cb717f3dc02fff9b",
-                "sha256:9a0318c2068e217a8f5e3b85e35899f5a19e97141a45bb925bb357cfe1daf770",
-                "sha256:9a79713adfe28830f27a3c62f6b5406c37376c892b05ae070906f07ae4487046",
-                "sha256:9d124b38b3c299ca68433597ee26b7819209cb8a3a9ea761dfe9db3a04bba584",
-                "sha256:a2bda8be77660ad4089caf2223fdbd6db1858462c4b85b67fbfa22102021e497",
-                "sha256:a4d96dc5bcdbd834ec6b0f91027817214216b5b30316494d2b1aebffb87c534f",
-                "sha256:a66781d7e4cddcbbcfd64de3d41a61d6bdde370fc2e38623f30b2bd539e84a9f",
-                "sha256:aa733d123cc78245e9bb15f29b44ed9e5780dc6867cfc4e544717b91f980af3b",
-                "sha256:abc4e880a9b920bc5020bf6a431a6bb40589d9bca3975c980495f63632e8382f",
-                "sha256:ae8337990e7a45683548ffb2fee1af2f1ed08169284cd829cdd9a7fa7470530d",
-                "sha256:b11534872256e1666116f6587a1592ef395a98b54476addb5e8d352925cb5d4a",
-                "sha256:b35298b2db9c2468106278537ee529719228950a5fdda686582f68f247d1dc6e",
-                "sha256:b99655c32c1c8e06d111e7f41c06c29a5318cb1835df23a45518e02a47c63b68",
-                "sha256:ba7f8d97152b61f22d7f59491a781ba9b177dd9f318486c5fbc52cde2db12189",
-                "sha256:bb52c8166499a8150bfd38478248572c924c003cbb45fe3bcd348e5ac7c000f9",
-                "sha256:c444d824e22da6c9291886d80c7d00c444981a72686e2b59d38b285617cb52c8",
-                "sha256:c5b9e42ace7d95bf41e19b87cec8f262c41d3510d8ad7514ab3862ea2197bfb1",
-                "sha256:c6154c3ba59cda3f954c6333025369e42c3acd0c6e8b6ce31eb5c5b8116c07e0",
-                "sha256:c7c608f833897501dac548585312d73a7dca028bf3b8688f0d712b7acfaf7fb3",
-                "sha256:ca9973735ce9f770d24d5484dcb42f68f135351c2fc81a7a9369e48cf2998a29",
-                "sha256:cbb56587a16cf0fb8acd19e90ff9924979ac1431baea8681712716a8337577b0",
-                "sha256:cdb2c7f071e4026c19a3e32b93a09e59b12000751fc9b0b7758da899e657d215",
-                "sha256:d108e2d070034f9d57210f22fefd22ea0d04609fc97c5f7f5a686b3471028590",
-                "sha256:d18689b40cb3936acd971f663ccb8e2589c45db5e2c5f07e0ec6207664029a9c",
-                "sha256:d1a686d0b0949182b8faddea596f3fc11f44768d1f74d4cad70213b2e139d821",
-                "sha256:d1eb89bf3454e2132e046f9599fbcf0a4483ed43b40f545551a39316d0201cd1",
-                "sha256:d3ceb265249fb401702fce3792e6b44c1166b9319737d21495d3611028d95769",
-                "sha256:da5cb36623f2b846fb25009d9d9215322318ff1c63403075f812b3b2876c8506",
-                "sha256:da62fecac21a3ee10463d153549d8db87549a5e77eefb8c91ac84bb42bb1e4e3",
-                "sha256:e18036cb4caa17ea151fd5f3d70be9d354c99eb8cf817a3ccde8a7873b074348",
-                "sha256:e19c0fc9f4f030fcae43b4cdec9e8ab83ffe30ec10c79a4a43a04d1af6c5e1ad",
-                "sha256:e1c6bd2c6399920c9622362ce95a7d74e7f9af9bfec05fff91b8ce4b9647845a",
-                "sha256:e2ada1d8515d3ea5378c018a5f6d14b4994d4036591a52ceaf1a1549dec8e1ad",
-                "sha256:e4f9373c500dfc02feea39f7a56e4f543e670212102cc2eeb51d3a99c7ffbde6",
-                "sha256:e67ddb0749ed066b1a03fba812e2dcae791dd50e5da03be50b6a14d0c1a9ee45",
-                "sha256:e69bb81de06827147b7bfbaeb284d85219fa92d9f097e32cc73675f279d70188",
-                "sha256:e6e558ea1e47fd6fa8ac9ccdad403e5dd5ecc6ed8dda94343056fa4277d5c65e",
-                "sha256:ea8e59105d802c5a38bdbe7362822c522230b3faba2aa35c0fa1765239b7dd70",
-                "sha256:ed5e3a4462ff25ca84fb09e0fada8ea267df98a450340ead4c91b44857267d70",
-                "sha256:f1a39819a5a3e84304cd286e3dc62a549fe60985415851b3337b6f5cc91907f1",
-                "sha256:f27a9f9a86dcf00708be82359db8de86b80d029814e6693259befe82bb58a106",
-                "sha256:f2c7d5aa19714b1b01a0f515d078a629e445e667b9da869a3cd0e6fe7dec78bd",
-                "sha256:f3a7bb0fe1f7a70fb5c6f497dc32619db7d2cdd53164af30ade2f34673f8b1fc",
-                "sha256:f4b3cd7334a4bbc0c472164f3744562cb72d05002cc6fcf58adb104630bbc352",
-                "sha256:f88bc0a2b9c2a835cb888b32246c27cdab5740059fb3688852bf91e915399b91",
-                "sha256:fb3b309f1d4086b5533cf7bbcf3f956f0ae6469664522f1bde4feed26fba60f1",
-                "sha256:fc5e64626e6682638d6e44398c9baf1d6ce6bc236d40b4b57255c9d3f9761f1f"
+                "sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686",
+                "sha256:032efa2674356903cd0261c4317a561a6850f3ac864a63fc1583147fb05a79b0",
+                "sha256:03ae967b4e297f58f8c774c7eabcce57fe3c2434817d4385c50661845a058121",
+                "sha256:06be8f67f39c8b1dc671f5d83aaefd3358ae5cdcf8314552c57e7ed3e6475bdd",
+                "sha256:073f8bf8becba60aa931eb3bc420b217bb7d5b8f4750e6f8b3be7f3da85d38b7",
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@@ -451,6 +493,7 @@
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@@ -459,14 +502,16 @@
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@@ -478,19 +523,19 @@
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@@ -498,6 +543,7 @@
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@@ -506,6 +552,7 @@
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@@ -514,6 +561,7 @@
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@@ -522,6 +570,7 @@
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@@ -530,6 +579,7 @@
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@@ -538,6 +588,7 @@
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@@ -553,6 +604,7 @@
                 "sha256:8254e2960c06a8dc91aeac3c894afba0893a674582f0e0ecfc22f894e6173c2f"
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             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.17.0"
         },
         "google-cloud-storage": {
@@ -561,6 +613,7 @@
                 "sha256:9433cf28801671de1c80434238fb1e7e4a1ba3087470e90f70c928ea77c2b9d7"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.10.0"
         },
         "google-crc32c": {
@@ -635,31 +688,35 @@
                 "sha256:fe70e325aa68fa4b5edf7d1a4b6f691eb04bbccac0ace68e34820d283b5f80d4"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==1.5.0"
         },
         "google-resumable-media": {
             "hashes": [
-                "sha256:3ce7551e9fe6d99e9a126101d2536612bb73486721951e9562fee0f90c6ababa",
-                "sha256:5280aed4629f2b60b847b0d42f9857fd4935c11af266744df33d8074cae92fe0"
+                "sha256:dd14a116af303845a8d932ddae161a26e86cc229645bc98b39f026f9b1717582",
+                "sha256:f1157ed8b46994d60a1bc432544db62352043113684d4e030ee02e77ebe9a1ae"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2.7.2"
+            "version": "==2.8.0"
         },
         "googleapis-common-protos": {
+            "extras": [
+                "grpc"
+            ],
             "hashes": [
-                "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257",
-                "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"
+                "sha256:4299c5a82d5ae1a9702ada957347726b167f9f8d1fc352477702a1e851ff4038",
+                "sha256:e55a601c1b32b52d7a3e65f43563e2aa61bcd737998ee672ac9b951cd49319f5"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.70.0"
+            "version": "==1.72.0"
         },
         "grpc-google-iam-v1": {
             "hashes": [
-                "sha256:a3171468459770907926d56a440b2bb643eec1d7ba215f48f3ecece42b4d8351",
-                "sha256:b3e1fc387a1a329e41672197d0ace9de22c78dd7d215048c4c78712073f7bd20"
+                "sha256:7a7f697e017a067206a3dfef44e4c634a34d3dee135fe7d7a4613fe3e59217e6",
+                "sha256:879ac4ef33136c5491a6300e27575a9ec760f6cdf9a2518798c1b8977a5dc389"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.14.2"
+            "version": "==0.14.3"
         },
         "grpcio": {
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@@ -719,6 +776,7 @@
                 "sha256:fa63245271920786f4cb44dcada4983a3516be8f470924528cf658731864c14b"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==1.62.2"
         },
         "grpcio-status": {
@@ -751,6 +809,15 @@
             "index": "pypi",
             "version": "==2.0.0"
         },
+        "kubernetes": {
+            "hashes": [
+                "sha256:8fe8edb0b5d290a2f3ac06596b23f87c658977d46b5f8df9d0f4ea83d0003912",
+                "sha256:bffba2272534e224e6a7a74d582deb0b545b7c9879d2cd9e4aae9481d1f2cc2a"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.6'",
+            "version": "==34.1.0"
+        },
         "mozfile": {
             "hashes": [
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@@ -775,113 +842,155 @@
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@@ -896,131 +1005,155 @@
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-            "version": "==0.3.1"
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-            "version": "==1.26.1"
+            "version": "==1.27.0"
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@@ -1039,6 +1172,7 @@
                 "sha256:fee88269a090ada09ca63551bf2f573eb2424035bcf2cb1b121895b01a46594a"
             ],
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@@ -1059,6 +1193,7 @@
                 "sha256:fd8522436a6ada7b4aad6638662966de0d61d241cb821239b2ae7013d41a43d4"
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@@ -1079,11 +1214,11 @@
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-            "version": "==2.22"
+            "version": "==2.23"
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@@ -1091,6 +1226,7 @@
                 "sha256:2caf0054ea079b71e539741ae56c5a95e073b81fa472ce222e81667381b9601b"
             ],
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+            "markers": "python_version >= '3.6'",
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@@ -1111,19 +1247,36 @@
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@@ -1131,6 +1284,7 @@
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@@ -1147,6 +1301,7 @@
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@@ -1167,49 +1322,61 @@
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@@ -1217,6 +1384,7 @@
                 "sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c"
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@@ -1225,6 +1393,7 @@
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@@ -1261,11 +1430,11 @@
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@@ -1501,6 +1705,7 @@
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@@ -1573,6 +1778,13 @@
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@@ -1667,15 +1879,16 @@
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@@ -1703,6 +1916,7 @@
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@@ -1711,6 +1925,7 @@
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@@ -1719,14 +1934,19 @@
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@@ -1735,6 +1955,7 @@
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@@ -1743,14 +1964,16 @@
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@@ -1758,15 +1981,16 @@
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@@ -1774,6 +1998,7 @@
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@@ -1848,23 +2073,27 @@
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@@ -1924,6 +2153,7 @@
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@@ -1954,6 +2184,7 @@
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@@ -1962,152 +2193,188 @@
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-                "sha256:64fc9068d701233effd61b19efb1485587560b66fe57b3e50d29c5d78e7fef68",
-                "sha256:65553c9b6da8166e819a6aa90ad15288599b340f91d18f60b2061f402b9a4915",
-                "sha256:685ec345eefc757a7c8af44a3032734a739f8c45d1b0ac45efc5d8977aa4720f",
-                "sha256:6ad622bf7756d5a497d5b6836e7fc3752e2dd6f4c648e24b1803f6048596f701",
-                "sha256:73322a6cc57fcee3c0c57c4463d828e9428275fb85a27aa2aa1a92fdc42afd7b",
-                "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d",
-                "sha256:79ec007767b9b56860e0372085f8504db5d06bd6a327a335449508bbee9648fa",
-                "sha256:7a946a8992941fea80ed4beae6bff74ffd7ee129a90b4dd5cf9c476a30e9708d",
-                "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd",
-                "sha256:7c9a35ce2c2573bada929e0b7b3576de647b0defbd25f5139dcdaba0ae35a4cc",
-                "sha256:7e7b853bbc44fb03fbdba34feb4bd414322180135e2cb5164f20ce1c9795ee48",
-                "sha256:879a7b7b0ad82481c52d3c7eb99bf6f0645dbdec5134a4bddbd16f3506947feb",
-                "sha256:8a706d1e74dd3dea05cb54580d9bd8b2880e9264856ce5068027eed09680aa74",
-                "sha256:8a84efb768fb968381e525eeeb3d92857e4985aacc39f3c47ffd00eb4509315b",
-                "sha256:8cf9e8c3a2153934a23ac160cc4cba0ec035f6867c8013cc6077a79823370346",
-                "sha256:8da4bf6d54ceed70e8861f833f83ce0814a2b72102e890cbdfe4b34764cdd66e",
-                "sha256:8e59bca908d9ca0de3dc8684f21ebf9a690fe47b6be93236eb40b99af28b6ea6",
-                "sha256:914571a2a5b4e7606997e169f64ce53a8b1e06f2cf2c3a7273aa106236d43dd5",
-                "sha256:a51abd48c6d8ac89e0cfd4fe177c61481aca2d5e7ba42044fd218cfd8ea9899f",
-                "sha256:a52a1f3a5af7ba1c9ace055b659189f6c669cf3657095b50f9602af3a3ba0fe5",
-                "sha256:ad33e8400e4ec17ba782f7b9cf868977d867ed784a1f5f2ab46e7ba53b6e1e1b",
-                "sha256:b4c01941fd2ff87c2a934ee6055bda4ed353a7846b8d4f341c428109e9fcde8c",
-                "sha256:bce7d9e614a04d0883af0b3d4d501171fbfca038f12c77fa838d9f198147a23f",
-                "sha256:c40ffa9a15d74e05ba1fe2681ea33b9caffd886675412612d93ab17b58ea2fec",
-                "sha256:c5a91481a3cc573ac8c0d9aace09345d989dc4a0202b7fcb312c88c26d4e71a8",
-                "sha256:c921af52214dcbb75e6bdf6a661b23c3e6417f00c603dd2070bccb5c3ef499f5",
-                "sha256:d46cf9e3705ea9485687aa4001a76e44748b609d260af21c4ceea7f2212a501d",
-                "sha256:d8ce0b22b890be5d252de90d0e0d119f363012027cf256185fc3d474c44b1b9e",
-                "sha256:dd432ccc2c72b914e4cb77afce64aab761c1137cc698be3984eee260bcb2896e",
-                "sha256:e0856a2b7e8dcb874be44fea031d22e5b3a19121be92a1e098f46068a11b0870",
-                "sha256:e1f3c3d21f7cf67bcf2da8e494d30a75e4cf60041d98b3f79875afb5b96f3a3f",
-                "sha256:f1ba6136e650898082d9d5a5217d5906d1e138024f836ff48691784bbe1adf96",
-                "sha256:f3e9b4936df53b970513eac1758f3882c88658a220b58dcc1e39606dccaaf01c",
-                "sha256:f80bc7d47f76089633763f952e67f8214cb7b3ee6bfa489b3cb6a84cfac114cd",
-                "sha256:fd2906780f25c8ed5d7b323379f6138524ba793428db5d0e9d226d3fa6aa1788"
+                "sha256:0051fffef5a37ca2cd16978ae4f0aef92f164df86823871b5162812bebecd8e2",
+                "sha256:04fb995247a6e83830b62f0b07bf36540c213f6eac8e851166d8d86d83cbd014",
+                "sha256:180759d89a057eab503cf62eeec0aa61c4ea1200dee709f3a8e9397dbb3b6931",
+                "sha256:1d1418482b1ee984625d88aa9585db570180c286d942da463533b238b98b812b",
+                "sha256:1de460f0403172cff81169a30b9a92b260cb809c4cb7e2fc79ae8d0510c78b6b",
+                "sha256:1fdf7d83102bf09e7ce3357de96c59b627395352a4024f6e2458501f158bf999",
+                "sha256:1fff3d825d7859ac888b0fbda39a42d59193543920eda9d9bea44d958a878029",
+                "sha256:283ae72fc89da59aa004ba147e8fc2f766647b1251500182fac0350d8af299c0",
+                "sha256:2929af52106ca73fcb28576218476ffbb531a036c2adbcf54a3664de124303e9",
+                "sha256:2e86a607e558d22985d856948c12a3fa7b42efad264dca8a3ebbcfa2735d786c",
+                "sha256:350ad5353a467d9e3b126d8d1b90fe05ad081e2e1cef5753f8c345217c37e7b8",
+                "sha256:354e81bcdebaab427c3df4281187edc765d5d76bfb3a7c125af9da7a27e8458f",
+                "sha256:365c0bbe981a27d8932da71af63ef86acc59ed5c01ad929e09a0b88c6294e28a",
+                "sha256:372839311ccf6bdaf39b00b61288e0557916c3729529b301c52c2d88842add42",
+                "sha256:3b60763c1373dd60f398488069bcdc703cd08a711477b5d480eecc9f9626f47e",
+                "sha256:41d1a5d875680166d3ac5c38573896453bbbea7092936d2e107214daf43b1d4f",
+                "sha256:42eefe2c3e2af97ed470eec850facbe1b5ad1d6eacdbadc42ec98e7dcf68b4b7",
+                "sha256:446abdd8b94b55c800ac34b102dffd2f6aa0ce643c55dfc017ad89347db3dbdb",
+                "sha256:454e29e186285d2ebe65be34629fa0e8605202c60fbc7c4c650ccd41870896ef",
+                "sha256:4efd7b5979ccb539c221a4c4e16aac1a533efc97f3b759bb5a5ac9f6d10383bf",
+                "sha256:5559d03930d3aa0f3aacb4c42c776af1a2ace2611871c84a75afe436695e6245",
+                "sha256:5928604de9b032bc17f5099496417f113c45bc6bc21b5c6920caf34b3c428794",
+                "sha256:59415c6076b1e30e563eb732e23b994a61c159cec44deaf584e5cc1dd662f2af",
+                "sha256:5a46bf7e831d09470ad92dff02b8b1ac92175ca36b087f904a0519857c6be3ff",
+                "sha256:602b6740e95ffc55bfb078172d279de3773d7b7db1f703b2f1323566b878b90e",
+                "sha256:61c8aa3bd513d87c72ed0b37b53dd5c5a0f58f2ff9f26e1555d3bd7948fb7296",
+                "sha256:67016ae8c8965124fdede9d3769528ad8284f14d635337ffa6a713a580f6c030",
+                "sha256:6bde749afe671dc44893f8d08e83bf475a1a14570d67c4bb5cec5573463c8833",
+                "sha256:6c15b7d74c939ebe620dd8e559384be806204d73b4f9356320632d783d1f7939",
+                "sha256:70a0dff9d1f8da25179ffcf880e10cf1aad55fdb63cd59c9a49a1b82290062aa",
+                "sha256:70c5a7a9fea7f036b716191c29047374c10721c389c21e9ffafad04df8c52c90",
+                "sha256:7bc8813f88417599564fafa59fd6f95be417179f76b40325b500b3c98409757c",
+                "sha256:80a0ff7d4abf5fecb995fcf235d4064b9a9a8a40a3ab80999e6ac1e30b702717",
+                "sha256:86f8136dfa5c116365a8a651a7d7484b65b13339731dd6faebb9a0242151c406",
+                "sha256:897c478140877e5307760b0ea66e0932738879e7aa68144d9b78ea4c8302a84a",
+                "sha256:8b696e83c9f1532b4af884045ba7f3aa741a63b2bc22617293a2c6a7c645f251",
+                "sha256:8e22ab046fa7ede9e36eeb4cfad44d46450f37bb05d5ec482b02868f451c95e2",
+                "sha256:94fd7dc7d8cb0a54432f296f2246bc39474e017204ca6f4ff345941d4ed285a7",
+                "sha256:99e2cb7b9031568a2a5c73aa077180f93dd2e95b4f8d3b8e14a73ae94a9e667e",
+                "sha256:9ade919fac6a3e7260b7f64cea89df6bec59104987cbea34d34a2fa15d74310b",
+                "sha256:9fba231af7a933400238cb357ecccf8ab5d51535ea95d94fc35b7806218ff844",
+                "sha256:a465f0dceb8e13a487e54c07d04ae3ba131c7c5b95e2612596eafde1dccf64a9",
+                "sha256:a605409040f2da88676e9c9e5853b3449ba8011973616189ea5ee55ddbc5bc87",
+                "sha256:a668204fa43e6d02f89dbe79a30b0d67238d9ec4c5bd8a940fc3a004a47b721b",
+                "sha256:a7787d353595c7c7e145e2331abf8b7ff1e6673a6b974ded96e6d4ec09f00c8c",
+                "sha256:a8f6e7d30253714751aa0b0c84ae28948e852ee7fb0524082e6716769124bc23",
+                "sha256:ad09b984828d6b7bb52d1d1d0c9be68ad781fa004ca39216c8a1e63c0f34ba3c",
+                "sha256:bafca952dc13907bdfdedfc6a5f579bf4f292bdd506fadb38389afa3ac5b208e",
+                "sha256:be52a8fc79e45b0364210eef5234a7cf8d330836d0a64dfbb878efa903d84620",
+                "sha256:be5980f3ee0e6bd44f3a9e9dea01054f175b50c3e6cdb692bc9424c0bbb8bf69",
+                "sha256:c63eea553c69ab05b6747901b97d620bb2a690633c77f23feb0c6a947a8a7b8f",
+                "sha256:d198d275222dc54244bf3327eb8cbe00307d220241d9cec4d306d49a44e85f68",
+                "sha256:d62ce1f483f355f61adb5433ebfd8868c5f078d1a52d042b0a998682b4fa8c27",
+                "sha256:d99ef64f349d5ec3293688e91486c5fdb925ed03807f64d98d205d2713c60b46",
+                "sha256:db6192777d943bdaaafb6ba66d44bf65aa0e9c5616fa1d2da9bb08828c6b39aa",
+                "sha256:e23ce8d5f7aa6ea6d2a2b326b4ba46c985dbb204523759984430db7114f8aa00",
+                "sha256:e64c8d2f5e5d5fda7b842f55dec6133260ea8f53c4257d64494c534f306bf7a9",
+                "sha256:e69b39f8c0aa5ec24b57737ebee40be647035158f14ed4b40e6f150077e21a84",
+                "sha256:ea5405c46e690122a76531ab97a079e184c0daf491e588592d6a23d3e32af99e",
+                "sha256:f2cb069d8b981abc72b41aea1c580ce92d57c673ec61af4c500153a626cb9e20",
+                "sha256:fac4be746328f90caa3cd4bc67e6fe36ca2bf61d5c6eb6d895b6527e3f05071e",
+                "sha256:fffee09044073e69f2bad787071aeec727183e7580443dfeb8556cbf1978d162"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.1.0"
+            "markers": "python_version >= '3.9'",
+            "version": "==1.1.2"
+        },
+        "parameterized": {
+            "hashes": [
+                "sha256:4e0758e3d41bea3bbd05ec14fc2c24736723f243b28d702081aef438c9372b1b",
+                "sha256:7fc905272cefa4f364c1a3429cbbe9c0f98b793988efb5bf90aac80f08db09b1"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==0.9.0"
         },
         "proto-plus": {
             "hashes": [
-                "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66",
-                "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"
+                "sha256:1baa7f81cf0f8acb8bc1f6d085008ba4171eaf669629d1b6d1673b21ed1c0a82",
+                "sha256:873af56dd0d7e91836aee871e5799e1c6f1bda86ac9a983e0bb9f0c266a568c4"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.26.1"
+            "version": "==1.27.0"
         },
         "protobuf": {
             "hashes": [
@@ -2126,6 +2393,7 @@
                 "sha256:fee88269a090ada09ca63551bf2f573eb2424035bcf2cb1b121895b01a46594a"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==4.23.4"
         },
         "pyasn1": {
@@ -2146,11 +2414,11 @@
         },
         "pycparser": {
             "hashes": [
-                "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6",
-                "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"
+                "sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2",
+                "sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.22"
+            "version": "==2.23"
         },
         "pyjwt": {
             "hashes": [
@@ -2174,6 +2442,7 @@
                 "sha256:7bf2a778576d825600030a110f3c0e3e8edc51dfaafe1c146e39a2027784957b"
             ],
             "index": "pypi",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.21.0"
         },
         "requests-toolbelt": {
@@ -2192,13 +2461,21 @@
             "markers": "python_version >= '3.6' and python_version < '4'",
             "version": "==4.9.1"
         },
+        "six": {
+            "hashes": [
+                "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274",
+                "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.17.0"
+        },
         "uritemplate": {
             "hashes": [
-                "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0",
-                "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"
+                "sha256:480c2ed180878955863323eea31b0ede668795de182617fef9c6ca09e6ec9d0e",
+                "sha256:962201ba1c4edcab02e60f9a0d3821e82dfc5d2d6662a21abd533879bdb8a686"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==4.1.1"
+            "markers": "python_version >= '3.9'",
+            "version": "==4.2.0"
         },
         "urllib3": {
             "hashes": [
@@ -2214,6 +2491,7 @@
                 "sha256:f979ab81f58d7318e064e99c4506445d60135ac5cd2e177a2de0089bfd4c9bd5"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.2.2"
         }
     }
diff --git a/src/clusterfuzz/_internal/base/tasks/__init__.py b/src/clusterfuzz/_internal/base/tasks/__init__.py
index eac1d204154..acb70f89ca1 100644
--- a/src/clusterfuzz/_internal/base/tasks/__init__.py
+++ b/src/clusterfuzz/_internal/base/tasks/__init__.py
@@ -64,6 +64,12 @@
     'regression': 24 * 60 * 60,
 }
 
+
+def get_task_duration(command):
+  """Gets the duration of a task."""
+  return TASK_LEASE_SECONDS_BY_COMMAND.get(command, TASK_LEASE_SECONDS)
+
+
 TASK_QUEUE_DISPLAY_NAMES = {
     'LINUX': 'Linux',
     'LINUX_WITH_GPU': 'Linux (with GPU)',
@@ -503,6 +509,7 @@ def __init__(self, pubsub_message):
     }
 
     self.eta = datetime.datetime.utcfromtimestamp(float(self.attribute('eta')))
+    self.do_not_ack = False
 
   def attribute(self, key):
     """Return attribute value."""
@@ -550,7 +557,8 @@ def lease(self, _event=None):  # pylint: disable=arguments-differ
       leaser_thread.join()
 
     # If we get here the task succeeded in running. Acknowledge the message.
-    self._pubsub_message.ack()
+    if not self.do_not_ack:
+      self._pubsub_message.ack()
     track_task_end()
 
   def dont_retry(self):
@@ -587,7 +595,8 @@ def lease(self, _event=None):  # pylint: disable=arguments-differ
       leaser_thread.join()
 
     # If we get here the task succeeded in running. Acknowledge the message.
-    self._pubsub_message.ack()
+    if not self.do_not_ack:
+      self._pubsub_message.ack()
     track_task_end()
 
 
diff --git a/src/clusterfuzz/_internal/batch/data_structures.py b/src/clusterfuzz/_internal/batch/data_structures.py
deleted file mode 100644
index 24e90670eb2..00000000000
--- a/src/clusterfuzz/_internal/batch/data_structures.py
+++ /dev/null
@@ -1,50 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-"""Batch module data structures."""
-import collections
-
-# A named tuple that defines the execution environment for a batch workload.
-# This includes details about the machine, disk, network, and container image,
-# as well as ClusterFuzz-specific settings.
-BatchWorkloadSpec = collections.namedtuple('BatchWorkloadSpec', [
-    'clusterfuzz_release',
-    'disk_size_gb',
-    'disk_type',
-    'docker_image',
-    'user_data',
-    'service_account_email',
-    'subnetwork',
-    'preemptible',
-    'project',
-    'machine_type',
-    'network',
-    'gce_region',
-    'priority',
-    'max_run_duration',
-    'retry',
-])
-
-
-class BatchTask:
-  """Represents a single ClusterFuzz task to be executed on a remote worker.
-  
-  This class holds the necessary information to execute a ClusterFuzz command,
-  such as 'fuzz' or 'progression', in a remote environment like GCP Batch. It
-  is used to enqueue tasks and track their state.
-  """
-
-  def __init__(self, command, job_type, input_download_url):
-    self.command = command
-    self.job_type = job_type
-    self.input_download_url = input_download_url
diff --git a/src/clusterfuzz/_internal/batch/gcp.py b/src/clusterfuzz/_internal/batch/gcp.py
deleted file mode 100644
index 9b155cce7b5..00000000000
--- a/src/clusterfuzz/_internal/batch/gcp.py
+++ /dev/null
@@ -1,200 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-"""GCP Cloud Batch helpers.
-
-This module provides a client for interacting with the GCP Batch service. It is
-used to run granular tasks that require a high degree of isolation, such as
-executing untrusted code from fuzzing jobs. Each task is run in its own VM,
-ensuring that any potential security issues are contained.
-"""
-import threading
-from typing import List
-from typing import Tuple
-import uuid
-
-from google.cloud import batch_v1 as batch
-
-from clusterfuzz._internal.base import retry
-from clusterfuzz._internal.google_cloud_utils import credentials
-from clusterfuzz._internal.metrics import logs
-from clusterfuzz._internal.remote_task import RemoteTaskInterface
-
-_local = threading.local()
-
-DEFAULT_RETRY_COUNT = 0
-
-# Controls how many containers (ClusterFuzz tasks) can run on a single VM.
-# THIS SHOULD BE 1 OR THERE WILL BE SECURITY PROBLEMS.
-TASK_COUNT_PER_NODE = 1
-
-# See https://cloud.google.com/batch/quotas#job_limits
-MAX_CONCURRENT_VMS_PER_JOB = 1000
-
-
-def _create_batch_client_new():
-  """Creates a batch client."""
-  creds, _ = credentials.get_default()
-  return batch.BatchServiceClient(credentials=creds)
-
-
-def _batch_client():
-  """Gets the batch client, creating it if it does not exist."""
-  if hasattr(_local, 'client'):
-    return _local.client
-
-  _local.client = _create_batch_client_new()
-  return _local.client
-
-
-def get_job_name():
-  return 'j-' + str(uuid.uuid4()).lower()
-
-
-def _get_task_spec(batch_workload_spec):
-  """Gets the task spec based on the batch workload spec."""
-  runnable = batch.Runnable()
-  runnable.container = batch.Runnable.Container()
-  runnable.container.image_uri = batch_workload_spec.docker_image
-  clusterfuzz_release = batch_workload_spec.clusterfuzz_release
-  runnable.container.options = (
-      '--memory-swappiness=40 --shm-size=1.9g --rm --net=host '
-      '-e HOST_UID=1337 -P --privileged --cap-add=all '
-      f'-e CLUSTERFUZZ_RELEASE={clusterfuzz_release} '
-      '--name=clusterfuzz -e UNTRUSTED_WORKER=False -e UWORKER=True '
-      '-e USE_GCLOUD_STORAGE_RSYNC=1 '
-      '-e UWORKER_INPUT_DOWNLOAD_URL')
-  runnable.container.volumes = ['/var/scratch0:/mnt/scratch0']
-  task_spec = batch.TaskSpec()
-  task_spec.runnables = [runnable]
-  if batch_workload_spec.retry:
-    # Tasks in general have 6 hours to run (except pruning which has 24).
-    # Our signed URLs last 24 hours. Therefore, the maxiumum number of retries
-    # is 4. This is a temporary solution anyway.
-    task_spec.max_retry_count = 4
-  else:
-    task_spec.max_retry_count = DEFAULT_RETRY_COUNT
-  task_spec.max_run_duration = batch_workload_spec.max_run_duration
-  return task_spec
-
-
-def _set_preemptible(instance_policy, batch_workload_spec) -> None:
-  if batch_workload_spec.preemptible:
-    instance_policy.provisioning_model = (
-        batch.AllocationPolicy.ProvisioningModel.PREEMPTIBLE)
-  else:
-    instance_policy.provisioning_model = (
-        batch.AllocationPolicy.ProvisioningModel.STANDARD)
-
-
-def _get_allocation_policy(spec):
-  """Returns the allocation policy for a BatchWorkloadSpec."""
-  disk = batch.AllocationPolicy.Disk()
-  disk.image = 'batch-cos'
-  disk.size_gb = spec.disk_size_gb
-  disk.type = spec.disk_type
-  instance_policy = batch.AllocationPolicy.InstancePolicy()
-  instance_policy.boot_disk = disk
-  instance_policy.machine_type = spec.machine_type
-  _set_preemptible(instance_policy, spec)
-  instances = batch.AllocationPolicy.InstancePolicyOrTemplate()
-  instances.policy = instance_policy
-
-  # Don't use external ip addresses which use quota, cost money, and are
-  # unnecessary.
-  network_interface = batch.AllocationPolicy.NetworkInterface()
-  network_interface.no_external_ip_address = True
-  network_interface.network = spec.network
-  network_interface.subnetwork = spec.subnetwork
-  network_interfaces = [network_interface]
-  network_policy = batch.AllocationPolicy.NetworkPolicy()
-  network_policy.network_interfaces = network_interfaces
-
-  allocation_policy = batch.AllocationPolicy()
-  allocation_policy.instances = [instances]
-  allocation_policy.network = network_policy
-  service_account = batch.ServiceAccount(email=spec.service_account_email)  # pylint: disable=no-member
-  allocation_policy.service_account = service_account
-  return allocation_policy
-
-
-@retry.wrap(
-    retries=3,
-    delay=2,
-    function='google_cloud_utils.batch._send_create_job_request')
-def _send_create_job_request(create_request):
-  return _batch_client().create_job(create_request)
-
-
-def count_queued_or_scheduled_tasks(project: str,
-                                    region: str) -> Tuple[int, int]:
-  """Counts the number of queued and scheduled tasks."""
-  region = f'projects/{project}/locations/{region}'
-  jobs_filter = 'Status.State="SCHEDULED" OR Status.State="QUEUED"'
-  req = batch.types.ListJobsRequest(parent=region, filter=jobs_filter)
-  queued = 0
-  scheduled = 0
-  for job in _batch_client().list_jobs(request=req):
-    if job.status.state == batch.JobStatus.State.SCHEDULED:
-      scheduled += job.task_groups[0].task_count
-    elif job.status.state == batch.JobStatus.State.QUEUED:
-      queued += job.task_groups[0].task_count
-  return (queued, scheduled)
-
-
-class GcpBatchClient(RemoteTaskInterface):
-  """A client for creating and managing jobs on the GCP Batch service.
-  
-  This client is responsible for translating ClusterFuzz task specifications
-  into GCP Batch jobs. It handles the configuration of the job, including
-  the machine type, disk size, and network settings, as well as the task
-  specification, which defines the container image and command to run.
-  """
-
-  def create_job(self, spec, input_urls: List[str]):
-    """Creates and starts a batch job from |spec| that executes all tasks.
-    
-    This method creates a new GCP Batch job with a single task group. The
-    task group is configured to run a containerized task for each of the
-    input URLs. The tasks are run in parallel, with each task having its
-    own VM, as defined by the TASK_COUNT_PER_NODE setting.
-    """
-    task_group = batch.TaskGroup()
-    task_group.task_count = len(input_urls)
-    assert task_group.task_count < MAX_CONCURRENT_VMS_PER_JOB
-    task_environments = [
-        batch.Environment(variables={'UWORKER_INPUT_DOWNLOAD_URL': input_url})
-        for input_url in input_urls
-    ]
-    task_group.task_environments = task_environments
-    task_group.task_spec = _get_task_spec(spec)
-    task_group.task_count_per_node = TASK_COUNT_PER_NODE
-    assert task_group.task_count_per_node == 1, 'This is a security issue'
-
-    job = batch.Job()
-    job.task_groups = [task_group]
-    job.allocation_policy = _get_allocation_policy(spec)
-    job.logs_policy = batch.LogsPolicy()
-    job.logs_policy.destination = batch.LogsPolicy.Destination.CLOUD_LOGGING
-    job.priority = spec.priority
-
-    create_request = batch.CreateJobRequest()
-    create_request.job = job
-    job_name = get_job_name()
-    create_request.job_id = job_name
-    # The job's parent is the region in which the job will run
-    project_id = spec.project
-    create_request.parent = f'projects/{project_id}/locations/{spec.gce_region}'
-    job_result = _send_create_job_request(create_request)
-    logs.info(f'Created batch job id={job_name}.', spec=spec)
-    return job_result
diff --git a/src/clusterfuzz/_internal/batch/service.py b/src/clusterfuzz/_internal/batch/service.py
index be16cb6da31..c11aea0a6da 100644
--- a/src/clusterfuzz/_internal/batch/service.py
+++ b/src/clusterfuzz/_internal/batch/service.py
@@ -18,24 +18,169 @@
 and provides a simple interface for scheduling ClusterFuzz tasks.
 """
 import collections
+import threading
 from typing import Dict
 from typing import List
+from typing import Tuple
+import uuid
 
+from google.cloud import batch_v1 as batch
+
+from clusterfuzz._internal.base import retry
 from clusterfuzz._internal.base import tasks
 from clusterfuzz._internal.base import utils
 from clusterfuzz._internal.base.tasks import task_utils
-from clusterfuzz._internal.batch.data_structures import BatchTask
-from clusterfuzz._internal.batch.data_structures import BatchWorkloadSpec
-from clusterfuzz._internal.batch.gcp import GcpBatchClient
 from clusterfuzz._internal.config import local_config
 from clusterfuzz._internal.datastore import data_types
 from clusterfuzz._internal.datastore import ndb_utils
+from clusterfuzz._internal.google_cloud_utils import credentials
 from clusterfuzz._internal.metrics import logs
+from clusterfuzz._internal.remote_task import RemoteTask
+from clusterfuzz._internal.remote_task import RemoteTaskInterface
 from clusterfuzz._internal.system import environment
 
+# A named tuple that defines the execution environment for a batch workload.
+# This includes details about the machine, disk, network, and container image,
+# as well as ClusterFuzz-specific settings.
+BatchWorkloadSpec = collections.namedtuple('BatchWorkloadSpec', [
+    'clusterfuzz_release',
+    'disk_size_gb',
+    'disk_type',
+    'docker_image',
+    'user_data',
+    'service_account_email',
+    'subnetwork',
+    'preemptible',
+    'project',
+    'machine_type',
+    'network',
+    'gce_region',
+    'priority',
+    'max_run_duration',
+    'retry',
+])
+
 # See https://cloud.google.com/batch/quotas#job_limits
 MAX_CONCURRENT_VMS_PER_JOB = 1000
 
+_local = threading.local()
+
+DEFAULT_RETRY_COUNT = 0
+
+# Controls how many containers (ClusterFuzz tasks) can run on a single VM.
+# THIS SHOULD BE 1 OR THERE WILL BE SECURITY PROBLEMS.
+TASK_COUNT_PER_NODE = 1
+
+
+def _create_batch_client_new():
+  """Creates a batch client."""
+  creds, _ = credentials.get_default()
+  return batch.BatchServiceClient(credentials=creds)
+
+
+def _batch_client():
+  """Gets the batch client, creating it if it does not exist."""
+  if hasattr(_local, 'client'):
+    return _local.client
+
+  _local.client = _create_batch_client_new()
+  return _local.client
+
+
+def get_job_name():
+  return 'j-' + str(uuid.uuid4()).lower()
+
+
+def _get_task_spec(batch_workload_spec):
+  """Gets the task spec based on the batch workload spec."""
+  runnable = batch.Runnable()
+  runnable.container = batch.Runnable.Container()
+  runnable.container.image_uri = batch_workload_spec.docker_image
+  clusterfuzz_release = batch_workload_spec.clusterfuzz_release
+  runnable.container.options = (
+      '--memory-swappiness=40 --shm-size=1.9g --rm --net=host '
+      '-e HOST_UID=1337 -P --privileged --cap-add=all '
+      f'-e CLUSTERFUZZ_RELEASE={clusterfuzz_release} '
+      '--name=clusterfuzz -e UNTRUSTED_WORKER=False -e UWORKER=True '
+      '-e USE_GCLOUD_STORAGE_RSYNC=1 '
+      '-e UWORKER_INPUT_DOWNLOAD_URL')
+  runnable.container.volumes = ['/var/scratch0:/mnt/scratch0']
+  task_spec = batch.TaskSpec()
+  task_spec.runnables = [runnable]
+  if batch_workload_spec.retry:
+    # Tasks in general have 6 hours to run (except pruning which has 24).
+    # Our signed URLs last 24 hours. Therefore, the maxiumum number of retries
+    # is 4. This is a temporary solution anyway.
+    task_spec.max_retry_count = 4
+  else:
+    task_spec.max_retry_count = DEFAULT_RETRY_COUNT
+  task_spec.max_run_duration = batch_workload_spec.max_run_duration
+  return task_spec
+
+
+def _set_preemptible(instance_policy, batch_workload_spec) -> None:
+  if batch_workload_spec.preemptible:
+    instance_policy.provisioning_model = (
+        batch.AllocationPolicy.ProvisioningModel.PREEMPTIBLE)
+  else:
+    instance_policy.provisioning_model = (
+        batch.AllocationPolicy.ProvisioningModel.STANDARD)
+
+
+def _get_allocation_policy(spec):
+  """Returns the allocation policy for a BatchWorkloadSpec."""
+  disk = batch.AllocationPolicy.Disk()
+  disk.image = 'batch-cos'
+  disk.size_gb = spec.disk_size_gb
+  disk.type = spec.disk_type
+  instance_policy = batch.AllocationPolicy.InstancePolicy()
+  instance_policy.boot_disk = disk
+  instance_policy.machine_type = spec.machine_type
+  _set_preemptible(instance_policy, spec)
+  instances = batch.AllocationPolicy.InstancePolicyOrTemplate()
+  instances.policy = instance_policy
+
+  # Don't use external ip addresses which use quota, cost money, and are
+  # unnecessary.
+  network_interface = batch.AllocationPolicy.NetworkInterface()
+  network_interface.no_external_ip_address = True
+  network_interface.network = spec.network
+  network_interface.subnetwork = spec.subnetwork
+  network_interfaces = [network_interface]
+  network_policy = batch.AllocationPolicy.NetworkPolicy()
+  network_policy.network_interfaces = network_interfaces
+
+  allocation_policy = batch.AllocationPolicy()
+  allocation_policy.instances = [instances]
+  allocation_policy.network = network_policy
+  service_account = batch.ServiceAccount(email=spec.service_account_email)  # pylint: disable=no-member
+  allocation_policy.service_account = service_account
+  return allocation_policy
+
+
+@retry.wrap(
+    retries=3,
+    delay=2,
+    function='google_cloud_utils.batch._send_create_job_request')
+def _send_create_job_request(create_request):
+  return _batch_client().create_job(create_request)
+
+
+def count_queued_or_scheduled_tasks(project: str,
+                                    region: str) -> Tuple[int, int]:
+  """Counts the number of queued and scheduled tasks."""
+  region = f'projects/{project}/locations/{region}'
+  jobs_filter = 'Status.State="SCHEDULED" OR Status.State="QUEUED"'
+  req = batch.types.ListJobsRequest(parent=region, filter=jobs_filter)
+  queued = 0
+  scheduled = 0
+  for job in _batch_client().list_jobs(request=req):
+    if job.status.state == batch.JobStatus.State.SCHEDULED:
+      scheduled += job.task_groups[0].task_count
+    elif job.status.state == batch.JobStatus.State.QUEUED:
+      queued += job.task_groups[0].task_count
+  return (queued, scheduled)
+
 
 def _get_batch_config():
   """Returns the batch config. This function was made to make mocking easier."""
@@ -49,13 +194,13 @@ def is_remote_task(command: str, job_name: str) -> bool:
   be found for the given command and job type.
   """
   try:
-    _get_specs_from_config([BatchTask(command, job_name, None)])
+    _get_specs_from_config([RemoteTask(command, job_name, None)])
     return True
   except ValueError:
     return False
 
 
-def _get_config_names(batch_tasks: List[BatchTask]):
+def _get_config_names(batch_tasks: List[RemoteTask]):
   """"Gets the name of the configs for each batch_task. Returns a dict
   that is indexed by command and job_type for efficient lookup."""
   job_names = {task.job_type for task in batch_tasks}
@@ -93,11 +238,6 @@ def _get_config_names(batch_tasks: List[BatchTask]):
   return config_map
 
 
-def _get_task_duration(command):
-  return tasks.TASK_LEASE_SECONDS_BY_COMMAND.get(command,
-                                                 tasks.TASK_LEASE_SECONDS)
-
-
 WeightedSubconfig = collections.namedtuple('WeightedSubconfig',
                                            ['name', 'weight'])
 
@@ -114,7 +254,7 @@ def _get_subconfig(batch_config, instance_spec):
   return all_subconfigs[weighted_subconfig.name]
 
 
-def _get_specs_from_config(batch_tasks) -> Dict:
+def _get_specs_from_config(batch_tasks: List[RemoteTask]) -> Dict:
   """Gets the configured specifications for a batch workload."""
   if not batch_tasks:
     return {}
@@ -148,7 +288,7 @@ def _get_specs_from_config(batch_tasks) -> Dict:
     # Lower numbers are a lower priority, meaning less likely to run From:
     # https://cloud.google.com/batch/docs/reference/rest/v1/projects.locations.jobs
     priority = 0 if task.command == 'fuzz' else 1
-    max_run_duration = f'{_get_task_duration(task.command)}s'
+    max_run_duration = f'{tasks.get_task_duration(task.command)}s'
     # This saves us time and reduces fragementation, e.g. every linux fuzz task
     # run in this call will run in the same zone.
     if config_name not in subconfig_map:
@@ -182,7 +322,7 @@ def _get_specs_from_config(batch_tasks) -> Dict:
   return specs
 
 
-class BatchService:
+class GcpBatchService(RemoteTaskInterface):
   """A high-level service for creating and managing remote tasks.
   
   This service provides a simple interface for scheduling ClusterFuzz tasks on
@@ -190,20 +330,55 @@ class BatchService:
   provides a way to check if a task is configured to run remotely.
   """
 
-  def __init__(self):
-    self._client = GcpBatchClient()
+  def create_job(self, spec: BatchWorkloadSpec, input_urls: List[str]):
+    """Creates and starts a batch job from |spec| that executes all tasks.
+    
+    This method creates a new GCP Batch job with a single task group. The
+    task group is configured to run a containerized task for each of the
+    input URLs. The tasks are run in parallel, with each task having its
+    own VM, as defined by the TASK_COUNT_PER_NODE setting.
+    """
+    task_group = batch.TaskGroup()
+    task_group.task_count = len(input_urls)
+    assert task_group.task_count < MAX_CONCURRENT_VMS_PER_JOB
+    task_environments = [
+        batch.Environment(variables={'UWORKER_INPUT_DOWNLOAD_URL': input_url})
+        for input_url in input_urls
+    ]
+    task_group.task_environments = task_environments
+    task_group.task_spec = _get_task_spec(spec)
+    task_group.task_count_per_node = TASK_COUNT_PER_NODE
+    assert task_group.task_count_per_node == 1, 'This is a security issue'
+
+    job = batch.Job()
+    job.task_groups = [task_group]
+    job.allocation_policy = _get_allocation_policy(spec)
+    job.logs_policy = batch.LogsPolicy()
+    job.logs_policy.destination = batch.LogsPolicy.Destination.CLOUD_LOGGING
+    job.priority = spec.priority
+
+    create_request = batch.CreateJobRequest()
+    create_request.job = job
+    job_name = get_job_name()
+    create_request.job_id = job_name
+    # The job's parent is the region in which the job will run
+    project_id = spec.project
+    create_request.parent = f'projects/{project_id}/locations/{spec.gce_region}'
+    job_result = _send_create_job_request(create_request)
+    logs.info(f'Created batch job id={job_name}.', spec=spec)
+    return job_result
 
   def create_uworker_main_batch_job(self, module: str, job_type: str,
                                     input_download_url: str):
     """Creates a single batch job for a uworker main task."""
     command = task_utils.get_command_from_module(module)
-    batch_tasks = [BatchTask(command, job_type, input_download_url)]
+    batch_tasks = [RemoteTask(command, job_type, input_download_url)]
     result = self.create_uworker_main_batch_jobs(batch_tasks)
     if result is None:
       return result
     return result[0]
 
-  def create_uworker_main_batch_jobs(self, batch_tasks: List[BatchTask]):
+  def create_uworker_main_batch_jobs(self, remote_tasks: List[RemoteTask]):
     """Creates a batch job for a list of uworker main tasks.
     
     This method groups the tasks by their workload specification and creates a
@@ -211,11 +386,11 @@ def create_uworker_main_batch_jobs(self, batch_tasks: List[BatchTask]):
     requirements to be processed together, which can improve efficiency.
     """
     job_specs = collections.defaultdict(list)
-    specs = _get_specs_from_config(batch_tasks)
-    for batch_task in batch_tasks:
-      logs.info(f'Scheduling {batch_task.command}, {batch_task.job_type}.')
-      spec = specs[(batch_task.command, batch_task.job_type)]
-      job_specs[spec].append(batch_task.input_download_url)
+    specs = _get_specs_from_config(remote_tasks)
+    for remote_task in remote_tasks:
+      logs.info(f'Scheduling {remote_task.command}, {remote_task.job_type}.')
+      spec = specs[(remote_task.command, remote_task.job_type)]
+      job_specs[spec].append(remote_task.input_download_url)
 
     logs.info('Creating batch jobs.')
     jobs = []
@@ -224,6 +399,6 @@ def create_uworker_main_batch_jobs(self, batch_tasks: List[BatchTask]):
     for spec, input_urls in job_specs.items():
       for input_urls_portion in utils.batched(input_urls,
                                               MAX_CONCURRENT_VMS_PER_JOB - 1):
-        jobs.append(self._client.create_job(spec, input_urls_portion))
+        jobs.append(self.create_job(spec, input_urls_portion).name)
 
     return jobs
diff --git a/src/clusterfuzz/_internal/bot/tasks/task_types.py b/src/clusterfuzz/_internal/bot/tasks/task_types.py
index de3e0d01364..7b3324f1cf6 100644
--- a/src/clusterfuzz/_internal/bot/tasks/task_types.py
+++ b/src/clusterfuzz/_internal/bot/tasks/task_types.py
@@ -225,7 +225,7 @@ def execute(self, task_argument, job_type, uworker_env):
     'analyze': UTask,
     'blame': TrustedTask,
     'corpus_pruning': UTask,
-    'fuzz': UTaskLocalExecutor,
+    'fuzz': UTask,
     'impact': TrustedTask,
     'minimize': UTask,
     'progression': UTask,
diff --git a/src/clusterfuzz/_internal/bot/tasks/utasks/fuzz_task.py b/src/clusterfuzz/_internal/bot/tasks/utasks/fuzz_task.py
index cbb6538a34b..6c1266a7ef9 100644
--- a/src/clusterfuzz/_internal/bot/tasks/utasks/fuzz_task.py
+++ b/src/clusterfuzz/_internal/bot/tasks/utasks/fuzz_task.py
@@ -461,6 +461,7 @@ def clamp(val, minimum, maximum):
       'return_code': return_code,
       'platform': environment.platform(),
       'job': job_type,
+      'runtime': environment.get_runtime().value
   })
 
 
@@ -480,20 +481,26 @@ def _track_testcase_run_result(fuzzer, job_type, new_crash_count,
       known_crash_count, {
           'fuzzer': fuzzer,
           'platform': environment.platform(),
+          'runtime': environment.get_runtime().value
       })
   monitoring_metrics.FUZZER_NEW_CRASH_COUNT.increment_by(
       new_crash_count, {
           'fuzzer': fuzzer,
           'platform': environment.platform(),
+          'runtime': environment.get_runtime().value
+      })
+  monitoring_metrics.JOB_KNOWN_CRASH_COUNT.increment_by(
+      known_crash_count, {
+          'job': job_type,
+          'platform': environment.platform(),
+          'runtime': environment.get_runtime().value
+      })
+  monitoring_metrics.JOB_NEW_CRASH_COUNT.increment_by(
+      new_crash_count, {
+          'job': job_type,
+          'platform': environment.platform(),
+          'runtime': environment.get_runtime().value
       })
-  monitoring_metrics.JOB_KNOWN_CRASH_COUNT.increment_by(known_crash_count, {
-      'job': job_type,
-      'platform': environment.platform(),
-  })
-  monitoring_metrics.JOB_NEW_CRASH_COUNT.increment_by(new_crash_count, {
-      'job': job_type,
-      'platform': environment.platform()
-  })
 
 
 def _last_sync_time(sync_file_path):
@@ -2020,7 +2027,8 @@ def run(self):
         fuzzing_session_duration, {
             'fuzzer': self.fuzzer_name,
             'job': self.job_type,
-            'platform': environment.platform()
+            'platform': environment.platform(),
+            'runtime': environment.get_runtime().value,
         })
 
     return uworker_msg_pb2.Output(fuzz_task_output=self.fuzz_task_output)  # pylint: disable=no-member
diff --git a/src/clusterfuzz/_internal/cron/schedule_fuzz.py b/src/clusterfuzz/_internal/cron/schedule_fuzz.py
index 0a296970727..d003b47ee6a 100644
--- a/src/clusterfuzz/_internal/cron/schedule_fuzz.py
+++ b/src/clusterfuzz/_internal/cron/schedule_fuzz.py
@@ -25,7 +25,7 @@
 
 from clusterfuzz._internal.base import tasks
 from clusterfuzz._internal.base import utils
-from clusterfuzz._internal.batch import gcp as batch
+from clusterfuzz._internal.batch import service as batch
 from clusterfuzz._internal.config import local_config
 from clusterfuzz._internal.datastore import data_types
 from clusterfuzz._internal.datastore import ndb_utils
diff --git a/src/clusterfuzz/_internal/datastore/data_types.py b/src/clusterfuzz/_internal/datastore/data_types.py
index 4e5af47dc24..3008c21e8f5 100644
--- a/src/clusterfuzz/_internal/datastore/data_types.py
+++ b/src/clusterfuzz/_internal/datastore/data_types.py
@@ -1803,3 +1803,10 @@ class FuzzerTaskEvent(Model):
   def _pre_put_hook(self):
     self.ttl_expiry_timestamp = (
         datetime.datetime.now() + self.FUZZER_EVENT_TTL)
+
+
+class FeatureFlag(Model):
+  """Feature flag."""
+  description = ndb.StringProperty(default='')
+  enabled = ndb.BooleanProperty(default=False)
+  value = ndb.FloatProperty()
diff --git a/src/clusterfuzz/_internal/datastore/feature_flags.py b/src/clusterfuzz/_internal/datastore/feature_flags.py
new file mode 100644
index 00000000000..5ab29075631
--- /dev/null
+++ b/src/clusterfuzz/_internal/datastore/feature_flags.py
@@ -0,0 +1,61 @@
+# Copyright 2024 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""FeatureFlags."""
+
+from enum import Enum
+
+from google.cloud import ndb
+
+from clusterfuzz._internal.datastore import data_types
+
+
+class FeatureFlags(Enum):
+  """Feature flags"""
+  # Example flag.
+  TEST_FLAG = 'test_flag'
+  TEST_FLOAT_FLAG = 'test_float_flag'
+
+  K8S_JOBS_FREQUENCY = 'k8s_jobs_frequency'
+
+  @property
+  def flag(self):
+    """Get a feature flag."""
+    flag = ndb.Key(data_types.FeatureFlag, self.value).get()
+    if not flag:
+      return None
+    return flag
+
+  @property
+  def enabled(self):
+    """Check if a feature flag is enabled."""
+    flag = self.flag
+    if not flag:
+      return False
+    return flag.enabled
+
+  @property
+  def content(self):
+    """Get a feature flag value."""
+    flag = self.flag
+    if not flag or flag.value is None:
+      return None
+    return flag.value
+
+  @property
+  def description(self):
+    """Get a feature flag value."""
+    flag = self.flag
+    if not flag or flag.description is None:
+      return ""
+    return flag.description
diff --git a/src/clusterfuzz/_internal/datastore/ndb_init.py b/src/clusterfuzz/_internal/datastore/ndb_init.py
index 30840c44362..c91e5c45bad 100644
--- a/src/clusterfuzz/_internal/datastore/ndb_init.py
+++ b/src/clusterfuzz/_internal/datastore/ndb_init.py
@@ -51,16 +51,21 @@ def context():
     # multiprocessing.set_start_method to not fork.
     context_module._state.context = None  # pylint: disable=protected-access
 
-  with _client().context() as ndb_context:
-    # Disable NDB caching, as NDB on GCE VMs do not use memcache and therefore
-    # can't invalidate the memcache cache.
-    ndb_context.set_memcache_policy(False)
+  current_context = context_module.get_context(False)
+  if current_context:
+    yield current_context
 
-    # Disable the in-context cache, as it can use up a lot of memory for
-    # longer running tasks such as cron jobs.
-    ndb_context.set_cache_policy(False)
+  else:
+    with _client().context() as ndb_context:
+      # Disable NDB caching, as NDB on GCE VMs do not use memcache and therefore
+      # can't invalidate the memcache cache.
+      ndb_context.set_memcache_policy(False)
 
-    yield ndb_context
+      # Disable the in-context cache, as it can use up a lot of memory for
+      # longer running tasks such as cron jobs.
+      ndb_context.set_cache_policy(False)
+
+      yield ndb_context
 
 
 def thread_wrapper(func):
diff --git a/src/clusterfuzz/_internal/google_cloud_utils/batch.py b/src/clusterfuzz/_internal/google_cloud_utils/batch.py
deleted file mode 100644
index e804044cef8..00000000000
--- a/src/clusterfuzz/_internal/google_cloud_utils/batch.py
+++ /dev/null
@@ -1,31 +0,0 @@
-# Copyright 2023 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-"""Cloud Batch helpers."""
-from typing import List
-
-from clusterfuzz._internal.batch.data_structures import BatchTask
-from clusterfuzz._internal.batch.service import BatchService
-
-
-def create_uworker_main_batch_job(module, job_type, input_download_url):
-  """Creates a batch job."""
-  service = BatchService()
-  return service.create_uworker_main_batch_job(module, job_type,
-                                               input_download_url)
-
-
-def create_uworker_main_batch_jobs(batch_tasks: List[BatchTask]):
-  """Creates batch jobs."""
-  service = BatchService()
-  return service.create_uworker_main_batch_jobs(batch_tasks)
diff --git a/src/clusterfuzz/_internal/k8s/BUILD.bazel b/src/clusterfuzz/_internal/k8s/BUILD.bazel
new file mode 100644
index 00000000000..966dd5249b2
--- /dev/null
+++ b/src/clusterfuzz/_internal/k8s/BUILD.bazel
@@ -0,0 +1,23 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+package(default_visibility = ["//src:__subpackages__"])
+
+py_library(
+    name = "service",
+    srcs = ["service.py"],
+    deps = [
+        "//src/clusterfuzz/_internal/remote_task",
+    ],
+)
diff --git a/src/clusterfuzz/_internal/k8s/__init__.py b/src/clusterfuzz/_internal/k8s/__init__.py
new file mode 100644
index 00000000000..605c2708985
--- /dev/null
+++ b/src/clusterfuzz/_internal/k8s/__init__.py
@@ -0,0 +1,14 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Kubernetes service."""
diff --git a/src/clusterfuzz/_internal/k8s/delete_pending_jobs.sh b/src/clusterfuzz/_internal/k8s/delete_pending_jobs.sh
new file mode 100644
index 00000000000..05b93f60b02
--- /dev/null
+++ b/src/clusterfuzz/_internal/k8s/delete_pending_jobs.sh
@@ -0,0 +1,53 @@
+#!/bin/bash
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+# Script to delete pending Kubernetes jobs in batches.
+
+BATCH_SIZE=1000
+NAMESPACE="default"
+
+echo "Listing pending jobs in namespace '${NAMESPACE}'..."
+
+# Get list of pending jobs (completions usually 0/1)
+# We assume pending jobs have '0/1' in the COMPLETIONS column (2nd column usually).
+# Adjust awk if your kubectl output differs.
+# Safer: check json output. But for a quick script:
+# kubectl get jobs -o wide
+# NAME   COMPLETIONS   DURATION   AGE   CONTAINERS   IMAGES   SELECTOR
+# job1   0/1           10s        10s   ...          ...      ...
+
+# Using -o custom-columns to be sure about the column content
+# We select jobs where status.succeeded is not equal to status.completions (or null)
+# But filtering logic in bash is easier with just listing names of incomplete jobs.
+# Pending jobs have .status.succeeded != 1 (assuming parallelism 1).
+
+# Let's get all jobs and filter those with 0 completions.
+JOBS=$(kubectl get jobs -n "${NAMESPACE}" -o jsonpath='{range .items[?(@.status.succeeded!=1)]}{.metadata.name}{"\n"}{end}')
+
+if [ -z "$JOBS" ]; then
+  echo "No pending jobs found."
+  exit 0
+fi
+
+JOB_COUNT=$(echo "$JOBS" | wc -l)
+echo "Found ${JOB_COUNT} pending jobs."
+
+# Process in batches
+echo "$JOBS" | xargs -n "${BATCH_SIZE}" sh -c '
+  echo "Deleting batch of jobs..."
+  kubectl delete jobs -n "'""${NAMESPACE}""'" --propagation=Background "$@"
+' --
+
+echo "Finished deleting pending jobs."
diff --git a/src/clusterfuzz/_internal/k8s/service.py b/src/clusterfuzz/_internal/k8s/service.py
new file mode 100644
index 00000000000..a2d22da9f7e
--- /dev/null
+++ b/src/clusterfuzz/_internal/k8s/service.py
@@ -0,0 +1,505 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Kubernetes batch client."""
+import base64
+import collections
+import os
+import tempfile
+from typing import Dict
+from typing import List
+import uuid
+
+import google.auth
+from google.auth.transport import requests as google_requests
+from googleapiclient import discovery
+from kubernetes import client as k8s_client
+
+from clusterfuzz._internal.base import tasks
+from clusterfuzz._internal.base import utils
+from clusterfuzz._internal.base.tasks import task_utils
+from clusterfuzz._internal.config import local_config
+from clusterfuzz._internal.datastore import data_types
+from clusterfuzz._internal.datastore import ndb_utils
+from clusterfuzz._internal.metrics import logs
+from clusterfuzz._internal.remote_task import RemoteTask
+from clusterfuzz._internal.remote_task import RemoteTaskInterface
+from clusterfuzz._internal.system import environment
+
+# See https://cloud.google.com/batch/quotas#job_limits
+MAX_PENDING_JOBS = 1000
+CLUSTER_NAME = 'clusterfuzz-cronjobs-gke'
+
+KubernetesJobConfig = collections.namedtuple('KubernetesJobConfig', [
+    'job_type',
+    'docker_image',
+    'command',
+    'disk_size_gb',
+    'service_account_email',
+    'clusterfuzz_release',
+    'is_kata',
+])
+
+
+def _get_config_names(remote_tasks: List[RemoteTask]):
+  """"Gets the name of the configs for each batch_task. Returns a dict
+
+  that is indexed by command and job_type for efficient lookup."""
+
+  job_names = {task.job_type for task in remote_tasks}
+  query = data_types.Job.query(data_types.Job.name.IN(list(job_names)))
+  jobs = ndb_utils.get_all_from_query(query)
+  job_map = {job.name: job for job in jobs}
+  config_map = {}
+  for task in remote_tasks:
+    if task.job_type not in job_map:
+      logs.error(f"{task.job_type} doesn't exist.")
+      continue
+    if task.command == 'fuzz':
+      suffix = '-PREEMPTIBLE-UNPRIVILEGED'
+    else:
+      suffix = '-NONPREEMPTIBLE-UNPRIVILEGED'
+    job = job_map[task.job_type]
+    platform = job.platform if not utils.is_oss_fuzz() else 'LINUX'
+    disk_size_gb = environment.get_value(
+        'DISK_SIZE_GB', env=job.get_environment())
+    # Get the OS version from the job, this is the least specific version.
+    base_os_version = job.base_os_version
+    # If we are running in the oss-fuzz context, the project-specific config
+    # is more specific and overrides the job-level one.
+    if utils.is_oss_fuzz():
+      oss_fuzz_project = data_types.OssFuzzProject.query(
+          data_types.OssFuzzProject.name == job.project).get()
+      if oss_fuzz_project and oss_fuzz_project.base_os_version:
+        base_os_version = oss_fuzz_project.base_os_version
+    config_map[(task.command, task.job_type)] = (f'{platform}{suffix}',
+                                                 disk_size_gb, base_os_version)
+
+  return config_map
+
+
+def _get_k8s_job_configs(remote_tasks: List[RemoteTask]) -> Dict:
+  """Gets the configured specifications for a batch workload."""
+
+  if not remote_tasks:
+    return {}
+  #TODO(javanlacerda): Create remote task config
+  batch_config = local_config.BatchConfig()
+  config_map = _get_config_names(remote_tasks)
+  configs = {}
+  for task in remote_tasks:
+    if (task.command, task.job_type) in configs:
+      # Don't repeat work for no reason.
+      continue
+    config_name, disk_size_gb, base_os_version = config_map[(task.command,
+                                                             task.job_type)]
+    instance_spec = batch_config.get('mapping').get(config_name)
+    if instance_spec is None:
+      raise ValueError(f'No mapping for {config_name}')
+    # Decide which docker image to use.
+    versioned_images_map = instance_spec.get('versioned_docker_images')
+    if (base_os_version and versioned_images_map and
+        base_os_version in versioned_images_map):
+      # New path: Use the versioned image if specified and available.
+      docker_image_uri = versioned_images_map[base_os_version]
+    else:
+      # Fallback/legacy path: Use the original docker_image key.
+      docker_image_uri = instance_spec['docker_image']
+    disk_size_gb = (disk_size_gb or instance_spec['disk_size_gb'])
+    clusterfuzz_release = instance_spec.get('clusterfuzz_release', 'prod')
+    config = KubernetesJobConfig(
+        job_type=task.job_type,
+        docker_image=docker_image_uri,
+        command=task.command,
+        disk_size_gb=disk_size_gb,
+        service_account_email=instance_spec['service_account_email'],
+        clusterfuzz_release=clusterfuzz_release,
+        is_kata=instance_spec.get('is_kata', True),
+    )
+    configs[(task.command, task.job_type)] = config
+
+  return configs
+
+
+def _create_job_body(config: KubernetesJobConfig, input_url: str,
+                     service_account_name: str) -> dict:
+  """Creates the body of a Kubernetes job."""
+
+  job_name = config.job_type.replace('_', '-') + '-' + str(uuid.uuid4()).split(
+      '-', maxsplit=1)[0]
+  job_name = job_name.lower()
+  # Default job spec for non-kata containers (needs to be defined).
+  return {
+      'apiVersion': 'batch/v1',
+      'kind': 'Job',
+      'metadata': {
+          'name': job_name
+      },
+      'spec': {
+          'activeDeadlineSeconds': tasks.get_task_duration(config.command),
+          'template': {
+              'spec': {
+                  'serviceAccountName':
+                      service_account_name,
+                  'containers': [{
+                      'name':
+                          job_name,
+                      'image':
+                          config.docker_image,
+                      'imagePullPolicy':
+                          'IfNotPresent',
+                      'env': [
+                          {
+                              'name': 'HOST_UID',
+                              'value': '1337'
+                          },
+                          {
+                              'name': 'CLUSTERFUZZ_RELEASE',
+                              'value': config.clusterfuzz_release
+                          },
+                          {
+                              'name': 'UNTRUSTED_WORKER',
+                              'value': 'False'
+                          },
+                          {
+                              'name': 'UWORKER',
+                              'value': 'True'
+                          },
+                          {
+                              'name': 'USE_GCLOUD_STORAGE_RSYNC',
+                              'value': '1'
+                          },
+                          {
+                              'name': 'UWORKER_INPUT_DOWNLOAD_URL',
+                              'value': input_url
+                          },
+                          {
+                              'name': 'IS_K8S_ENV',
+                              'value': 'true'
+                          },
+                          {
+                              'name': 'DISABLE_MOUNTS',
+                              'value': 'true'
+                          },
+                          {
+                              'name': 'UPDATE_WEB_TESTS',
+                              'value': 'False'
+                          },
+                      ],
+                      'securityContext': {
+                          'privileged': True,
+                          'capabilities': {
+                              'add': ['ALL']
+                          }
+                      },
+                      'volumeMounts': [{
+                          'mountPath': '/dev/shm',
+                          'name': 'dshm'
+                      }]
+                  }],
+                  'volumes': [{
+                      'name': 'dshm',
+                      'emptyDir': {
+                          'medium': 'Memory',
+                          'sizeLimit': '1.9Gi'
+                      }
+                  }],
+                  'restartPolicy':
+                      'Never'
+              }
+          },
+          'backoffLimit': 0
+      }
+  }
+
+
+class KubernetesService(RemoteTaskInterface):
+  """A remote task execution client for Kubernetes."""
+
+  def __init__(self, k8s_config_loaded: bool = False):
+    # In e2e tests, the kubeconfig is already loaded by the test setup.
+    if not k8s_config_loaded:
+      self._load_gke_credentials()
+
+    self._core_api = k8s_client.CoreV1Api()
+    self._batch_api = k8s_client.BatchV1Api()
+
+  def _load_gke_credentials(self):
+    """Loads GKE credentials and configures the Kubernetes client."""
+    credentials, _ = google.auth.default()
+    project = utils.get_application_id()
+    print(f"DEBUG: project from utils.get_application_id(): {project}")
+    service = discovery.build('container', 'v1', credentials=credentials)
+    parent = f"projects/{project}/locations/-"
+
+    try:
+      response = service.projects().locations().clusters().list(
+          parent=parent).execute()
+      clusters = response.get('clusters', [])
+      cluster = next((c for c in clusters if c['name'] == CLUSTER_NAME), None)
+
+      if not cluster:
+        logs.error(f"Cluster {CLUSTER_NAME} not found in project {project}.")
+        print(f"DEBUG: Cluster {CLUSTER_NAME} not found in project {project}.")
+        return
+
+    except Exception as e:
+      logs.error(f"Failed to list clusters in {project}: {e}")
+      print(f"DEBUG: Failed to list clusters in {project}: {e}")
+      return
+
+    endpoint = cluster['endpoint']
+    # ca_cert is base64 encoded.
+    ca_cert = base64.b64decode(cluster['masterAuth']['clusterCaCertificate'])
+
+    # Write CA cert to a temporary file.
+    fd, ca_cert_path = tempfile.mkstemp()
+    with os.fdopen(fd, 'wb') as f:
+      f.write(ca_cert)
+
+    configuration = k8s_client.Configuration()
+    configuration.host = f'https://{endpoint}'
+    configuration.ssl_ca_cert = ca_cert_path
+    configuration.verify_ssl = True
+
+    def get_token(creds):
+      request = google_requests.Request()
+      if not creds.valid or creds.expired:
+        creds.refresh(request)
+      return {"authorization": "Bearer " + creds.token}
+
+    configuration.refresh_api_key_hook = lambda _: get_token(credentials)
+    configuration.api_key = get_token(credentials)
+
+    k8s_client.Configuration.set_default(configuration)
+    logs.info("GKE credentials loaded successfully.")
+
+  def _create_service_account_if_needed(self,
+                                        service_account_email: str) -> str:
+    """Creates a Kubernetes Service Account if it doesn't exist."""
+    service_account_name = service_account_email.split('@')[0]
+    namespace = 'default'
+    try:
+      self._core_api.read_namespaced_service_account(service_account_name,
+                                                     namespace)
+      return service_account_name
+    except k8s_client.rest.ApiException as e:
+      if e.status != 404:
+        raise
+
+    logs.info(f'Creating Service Account {service_account_name} for '
+              f'{service_account_email}.')
+    metadata = k8s_client.V1ObjectMeta(
+        name=service_account_name,
+        annotations={'iam.gke.io/gcp-service-account': service_account_email})
+    body = k8s_client.V1ServiceAccount(metadata=metadata)
+    self._core_api.create_namespaced_service_account(namespace, body)
+    return service_account_name
+
+  def create_job(self, config: KubernetesJobConfig, input_url: str) -> str:
+    """Creates a Kubernetes job.
+    Args:
+      config: The Kubernetes job configuration.
+      input_url: The URL to be passed as an environment variable to the
+        job's container.
+    Returns:
+      The name of the created Kubernetes job.
+    """
+    service_account_name = self._create_service_account_if_needed(
+        config.service_account_email)
+    job_body = _create_job_body(config, input_url, service_account_name)
+    self._batch_api.create_namespaced_job(body=job_body, namespace='default')
+    return job_body['metadata']['name']
+
+  def _get_pending_jobs_count(self) -> int:
+    """Returns the number of pending jobs."""
+    try:
+      pods = self._core_api.list_namespaced_pod(
+          namespace='default',
+          label_selector='app.kubernetes.io/name=clusterfuzz-kata-job',
+          field_selector='status.phase=Pending')
+      logs.info(f"Found {len(pods.items)} pending jobs.")
+      return len(pods.items)
+    except Exception as e:
+      logs.error(f"Failed to list pods: {e}")
+      return 0
+
+  def create_uworker_main_batch_job(self, module: str, job_type: str,
+                                    input_download_url: str):
+    """Creates a single batch job for a uworker main task."""
+
+    command = task_utils.get_command_from_module(module)
+    batch_tasks = [RemoteTask(command, job_type, input_download_url)]
+    result = self.create_uworker_main_batch_jobs(batch_tasks)
+
+    if result is None:
+      return result
+    return result[0]
+
+  def create_uworker_main_batch_jobs(self, remote_tasks: List[RemoteTask]):
+    """Creates a batch job for a list of uworker main tasks.
+
+    This method groups the tasks by their workload specification and creates a
+    separate batch job for each group. This allows tasks with similar
+    requirements to be processed together, which can improve efficiency.
+    """
+    if self._get_pending_jobs_count() >= MAX_PENDING_JOBS:
+      logs.warning(
+          f'Kubernetes job limit reached. Not acking {len(remote_tasks)} tasks.'
+      )
+      for task in remote_tasks:
+        if task.pubsub_task:
+          task.pubsub_task.do_not_ack = True
+      return []
+
+    job_specs = collections.defaultdict(list)
+    configs = _get_k8s_job_configs(remote_tasks)
+    for remote_task in remote_tasks:
+      logs.info(f'Scheduling {remote_task.command}, {remote_task.job_type}.')
+      config = configs[(remote_task.command, remote_task.job_type)]
+      job_specs[config].append(remote_task.input_download_url)
+    logs.info('Creating batch jobs.')
+    jobs = []
+    logs.info('Batching utask_mains.')
+    for config, input_urls in job_specs.items():
+      # TODO(javanlacerda): Batch multiple tasks into a single job.
+      for input_url in input_urls:
+        if config.is_kata:
+          jobs.append(self.create_kata_container_job(config, input_url))
+        else:
+          jobs.append(self.create_job(config, input_url))
+
+    return jobs
+
+  def create_kata_container_job(self, config: KubernetesJobConfig,
+                                input_url: str) -> str:
+    """Creates a Kubernetes job that runs in a Kata container."""
+    service_account_name = self._create_service_account_if_needed(
+        config.service_account_email)
+    job_name = 'clusterfuzz-kata-job-' + str(uuid.uuid4()).split(
+        '-', maxsplit=1)[0]
+
+    job_spec = {
+        'apiVersion': 'batch/v1',
+        'kind': 'Job',
+        'metadata': {
+            'name': job_name
+        },
+        'spec': {
+            'activeDeadlineSeconds': tasks.get_task_duration(config.command),
+            'template': {
+                'metadata': {
+                    'labels': {
+                        'app.kubernetes.io/name': 'clusterfuzz-kata-job'
+                    }
+                },
+                'spec': {
+                    'runtimeClassName':
+                        'kata',
+                    'serviceAccountName':
+                        service_account_name,
+                    'dnsPolicy':
+                        'ClusterFirstWithHostNet',
+                    'containers': [{
+                        'name':
+                            job_name,
+                        'image':
+                            config.docker_image,
+                        'imagePullPolicy':
+                            'IfNotPresent',
+                        'lifecycle': {
+                            'postStart': {
+                                'exec': {
+                                    'command': [
+                                        '/bin/sh', '-c',
+                                        'mkdir -p /tmp/.X11-unix && '
+                                        'chmod 1777 /tmp/.X11-unix'
+                                    ]
+                                }
+                            }
+                        },
+                        'securityContext': {
+                            'privileged': True,
+                            'capabilities': {
+                                'add': ['ALL']
+                            }
+                        },
+                        'resources': {
+                            'requests': {
+                                'cpu': '2',
+                                'memory': '3.75Gi'
+                            },
+                            'limits': {
+                                'cpu': '2',
+                                'memory': '3.75Gi'
+                            }
+                        },
+                        'env': [
+                            {
+                                'name': 'HOST_UID',
+                                'value': '1337'
+                            },
+                            {
+                                'name': 'CLUSTERFUZZ_RELEASE',
+                                'value': config.clusterfuzz_release
+                            },
+                            {
+                                'name': 'UNTRUSTED_WORKER',
+                                'value': 'False'
+                            },
+                            {
+                                'name': 'UWORKER',
+                                'value': 'True'
+                            },
+                            {
+                                'name': 'USE_GCLOUD_STORAGE_RSYNC',
+                                'value': '1'
+                            },
+                            {
+                                'name': 'UWORKER_INPUT_DOWNLOAD_URL',
+                                'value': input_url
+                            },
+                            {
+                                'name': 'IS_K8S_ENV',
+                                'value': 'true'
+                            },
+                            {
+                                'name': 'DISABLE_MOUNTS',
+                                'value': 'true'
+                            },
+                            {
+                                'name': 'UPDATE_WEB_TESTS',
+                                'value': 'False'
+                            },
+                        ]
+                    }],
+                    'restartPolicy':
+                        'Never',
+                    'volumes': [{
+                        'name': 'dshm',
+                        'emptyDir': {
+                            'medium': 'Memory',
+                            'sizeLimit': '1.9Gi'
+                        }
+                    }],
+                    'nodeSelector': {
+                        'cloud.google.com/gke-nodepool': 'kata-enabled-pool'
+                    }
+                }
+            },
+            'backoffLimit': 0
+        }
+    }
+
+    self._batch_api.create_namespaced_job(body=job_spec, namespace='default')
+    return job_name
diff --git a/src/clusterfuzz/_internal/metrics/logs.py b/src/clusterfuzz/_internal/metrics/logs.py
index cc77185abfa..bc25979e6c1 100644
--- a/src/clusterfuzz/_internal/metrics/logs.py
+++ b/src/clusterfuzz/_internal/metrics/logs.py
@@ -429,42 +429,60 @@ def configure_appengine():
 
 
 def configure_k8s():
-  """Configure logging for K8S and reporting errors."""
+  """Configure logging for K8S."""
   import google.cloud.logging
+  from google.cloud.logging.handlers import CloudLoggingHandler
+  from google.cloud.logging.handlers.transports import BackgroundThreadTransport
+
   client = google.cloud.logging.Client()
-  client.setup_logging()
-  old_factory = logging.getLogRecordFactory()
-
-  def record_factory(*args, **kwargs):
-    """Insert jsonPayload fields to all logs."""
-
-    record = old_factory(*args, **kwargs)
-    if not hasattr(record, 'json_fields'):
-      record.json_fields = {}
-
-    # Add jsonPayload fields to logs that don't contain stack traces to enable
-    # capturing and grouping by error reporting.
-    # https://cloud.google.com/error-reporting/docs/formatting-error-messages#log-text
-    if record.levelno >= logging.ERROR and not record.exc_info:
-      record.json_fields.update({
-          '@type':
-              'type.googleapis.com/google.devtools.clouderrorreporting.v1beta1.ReportedErrorEvent',  # pylint: disable=line-too-long
-          'serviceContext': {
-              'service': 'k8s',
-          },
-          'context': {
-              'reportLocation': {
-                  'filePath': record.pathname,
-                  'lineNumber': record.lineno,
-                  'functionName': record.funcName,
-              }
-          },
-      })
-
-    return record
-
-  logging.setLogRecordFactory(record_factory)
-  logging.getLogger().addFilter(json_fields_filter)
+  labels = {
+      'k8s-pod/app': os.getenv('BOT_NAME', 'unknown'),
+      'bot_name': os.getenv('BOT_NAME', 'unknown'),
+  }
+
+  class FlushIntervalTransport(BackgroundThreadTransport):
+
+    def __init__(self, client, name, **kwargs):
+      super().__init__(
+          client,
+          name,
+          grace_period=int(os.getenv('LOGGING_CLOUD_GRACE_PERIOD', '15')),
+          max_latency=int(os.getenv('LOGGING_CLOUD_MAX_LATENCY', '10')),
+          **kwargs)
+
+  handler = CloudLoggingHandler(
+      client=client,
+      name='k8s-logs',
+      labels=labels,
+      transport=FlushIntervalTransport)
+
+  def k8s_label_filter(record):
+    handler.labels.update({
+        'task_payload':
+            os.getenv('TASK_PAYLOAD', 'null'),
+        'fuzz_target':
+            os.getenv('FUZZ_TARGET', 'null'),
+        'worker_bot_name':
+            os.getenv('WORKER_BOT_NAME', 'null'),
+        'extra':
+            truncate(
+                json.dumps(
+                    getattr(record, 'extras', {}),
+                    default=_handle_unserializable),
+                STACKDRIVER_LOG_MESSAGE_LIMIT),
+        'location':
+            json.dumps(
+                getattr(record, 'location', {'Error': True}),
+                default=_handle_unserializable),
+    })
+    return True
+
+  handler.addFilter(k8s_label_filter)
+  handler.setLevel(logging.INFO)
+  formatter = JsonFormatter()
+  handler.setFormatter(formatter)
+
+  logging.getLogger().addHandler(handler)
   logging.getLogger().setLevel(logging.INFO)
 
 
diff --git a/src/clusterfuzz/_internal/metrics/monitoring_metrics.py b/src/clusterfuzz/_internal/metrics/monitoring_metrics.py
index d28000378f4..d1272693734 100644
--- a/src/clusterfuzz/_internal/metrics/monitoring_metrics.py
+++ b/src/clusterfuzz/_internal/metrics/monitoring_metrics.py
@@ -97,6 +97,7 @@
     field_spec=[
         monitor.StringField('fuzzer'),
         monitor.StringField('platform'),
+        monitor.StringField('runtime')
     ])
 
 FUZZER_NEW_CRASH_COUNT = monitor.CounterMetric(
@@ -106,6 +107,7 @@
     field_spec=[
         monitor.StringField('fuzzer'),
         monitor.StringField('platform'),
+        monitor.StringField('runtime')
     ])
 
 JOB_KNOWN_CRASH_COUNT = monitor.CounterMetric(
@@ -115,6 +117,7 @@
     field_spec=[
         monitor.StringField('job'),
         monitor.StringField('platform'),
+        monitor.StringField('runtime')
     ])
 
 JOB_NEW_CRASH_COUNT = monitor.CounterMetric(
@@ -124,6 +127,7 @@
     field_spec=[
         monitor.StringField('job'),
         monitor.StringField('platform'),
+        monitor.StringField('runtime')
     ])
 
 FUZZER_RETURN_CODE_COUNT = monitor.CounterMetric(
@@ -135,6 +139,7 @@
         monitor.IntegerField('return_code'),
         monitor.StringField('platform'),
         monitor.StringField('job'),
+        monitor.StringField('runtime')
     ],
 )
 
@@ -163,6 +168,7 @@
         monitor.StringField('fuzzer'),
         monitor.StringField('job'),
         monitor.StringField('platform'),
+        monitor.StringField('runtime')
     ],
 )
 
diff --git a/src/clusterfuzz/_internal/platforms/kubernetes/BUILD.bazel b/src/clusterfuzz/_internal/platforms/kubernetes/BUILD.bazel
new file mode 100644
index 00000000000..249dd0ec2dd
--- /dev/null
+++ b/src/clusterfuzz/_internal/platforms/kubernetes/BUILD.bazel
@@ -0,0 +1,15 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+package(default_visibility = ["//src:__subpackages__"])
diff --git a/src/clusterfuzz/_internal/platforms/kubernetes/__init__.py b/src/clusterfuzz/_internal/platforms/kubernetes/__init__.py
new file mode 100644
index 00000000000..f74b38a1320
--- /dev/null
+++ b/src/clusterfuzz/_internal/platforms/kubernetes/__init__.py
@@ -0,0 +1,14 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Kubernetes platform specific code."""
diff --git a/src/clusterfuzz/_internal/remote_task/__init__.py b/src/clusterfuzz/_internal/remote_task/__init__.py
index 25a47f021d2..a6bdfd20140 100644
--- a/src/clusterfuzz/_internal/remote_task/__init__.py
+++ b/src/clusterfuzz/_internal/remote_task/__init__.py
@@ -19,6 +19,27 @@
 the task creation logic to a specific implementation.
 """
 import abc
+import collections
+import random
+from typing import List
+
+from clusterfuzz._internal.metrics import logs
+from clusterfuzz._internal.remote_task import job_frequency
+
+
+class RemoteTask:
+  """Represents a single ClusterFuzz task to be executed on a remote worker.
+  
+  This class holds the necessary information to execute a ClusterFuzz command,
+  such as 'fuzz' or 'progression', in a remote environment like GCP Batch. It
+  is used to enqueue tasks and track their state.
+  """
+
+  def __init__(self, command, job_type, input_download_url, pubsub_task=None):
+    self.command = command
+    self.job_type = job_type
+    self.input_download_url = input_download_url
+    self.pubsub_task = pubsub_task
 
 
 class RemoteTaskInterface(abc.ABC):
@@ -30,11 +51,88 @@ class RemoteTaskInterface(abc.ABC):
   """
 
   @abc.abstractmethod
-  def create_job(self, spec, input_urls):
-    """Creates a remote job.
+  def create_uworker_main_batch_job(self, module: str, job_type: str,
+                                    input_download_url: str):
+    """Creates a single remote task for a uworker main task."""
+    raise NotImplementedError
+
+  @abc.abstractmethod
+  def create_uworker_main_batch_jobs(self, remote_tasks: List[RemoteTask]):
+    """Creates a many remote tasks for uworker main tasks."""
+    raise NotImplementedError
+
+
+class RemoteTaskGate(RemoteTaskInterface):
+  """A gatekeeper for remote task execution.
+  
+  This class is responsible for choosing the remote execution backend (GCP Batch
+  or Kubernetes) for a given task, based on the configured frequencies in the
+  `job_frequency` module.
+  """
+
+  def __init__(self):
+    from clusterfuzz._internal.batch.service import GcpBatchService
+    from clusterfuzz._internal.k8s.service import KubernetesService
+    self._gcp_batch_service = GcpBatchService()
+    self._kubernetes_service = KubernetesService()
+
+  def _should_use_kubernetes(self) -> bool:
+    """Determines whether to use the Kubernetes backend for a given job.
     
-    This method is responsible for creating a new job in the remote execution
-    environment. It takes a workload specification and a list of input URLs,
-    and returns a representation of the created job.
+    The decision is made based on a random roll and the configured frequency
+    for the given job type.
     """
-    raise NotImplementedError
+    frequencies = job_frequency.get_job_frequency()
+    return random.random() < frequencies['kubernetes']
+
+  def create_uworker_main_batch_job(self, module: str, job_type: str,
+                                    input_download_url: str):
+    """Creates a batch job on either GCP Batch or Kubernetes.
+    
+    The choice of backend is determined by the `_should_use_kubernetes` method.
+    """
+    if self._should_use_kubernetes(job_type):
+      return self._kubernetes_service.create_uworker_main_batch_job(
+          module, job_type, input_download_url)
+    return self._gcp_batch_service.create_uworker_main_batch_job(
+        module, job_type, input_download_url)
+
+  def create_uworker_main_batch_jobs(self, remote_tasks: List[RemoteTask]):
+    """Creates batch jobs on either GCP Batch or Kubernetes.
+    
+    The tasks are grouped by their target backend (GCP Batch or Kubernetes) and
+    then created in separate batches.
+    """
+    gcp_batch_tasks = []
+    kubernetes_tasks = []
+
+    # Use random distribution if there is only one task
+    if len(remote_tasks) == 1:
+      if self._should_use_kubernetes():
+        kubernetes_tasks.extend(remote_tasks)
+      else:
+        gcp_batch_tasks.extend(remote_tasks)
+    else:
+      # Use deterministic slicing for multiple tasks
+      frequencies = job_frequency.get_job_frequency()
+      k8s_ratio = frequencies['kubernetes']
+      k8s_count = int(len(remote_tasks) * k8s_ratio)
+
+      # We take the first chunk for Kubernetes
+      kubernetes_tasks.extend(remote_tasks[:k8s_count])
+      gcp_batch_tasks.extend(remote_tasks[k8s_count:])
+
+      logs.info(f'Sending {len(gcp_batch_tasks)} tasks to GCP Batch.')
+      logs.info(f'Sending {len(kubernetes_tasks)} tasks to Kubernetes.')
+
+    results = []
+    if kubernetes_tasks:
+      results.extend(
+          self._kubernetes_service.create_uworker_main_batch_jobs(
+              kubernetes_tasks))
+
+    if gcp_batch_tasks:
+      results.extend(
+          self._gcp_batch_service.create_uworker_main_batch_jobs(
+              gcp_batch_tasks))
+    return results
diff --git a/src/clusterfuzz/_internal/remote_task/job_frequency.py b/src/clusterfuzz/_internal/remote_task/job_frequency.py
new file mode 100644
index 00000000000..596145fdd9c
--- /dev/null
+++ b/src/clusterfuzz/_internal/remote_task/job_frequency.py
@@ -0,0 +1,57 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Configurable job frequencies for remote task execution.
+
+This module provides a way to define how frequently certain jobs are executed
+on different remote backends, such as GCP Batch and Kubernetes. This allows for
+A/B testing and performance comparisons between the two platforms.
+"""
+
+from clusterfuzz._internal.datastore import feature_flags
+from clusterfuzz._internal.metrics import logs
+from clusterfuzz._internal.system import environment
+
+# By default, all jobs are sent to the GCP Batch backend. This can be
+# overridden on a per-job basis by setting the `K8S_JOBS_FREQUENCY`
+# feature flag.
+DEFAULT_FREQUENCY = {'gcp_batch': 1.0, 'kubernetes': 0.0}
+
+
+def get_job_frequency():
+  """Returns the frequency for a given job.
+  
+  If the frequency is not explicitly defined in the `K8S_JOBS_FREQUENCY`
+  environment variable, the default frequency is returned.
+  """
+  frequency = DEFAULT_FREQUENCY
+
+  kubernetes_frequency = feature_flags.FeatureFlags.K8S_JOBS_FREQUENCY.content
+  if not isinstance(
+      kubernetes_frequency,
+      float) or kubernetes_frequency < 0 or kubernetes_frequency > 1:
+    logs.warning(
+        "Kubernetes frequency inconsistent",
+        kubernetes_frequency=kubernetes_frequency)
+    kubernetes_frequency = None
+
+  elif not feature_flags.FeatureFlags.K8S_JOBS_FREQUENCY.enabled:
+    kubernetes_frequency = None
+
+  if kubernetes_frequency:
+    frequency = {
+        'gcp_batch': 1.0 - kubernetes_frequency,
+        'kubernetes': kubernetes_frequency
+    }
+  logs.info("Job frequency", frequency=frequency)
+  return frequency
diff --git a/src/clusterfuzz/_internal/tests/core/batch/service_test.py b/src/clusterfuzz/_internal/tests/core/batch/batch_service_test.py
similarity index 88%
rename from src/clusterfuzz/_internal/tests/core/batch/service_test.py
rename to src/clusterfuzz/_internal/tests/core/batch/batch_service_test.py
index 613a32603e6..d386eafb61c 100644
--- a/src/clusterfuzz/_internal/tests/core/batch/service_test.py
+++ b/src/clusterfuzz/_internal/tests/core/batch/batch_service_test.py
@@ -11,17 +11,16 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-"""Tests for the batch service."""
+"""Tests for the batch batch_service."""
 import datetime
 import unittest
 from unittest import mock
 import uuid
 
 from google.cloud import batch_v1 as batch
+from google.cloud.batch_v1.types import job as gcb_job
 
-from clusterfuzz._internal.batch import data_structures
-from clusterfuzz._internal.batch import gcp
-from clusterfuzz._internal.batch import service
+from clusterfuzz._internal.batch import service as batch_service
 from clusterfuzz._internal.datastore import data_types
 from clusterfuzz._internal.tests.test_libs import helpers
 from clusterfuzz._internal.tests.test_libs import test_utils
@@ -50,7 +49,7 @@ def _get_expected_task_spec(batch_workload_spec):
   if batch_workload_spec.retry:
     task_spec.max_retry_count = 4
   else:
-    task_spec.max_retry_count = gcp.DEFAULT_RETRY_COUNT
+    task_spec.max_retry_count = batch_service.DEFAULT_RETRY_COUNT
   task_spec.max_run_duration = datetime.timedelta(
       seconds=int(batch_workload_spec.max_run_duration[:-1]))
 
@@ -126,7 +125,7 @@ def _get_expected_create_request(job_name_uuid, spec, input_urls):
   task_group.task_count = len(input_urls)
   task_group.task_environments = task_environments
   task_group.task_spec = task_spec
-  task_group.task_count_per_node = gcp.TASK_COUNT_PER_NODE
+  task_group.task_count_per_node = batch_service.TASK_COUNT_PER_NODE
 
   job = batch.Job()
   job.task_groups = [task_group]
@@ -143,26 +142,24 @@ def _get_expected_create_request(job_name_uuid, spec, input_urls):
 
 
 @test_utils.with_cloud_emulators('datastore')
-class BatchServiceTest(unittest.TestCase):
-  """Tests for BatchService."""
+class GcpBatchServiceTest(unittest.TestCase):
+  """Tests for GcpBatchService."""
 
   def setUp(self):
     helpers.patch(self, [
-        'clusterfuzz._internal.batch.gcp._batch_client',
+        'clusterfuzz._internal.batch.service._batch_client',
         'clusterfuzz._internal.base.tasks.task_utils.get_command_from_module',
         'uuid.uuid4',
     ])
-    self.mock.GcpBatchClient = mock.Mock(
-    )  # Still need this for BatchService constructor
     self.mock_batch_client_instance = mock.Mock()
     self.mock._batch_client.return_value = self.mock_batch_client_instance
-    self.batch_service = service.BatchService()
+    self.batch_service = batch_service.GcpBatchService()
     self.mock.uuid4.side_effect = [uuid.UUID(u) for u in UUIDS]
 
   def test_create_uworker_main_batch_jobs(self):
     """Tests that create_uworker_main_batch_jobs works as expected."""
     # Create mock data.
-    spec1 = service.BatchWorkloadSpec(
+    spec1 = batch_service.BatchWorkloadSpec(
         clusterfuzz_release='release1',
         disk_size_gb=10,
         disk_type='type1',
@@ -178,7 +175,7 @@ def test_create_uworker_main_batch_jobs(self):
         priority=1,
         max_run_duration='1s',
         retry=False)
-    spec2 = service.BatchWorkloadSpec(
+    spec2 = batch_service.BatchWorkloadSpec(
         clusterfuzz_release='release2',
         disk_size_gb=20,
         disk_type='type2',
@@ -201,9 +198,9 @@ def test_create_uworker_main_batch_jobs(self):
           ('command2', 'job2'): spec2,
       }
       tasks = [
-          data_structures.BatchTask('command1', 'job1', 'url1'),
-          data_structures.BatchTask('command1', 'job1', 'url2'),
-          data_structures.BatchTask('command2', 'job2', 'url3'),
+          batch_service.RemoteTask('command1', 'job1', 'url1'),
+          batch_service.RemoteTask('command1', 'job1', 'url2'),
+          batch_service.RemoteTask('command2', 'job2', 'url3'),
       ]
 
       # Call the function.
@@ -222,7 +219,7 @@ def test_create_uworker_main_batch_jobs(self):
   def test_create_uworker_main_batch_job(self):
     """Tests that create_uworker_main_batch_job works as expected."""
     # Create mock data.
-    spec1 = service.BatchWorkloadSpec(
+    spec1 = batch_service.BatchWorkloadSpec(
         clusterfuzz_release='release1',
         disk_size_gb=10,
         disk_type='type1',
@@ -243,7 +240,9 @@ def test_create_uworker_main_batch_job(self):
       mock_get_specs_from_config.return_value = {
           ('fuzz', 'job1'): spec1,
       }
-      self.mock_batch_client_instance.create_job.return_value = 'job'
+
+      self.mock_batch_client_instance.create_job.return_value = gcb_job.Job(
+          name='job')
       self.mock.get_command_from_module.return_value = 'fuzz'
 
       # Call the function.
@@ -272,11 +271,11 @@ def test_is_remote_task(self):
     """Tests that is_remote_task works as expected."""
     # Test when it is a remote task.
     self.mock._get_specs_from_config.return_value = {('fuzz', 'job'): True}
-    self.assertTrue(service.is_remote_task('fuzz', 'job'))
+    self.assertTrue(batch_service.is_remote_task('fuzz', 'job'))
 
     # Test when it is not a remote task.
     self.mock._get_specs_from_config.side_effect = ValueError
-    self.assertFalse(service.is_remote_task('progression', 'job'))
+    self.assertFalse(batch_service.is_remote_task('progression', 'job'))
 
 
 if __name__ == '__main__':
@@ -296,7 +295,7 @@ def setUp(self):
     helpers.patch(self, [
         'clusterfuzz._internal.base.utils.random_weighted_choice',
     ])
-    self.mock.random_weighted_choice.return_value = service.WeightedSubconfig(
+    self.mock.random_weighted_choice.return_value = batch_service.WeightedSubconfig(
         name='east4-network2',
         weight=1,
     )
@@ -305,7 +304,7 @@ def test_nonpreemptible(self):
     """Tests that _get_specs_from_config works for non-preemptibles as
         expected."""
     spec = _get_spec_from_config('analyze', self.job.name)
-    expected_spec = service.BatchWorkloadSpec(
+    expected_spec = batch_service.BatchWorkloadSpec(
         clusterfuzz_release='prod',
         docker_image='gcr.io/clusterfuzz-images/base:a2f4dd6-202202070654',
         user_data='file://linux-init.yaml',
@@ -331,7 +330,7 @@ def test_fuzz_get_specs_from_config(self):
     job = data_types.Job(name='libfuzzer_chrome_asan', platform='LINUX')
     job.put()
     spec = _get_spec_from_config('fuzz', job.name)
-    expected_spec = service.BatchWorkloadSpec(
+    expected_spec = batch_service.BatchWorkloadSpec(
         clusterfuzz_release='prod',
         docker_image='gcr.io/clusterfuzz-images/base:a2f4dd6-202202070654',
         user_data='file://linux-init.yaml',
@@ -374,16 +373,16 @@ def test_get_specs_from_config_disk_size(self):
         platform='LINUX',
         name='libfuzzer_asan_test').put()
 
-    spec = service._get_specs_from_config(
-        [service.BatchTask('fuzz', 'libfuzzer_asan_test', None)])
+    spec = batch_service._get_specs_from_config(
+        [batch_service.RemoteTask('fuzz', 'libfuzzer_asan_test', None)])
     self.assertEqual(spec['fuzz', 'libfuzzer_asan_test'].disk_size_gb, size)
 
   def test_get_specs_from_config_no_disk_size(self):
     """Test that disk_size_gb isn't mandatory."""
     data_types.Job(platform='LINUX', name='libfuzzer_asan_test').put()
-    spec = service._get_specs_from_config(
-        [service.BatchTask('fuzz', 'libfuzzer_asan_test', None)])
-    conf = service._get_batch_config()
+    spec = batch_service._get_specs_from_config(
+        [batch_service.RemoteTask('fuzz', 'libfuzzer_asan_test', None)])
+    conf = batch_service._get_batch_config()
     expected_size = (
         conf.get('mapping')['LINUX-PREEMPTIBLE-UNPRIVILEGED']['disk_size_gb'])
     self.assertEqual(spec['fuzz', 'libfuzzer_asan_test'].disk_size_gb,
@@ -406,8 +405,8 @@ def test_get_specs_from_config_with_disk_size_override(self):
         platform='LINUX',
         name=job_name).put()
 
-    spec = service._get_specs_from_config(
-        [service.BatchTask('fuzz', job_name, None)])
+    spec = batch_service._get_specs_from_config(
+        [batch_service.RemoteTask('fuzz', job_name, None)])
     self.assertEqual(spec['fuzz', job_name].disk_size_gb, overridden_size)
 
   @mock.patch('clusterfuzz._internal.batch.service.utils.is_oss_fuzz')
@@ -422,8 +421,8 @@ def test_get_config_names_os_version(self, mock_get_all_from_query,
     job1 = data_types.Job(
         name='job1', platform='LINUX', base_os_version='job-os-ubuntu-20')
     mock_get_all_from_query.return_value = [job1]
-    config_map = service._get_config_names(
-        [service.BatchTask('fuzz', 'job1', None)])
+    config_map = batch_service._get_config_names(
+        [batch_service.RemoteTask('fuzz', 'job1', None)])
     self.assertEqual(config_map[('fuzz', 'job1')][2], 'job-os-ubuntu-20')
 
     # Test Case 2: OSS-Fuzz project, project-level version overrides job-level.
@@ -437,24 +436,24 @@ def test_get_config_names_os_version(self, mock_get_all_from_query,
         name='my-project', base_os_version='project-os-ubuntu-24')
     mock_get_all_from_query.return_value = [job2]
     mock_oss_fuzz_project_query.return_value.get.return_value = project
-    config_map = service._get_config_names(
-        [service.BatchTask('fuzz', 'job2', None)])
+    config_map = batch_service._get_config_names(
+        [batch_service.RemoteTask('fuzz', 'job2', None)])
     self.assertEqual(config_map[('fuzz', 'job2')][2], 'project-os-ubuntu-24')
 
     # Test Case 3: OSS-Fuzz project, only project-level version exists.
     job3 = data_types.Job(name='job3', project='my-project', platform='LINUX')
     mock_get_all_from_query.return_value = [job3]
     mock_oss_fuzz_project_query.return_value.get.return_value = project
-    config_map = service._get_config_names(
-        [service.BatchTask('fuzz', 'job3', None)])
+    config_map = batch_service._get_config_names(
+        [batch_service.RemoteTask('fuzz', 'job3', None)])
     self.assertEqual(config_map[('fuzz', 'job3')][2], 'project-os-ubuntu-24')
 
     # Test Case 4: Internal project, no version is set, should be None.
     mock_is_oss_fuzz.return_value = False
     job4 = data_types.Job(name='job4', platform='LINUX')
     mock_get_all_from_query.return_value = [job4]
-    config_map = service._get_config_names(
-        [service.BatchTask('fuzz', 'job4', None)])
+    config_map = batch_service._get_config_names(
+        [batch_service.RemoteTask('fuzz', 'job4', None)])
     self.assertIsNone(config_map[('fuzz', 'job4')][2])
 
     # Test Case 5: OSS-Fuzz project, but no versions are set anywhere.
@@ -464,12 +463,12 @@ def test_get_config_names_os_version(self, mock_get_all_from_query,
     project_no_version = data_types.OssFuzzProject(name='my-project-no-version')
     mock_get_all_from_query.return_value = [job5]
     mock_oss_fuzz_project_query.return_value.get.return_value = project_no_version
-    config_map = service._get_config_names(
-        [service.BatchTask('fuzz', 'job5', None)])
+    config_map = batch_service._get_config_names(
+        [batch_service.RemoteTask('fuzz', 'job5', None)])
     self.assertIsNone(config_map[('fuzz', 'job5')][2])
 
 
 def _get_spec_from_config(command, job_name):
   return list(
-      service._get_specs_from_config(
-          [service.BatchTask(command, job_name, None)]).values())[0]
+      batch_service._get_specs_from_config(
+          [batch_service.RemoteTask(command, job_name, None)]).values())[0]
diff --git a/src/clusterfuzz/_internal/tests/core/bot/tasks/utasks/fuzz_task_test.py b/src/clusterfuzz/_internal/tests/core/bot/tasks/utasks/fuzz_task_test.py
index 9a3c5f50fae..eafbf5d85b5 100644
--- a/src/clusterfuzz/_internal/tests/core/bot/tasks/utasks/fuzz_task_test.py
+++ b/src/clusterfuzz/_internal/tests/core/bot/tasks/utasks/fuzz_task_test.py
@@ -60,6 +60,9 @@ def setUp(self):
     monitor.metrics_store().reset_for_testing()
     helpers.patch(self, ['clusterfuzz._internal.system.environment.platform'])
     self.mock.platform.return_value = 'some_platform'
+    helpers.patch(self,
+                  ['clusterfuzz._internal.system.environment.get_runtime'])
+    self.mock.get_runtime.return_value = environment.UtaskMainRuntime.KATA_CONTAINER
 
   def test_fuzzer_run_result(self):
     """Ensure _track_fuzzer_run_result set the right metrics."""
@@ -77,6 +80,7 @@ def test_fuzzer_run_result(self):
             'return_code': 2,
             'platform': 'some_platform',
             'job': 'job',
+            'runtime': 'kata_container'
         }))
     self.assertEqual(
         1,
@@ -85,6 +89,7 @@ def test_fuzzer_run_result(self):
             'return_code': 0,
             'platform': 'some_platform',
             'job': 'job',
+            'runtime': 'kata_container'
         }))
     self.assertEqual(
         1,
@@ -93,6 +98,7 @@ def test_fuzzer_run_result(self):
             'return_code': -1,
             'platform': 'some_platform',
             'job': 'job',
+            'runtime': 'kata_container'
         }))
 
     testcase_count_ratio = (
@@ -143,6 +149,9 @@ def setUp(self):
     monitor.metrics_store().reset_for_testing()
     helpers.patch(self, ['clusterfuzz._internal.system.environment.platform'])
     self.mock.platform.return_value = 'some_platform'
+    helpers.patch(self,
+                  ['clusterfuzz._internal.system.environment.get_runtime'])
+    self.mock.get_runtime.return_value = environment.UtaskMainRuntime.KATA_CONTAINER
 
   def test_testcase_run_result(self):
     """Ensure _track_testcase_run_result sets the right metrics."""
@@ -154,24 +163,28 @@ def test_testcase_run_result(self):
         monitoring_metrics.JOB_NEW_CRASH_COUNT.get({
             'job': 'job',
             'platform': 'some_platform',
+            'runtime': 'kata_container',
         }))
     self.assertEqual(
         15,
         monitoring_metrics.JOB_KNOWN_CRASH_COUNT.get({
             'job': 'job',
             'platform': 'some_platform',
+            'runtime': 'kata_container',
         }))
     self.assertEqual(
         7,
         monitoring_metrics.FUZZER_NEW_CRASH_COUNT.get({
             'fuzzer': 'fuzzer',
             'platform': 'some_platform',
+            'runtime': 'kata_container',
         }))
     self.assertEqual(
         15,
         monitoring_metrics.FUZZER_KNOWN_CRASH_COUNT.get({
             'fuzzer': 'fuzzer',
             'platform': 'some_platform',
+            'runtime': 'kata_container',
         }))
 
 
diff --git a/src/clusterfuzz/_internal/tests/core/datastore/feature_flag_test.py b/src/clusterfuzz/_internal/tests/core/datastore/feature_flag_test.py
new file mode 100644
index 00000000000..972fe40a65b
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/datastore/feature_flag_test.py
@@ -0,0 +1,54 @@
+# Copyright 2024 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""FeatureFlag tests."""
+import unittest
+
+from google.cloud import ndb
+
+from clusterfuzz._internal.datastore import data_types
+from clusterfuzz._internal.datastore import feature_flags
+from clusterfuzz._internal.tests.test_libs import test_utils
+
+
+@test_utils.with_cloud_emulators('datastore')
+class FeatureFlagTest(unittest.TestCase):
+  """Test FeatureFlag."""
+
+  def test_get_and_set(self):
+    """Test getting and setting feature flags."""
+    # Create a boolean feature flag.
+    flag = data_types.FeatureFlag(id=feature_flags.FeatureFlags.TEST_FLAG.value)
+    flag.description = 'A test boolean flag'
+    flag.enabled = True
+    flag.put()
+
+    # Create a float feature flag.
+    flag_float = data_types.FeatureFlag(
+        id=feature_flags.FeatureFlags.TEST_FLOAT_FLAG.value)
+    flag_float.description = 'A test float flag'
+    flag_float.enabled = True
+    flag_float.value = 1.23
+    flag_float.put()
+
+    # Retrieve and verify.
+    self.assertIsNotNone(feature_flags.FeatureFlags.TEST_FLAG.flag)
+    self.assertTrue(feature_flags.FeatureFlags.TEST_FLAG.enabled)
+    self.assertEqual(feature_flags.FeatureFlags.TEST_FLAG.description,
+                     'A test boolean flag')
+    self.assertIsNone(feature_flags.FeatureFlags.TEST_FLAG.content)
+
+    retrieved_flag_float = feature_flags.FeatureFlags.TEST_FLOAT_FLAG.flag
+    self.assertIsNotNone(retrieved_flag_float)
+    self.assertTrue(feature_flags.FeatureFlags.TEST_FLOAT_FLAG.enabled)
+    self.assertEqual(feature_flags.FeatureFlags.TEST_FLOAT_FLAG.content, 1.23)
diff --git a/src/clusterfuzz/_internal/tests/core/google_cloud_utils/use_batch.py b/src/clusterfuzz/_internal/tests/core/google_cloud_utils/use_batch.py
deleted file mode 100644
index 783f04a772b..00000000000
--- a/src/clusterfuzz/_internal/tests/core/google_cloud_utils/use_batch.py
+++ /dev/null
@@ -1,46 +0,0 @@
-# Copyright 2024 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-"""Cloud Batch helpers for local testing"""
-
-import multiprocessing.pool
-import os
-from unittest import mock
-
-from clusterfuzz._internal.google_cloud_utils import batch
-
-
-def _create_many():
-  """Creates many jobs."""
-  many = [None for _ in range(2000)]
-  with multiprocessing.pool.Pool(120) as pool:
-    pool.map(_send_test_job, many)
-
-
-@mock.patch(
-    'clusterfuzz._internal.google_cloud_utils.batch._get_job',
-    return_value=mock.Mock(platform='LINUX'))
-@mock.patch(
-    'clusterfuzz._internal.system.environment.get_config_directory',
-    return_value=os.environ['BATCH_TEST_CONFIG_PATH'])
-def _send_test_job(_=None, get_config_directory=None, get_job=None):
-  """Creates a test batch job for local manual testing to ensure job creation
-  actually works."""
-  del _
-  del get_config_directory
-  del get_job
-  tasks = [
-      batch.BatchTask('variant', 'libfuzzer_chrome_asan', 'https://fake/')
-      for _ in range(10)
-  ]
-  batch.create_uworker_main_batch_jobs(tasks)
diff --git a/src/clusterfuzz/_internal/tests/core/k8s/__init__.py b/src/clusterfuzz/_internal/tests/core/k8s/__init__.py
new file mode 100644
index 00000000000..a705175a72d
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/__init__.py
@@ -0,0 +1,14 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Kubernetes tests."""
diff --git a/src/clusterfuzz/_internal/tests/core/k8s/k8s_integration_test.py b/src/clusterfuzz/_internal/tests/core/k8s/k8s_integration_test.py
new file mode 100644
index 00000000000..d3c9e024eb1
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/k8s_integration_test.py
@@ -0,0 +1,93 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Integration tests for KubernetesService."""
+
+import base64
+import os
+import unittest
+from unittest import mock
+
+from kubernetes import client
+
+from clusterfuzz._internal.k8s import service
+
+
+class KubernetesIntegrationTest(unittest.TestCase):
+  """Integration tests for KubernetesService."""
+
+  @mock.patch('googleapiclient.discovery.build')
+  def test_load_credentials(self, mock_discovery_build):
+    """Test that credentials can be loaded manually using the fallback logic."""
+    # Ensure no kubeconfig interferes to force manual path (if local kubeconfig exists)
+    # Note: os.environ changes are process-local.
+    old_kubeconfig = os.environ.get('KUBECONFIG')
+    os.environ['KUBECONFIG'] = '/dev/null'
+
+    # Mock GKE response
+    mock_service = mock.Mock()
+    mock_discovery_build.return_value = mock_service
+
+    mock_clusters_list = mock_service.projects().locations().clusters().list(
+    ).execute
+    mock_clusters_list.return_value = {
+        'clusters': [{
+            'name': 'clusterfuzz-cronjobs-gke',
+            'endpoint': '1.2.3.4',
+            'masterAuth': {
+                'clusterCaCertificate':
+                    base64.b64encode(b'fake-cert').decode('utf-8')
+            }
+        }]
+    }
+
+    # Mock list_namespaced_job to avoid actual network call to 1.2.3.4
+    with mock.patch('kubernetes.client.BatchV1Api.list_namespaced_job'):
+      try:
+        # This will trigger _load_gke_credentials
+        # It should try load_kube_config (fail), load_incluster (fail), then manual.
+        k8s_service = service.KubernetesService()
+
+        # Verify api client is initialized
+        self.assertIsNotNone(k8s_service._batch_api)
+        self.assertIsInstance(k8s_service._batch_api, client.BatchV1Api)
+
+        # Verify configuration
+        config = client.Configuration.get_default_copy()
+        print(f"Loaded Host: {config.host}")
+
+        # Check that we got a valid https endpoint
+        self.assertTrue(config.host.startswith("https://"))
+        self.assertTrue(config.verify_ssl)
+        self.assertIsNotNone(config.ssl_ca_cert)
+
+        # Verify API key fix is present (Crucial for manual path)
+        self.assertIn("authorization", config.api_key)
+
+        # Verify hook is present
+        self.assertIsNotNone(config.refresh_api_key_hook)
+
+        # Verify actual connectivity and auth
+        print("Attempting to list jobs to verify authentication...")
+        k8s_service._batch_api.list_namespaced_job(namespace='default', limit=1)
+        print("Successfully listed jobs.")
+
+      finally:
+        if old_kubeconfig:
+          os.environ['KUBECONFIG'] = old_kubeconfig
+        else:
+          del os.environ['KUBECONFIG']
+
+
+if __name__ == '__main__':
+  unittest.main()
diff --git a/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_e2e_test.py b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_e2e_test.py
new file mode 100644
index 00000000000..0bedbaaeb8d
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_e2e_test.py
@@ -0,0 +1,371 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""End-to-end tests for the Kubernetes service."""
+
+# pylint: disable=unused-argument
+
+import os
+import shutil
+import subprocess
+import tempfile
+import time
+import unittest
+from unittest import mock
+
+from kubernetes import client as k8s_client
+from kubernetes import config as k8s_config
+
+from clusterfuzz._internal.datastore import data_types
+from clusterfuzz._internal.k8s import service as kubernetes_service
+from clusterfuzz._internal.k8s.service import KubernetesJobConfig
+from clusterfuzz._internal.remote_task import RemoteTask
+from clusterfuzz._internal.tests.test_libs import test_utils
+
+
+@mock.patch(
+    'clusterfuzz._internal.metrics.logs.get_logging_config_dict',
+    return_value={
+        'version': 1,
+        'disable_existing_loggers': False,
+        'formatters': {
+            'simpleFormatter': {
+                'format': '%(levelname)s:%(module)s:%(lineno)d:%(message)s'
+            }
+        },
+        'handlers': {
+            'consoleHandler': {
+                'class': 'logging.StreamHandler',
+                'formatter': 'simpleFormatter'
+            }
+        },
+        'loggers': {
+            'root': {
+                'handlers': ['consoleHandler'],
+                'level': 'INFO'
+            }
+        }
+    })
+@test_utils.with_cloud_emulators('datastore')
+class KubernetesServiceE2ETest(unittest.TestCase):
+  """End-to-end tests for the Kubernetes service."""
+
+  @classmethod
+  def setUpClass(cls):
+    """Set up the test environment."""
+    if not os.getenv('K8S_E2E'):
+      raise unittest.SkipTest('K8S_E2E environment variable not set.')
+
+    cls.mock_batch_config = mock.Mock()
+    cls.mock_batch_config.get.return_value = 'test-project'
+
+    def get_batch_config(key):
+      return {
+          'project': 'test-project',
+          'mapping': {
+              'LINUX-PREEMPTIBLE-UNPRIVILEGED': {
+                  'clusterfuzz_release': 'prod',
+                  'docker_image': cls.image,
+                  'user_data': 'file://linux-init.yaml',
+                  'disk_size_gb': 10,
+                  'disk_type': 'pd-standard',
+                  'service_account_email': 'test-email',
+                  'preemptible': True,
+                  'machine_type': 'machine-type',
+                  'subconfigs': [{
+                      'name': 'subconfig1',
+                      'weight': 1
+                  }]
+              },
+              'LINUX-NONPREEMPTIBLE-UNPRIVILEGED': {
+                  'clusterfuzz_release': 'prod',
+                  'docker_image': cls.image,
+                  'user_data': 'file://linux-init.yaml',
+                  'disk_size_gb': 20,
+                  'disk_type': 'pd-standard',
+                  'service_account_email': 'test-email',
+                  'preemptible': False,
+                  'machine_type': 'machine-type',
+                  'subconfigs': [{
+                      'name': 'subconfig1',
+                      'weight': 1
+                  }]
+              }
+          },
+          'subconfigs': {
+              'subconfig1': {
+                  'region': 'region',
+                  'network': 'network',
+                  'subnetwork': 'subnetwork'
+              }
+          }
+      }.get(key)
+
+    cls.mock_batch_config.get.side_effect = get_batch_config
+
+    cls.mock_local_config = mock.Mock()
+    cls.mock_local_config.BatchConfig.return_value = cls.mock_batch_config
+
+    with mock.patch(
+        'clusterfuzz._internal.config.local_config', new=cls.mock_local_config):
+      cls.cluster_name = 'test-cluster-for-e2e-test'
+      cls.image = 'gcr.io/clusterfuzz-images/base:000dc1f-202511191429'
+
+      # First, try to find `kind` in the user's local bin directory.
+      home_dir = os.path.expanduser('~')
+      local_kind_path = os.path.join(home_dir, '.local', 'bin', 'kind')
+
+      if os.path.exists(local_kind_path):
+        cls.kind_path = local_kind_path
+      else:
+        # Fallback to searching the PATH.
+        cls.kind_path = shutil.which('kind')
+
+      # Ensure no old cluster exists.
+      subprocess.run(
+          [cls.kind_path, 'delete', 'cluster', '--name', cls.cluster_name],
+          check=False)
+
+      subprocess.run(
+          [cls.kind_path, 'create', 'cluster', '--name', cls.cluster_name],
+          check=True)
+
+      # Explicitly get the kubeconfig from the kind cluster.
+      kubeconfig = subprocess.check_output(
+          [cls.kind_path, 'get', 'kubeconfig', '--name',
+           cls.cluster_name]).decode('utf-8')
+
+      # Write the kubeconfig to a temporary file and load it.
+      with tempfile.NamedTemporaryFile(mode='w', delete=False) as f:
+        f.write(kubeconfig)
+        cls.kubeconfig_path = f.name
+      k8s_config.load_kube_config(config_file=cls.kubeconfig_path)
+      cls.api_client = k8s_client.BatchV1Api()
+
+    cls.kubernetes_client = kubernetes_service.KubernetesService(
+        k8s_config_loaded=True)
+    data_types.Job(name='test-job', platform='LINUX').put()
+    data_types.Job(name='test-job1', platform='LINUX').put()
+    data_types.Job(name='test-job2', platform='LINUX').put()
+
+    cls.mock_get_config_names = mock.Mock(
+        return_value={
+            ('fuzz', 'test-job'): ('LINUX-PREEMPTIBLE-UNPRIVILEGED', 10, None),
+            ('fuzz', 'test-job1'): ('LINUX-PREEMPTIBLE-UNPRIVILEGED', 10, None),
+            ('fuzz', 'test-job2'): ('LINUX-NONPREEMPTIBLE-UNPRIVILEGED', 20,
+                                    None),
+        })
+    cls.mock_get_config_names_patcher = mock.patch(
+        'clusterfuzz._internal.batch.service._get_config_names',
+        new=cls.mock_get_config_names)
+    cls.mock_get_config_names_patcher.start()
+
+  @classmethod
+  def tearDownClass(cls):
+    """Tear down the test environment."""
+    os.remove(cls.kubeconfig_path)
+    subprocess.run(
+        [cls.kind_path, 'delete', 'cluster', '--name', cls.cluster_name],
+        check=True)
+    cls.mock_get_config_names_patcher.stop()
+
+  def test_create_job(self, mock_get_logging_config_dict):
+    """Tests creating a job."""
+    input_url = 'url'
+    remote_task = RemoteTask(None, 'test-job', None)
+    remote_task.docker_image = self.image
+
+    config = KubernetesJobConfig(
+        job_type='test-job',
+        docker_image=self.image,
+        command=remote_task.command,
+        disk_size_gb=10,
+        service_account_email='test-email',
+        clusterfuzz_release='prod',
+        is_kata=False)
+    actual_job_name = self.kubernetes_client.create_job(config, input_url)
+
+    # Wait for the job to be created.
+    time.sleep(5)
+
+    job = self.api_client.read_namespaced_job(actual_job_name, 'default')
+    self.assertIsNotNone(job)
+    self.assertEqual(job.metadata.name, actual_job_name)
+
+    # Wait for the job to start running.
+    job_running = False
+    for _ in range(180):
+      job = self.api_client.read_namespaced_job(actual_job_name, 'default')
+      if job.status.active or job.status.succeeded:
+        job_running = True
+        break
+      time.sleep(1)
+
+    self.assertTrue(
+        job_running,
+        f"Job {actual_job_name} did not start running. Status: {job.status}")
+
+    self.api_client.delete_namespaced_job(
+        name=actual_job_name,
+        namespace='default',
+        body=k8s_client.V1DeleteOptions(propagation_policy='Foreground'))
+
+  @unittest.skip('Should be implemented against a cluster that supports kata')
+  def test_create_kata_container_job(self, mock_get_logging_config_dict):
+    """Tests creating a Kata container job."""
+    input_urls = []
+    actual_job_name = self.kubernetes_client.create_kata_container_job(
+        self.image, input_urls)
+
+    # Wait for the job to be created.
+    time.sleep(5)
+
+    job = self.api_client.read_namespaced_job(actual_job_name, 'default')
+    self.assertIsNotNone(job)
+    self.assertEqual(job.metadata.name, actual_job_name)
+    self.assertEqual(job.spec.template.spec.runtime_class_name, 'kata')
+
+    # Wait for the job to start running.
+    job_running = False
+    for _ in range(180):
+      job = self.api_client.read_namespaced_job(actual_job_name, 'default')
+      if job.status.active or job.status.succeeded:
+        job_running = True
+        break
+      time.sleep(1)
+
+    self.assertTrue(
+        job_running,
+        f"Kata Job {actual_job_name} did not start running. Status: {job.status}"
+    )
+
+    self.api_client.delete_namespaced_job(
+        name=actual_job_name,
+        namespace='default',
+        body=k8s_client.V1DeleteOptions(propagation_policy='Foreground'))
+
+  @mock.patch('clusterfuzz._internal.k8s.service._get_k8s_job_configs')
+  @mock.patch(
+      'clusterfuzz._internal.base.tasks.task_utils.get_command_from_module')
+  def test_create_uworker_main_batch_job(self, mock_get_command_from_module,
+                                         mock_get_k8s_job_configs,
+                                         mock_get_logging_config_dict):
+    """Tests creating a single uworker main batch job."""
+    mock_get_command_from_module.return_value = 'fuzz'
+    config = KubernetesJobConfig(
+        job_type='test-job',
+        docker_image=self.image,
+        command='fuzz',
+        disk_size_gb=10,
+        service_account_email='test-email',
+        clusterfuzz_release='prod',
+        is_kata=False)
+    mock_get_k8s_job_configs.return_value = {('fuzz', 'test-job'): config}
+
+    actual_job_name = \
+        self.kubernetes_client.create_uworker_main_batch_job(
+            'module', 'test-job', 'url1')
+
+    # Wait for the job to be created.
+    time.sleep(5)
+
+    job = self.api_client.read_namespaced_job(actual_job_name, 'default')
+    self.assertIsNotNone(job)
+    self.assertEqual(job.metadata.name, actual_job_name)
+
+    # Wait for the job to start running.
+    job_running = False
+    for _ in range(180):
+      job = self.api_client.read_namespaced_job(actual_job_name, 'default')
+      if job.status.active or job.status.succeeded:
+        job_running = True
+        break
+      time.sleep(1)
+
+    self.assertTrue(
+        job_running,
+        f"Job {actual_job_name} did not start running. Status: {job.status}")
+
+    self.api_client.delete_namespaced_job(
+        name=actual_job_name,
+        namespace='default',
+        body=k8s_client.V1DeleteOptions(propagation_policy='Foreground'))
+
+  @mock.patch('clusterfuzz._internal.k8s.service._get_k8s_job_configs')
+  @mock.patch(
+      'clusterfuzz._internal.base.tasks.task_utils.get_command_from_module')
+  def test_create_uworker_main_batch_jobs(self, mock_get_command_from_module,
+                                          mock_get_k8s_job_configs,
+                                          mock_get_logging_config_dict):
+    """Tests creating multiple uworker main batch jobs."""
+    mock_get_command_from_module.return_value = 'fuzz'
+    config1 = KubernetesJobConfig(
+        job_type='test-job1',
+        docker_image=self.image,
+        command='fuzz',
+        disk_size_gb=10,
+        service_account_email='test-email',
+        clusterfuzz_release='prod',
+        is_kata=False)
+    config2 = KubernetesJobConfig(
+        job_type='test-job2',
+        docker_image='different-image',
+        command='fuzz',
+        disk_size_gb=20,
+        service_account_email='test-email',
+        clusterfuzz_release='prod',
+        is_kata=False)
+
+    mock_get_k8s_job_configs.return_value = {
+        ('fuzz', 'test-job1'): config1,
+        ('fuzz', 'test-job2'): config2
+    }
+
+    tasks = [
+        RemoteTask('fuzz', 'test-job1', 'url1'),
+        RemoteTask('fuzz', 'test-job2', 'url2'),
+    ]
+
+    actual_job_names = \
+        self.kubernetes_client.create_uworker_main_batch_jobs(tasks)
+    self.assertEqual(len(actual_job_names), 2)
+
+    for job_name in actual_job_names:
+      # Wait for the job to be created.
+      time.sleep(5)
+
+      job = self.api_client.read_namespaced_job(job_name, 'default')
+      self.assertIsNotNone(job)
+      self.assertEqual(job.metadata.name, job_name)
+
+      # Wait for the job to start running.
+      job_running = False
+      for _ in range(180):
+        job = self.api_client.read_namespaced_job(job_name, 'default')
+        if job.status.active or job.status.succeeded:
+          job_running = True
+          break
+        time.sleep(1)
+
+      self.assertTrue(
+          job_running,
+          f"Job {job_name} did not start running. Status: {job.status}")
+
+      self.api_client.delete_namespaced_job(
+          name=job_name,
+          namespace='default',
+          body=k8s_client.V1DeleteOptions(propagation_policy='Foreground'))
+
+
+if __name__ == '__main__':
+  unittest.main()
diff --git a/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_limit_test.py b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_limit_test.py
new file mode 100644
index 00000000000..0bf22a3bdf5
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_limit_test.py
@@ -0,0 +1,85 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Tests for the Kubernetes batch client limit logic."""
+
+import unittest
+from unittest import mock
+
+from clusterfuzz._internal.k8s import service
+from clusterfuzz._internal.tests.test_libs import test_utils
+
+
+@test_utils.with_cloud_emulators('datastore')
+@mock.patch('kubernetes.config.load_kube_config')
+class KubernetesServiceLimitTest(unittest.TestCase):
+  """Tests for the KubernetesService limit logic."""
+
+  def setUp(self):
+    patcher = mock.patch(
+        'clusterfuzz._internal.k8s.service.KubernetesService._load_gke_credentials'
+    )
+    self.addCleanup(patcher.stop)
+    self.mock_load_gke = patcher.start()
+
+    # Create a job to prevent KeyError in _get_k8s_job_configs
+    from clusterfuzz._internal.datastore import data_types
+    data_types.Job(name='job1', platform='LINUX').put()
+
+  @mock.patch.object(service.KubernetesService, '_get_pending_jobs_count')
+  def test_create_uworker_main_batch_jobs_limit_not_reached(
+      self, mock_get_pending_count, _):
+    """Tests that create_uworker_main_batch_jobs proceeds when limit not reached."""
+    mock_get_pending_count.return_value = 99
+    kube_service = service.KubernetesService()
+
+    # We expect this to proceed to job creation logic (which we mock to avoid actual creation)
+    with mock.patch.object(service.KubernetesService,
+                           'create_kata_container_job') as mock_create:
+      kube_service.create_uworker_main_batch_jobs(
+          [service.RemoteTask('fuzz', 'job1', 'url1')])
+      self.assertTrue(mock_create.called)
+
+  @mock.patch.object(service.KubernetesService, '_get_pending_jobs_count')
+  def test_create_uworker_main_batch_jobs_limit_reached(
+      self, mock_get_pending_count, _):
+    """Tests that create_uworker_main_batch_jobs nacks tasks when limit reached."""
+    mock_get_pending_count.return_value = service.MAX_PENDING_JOBS
+    kube_service = service.KubernetesService()
+
+    mock_pubsub_task = mock.Mock()
+    mock_pubsub_task.do_not_ack = False
+    task = service.RemoteTask(
+        'fuzz', 'job1', 'url1', pubsub_task=mock_pubsub_task)
+
+    result = kube_service.create_uworker_main_batch_jobs([task])
+
+    self.assertEqual(result, [])
+    self.assertTrue(mock_pubsub_task.do_not_ack)
+
+  @mock.patch.object(service.KubernetesService, '_get_pending_jobs_count')
+  def test_create_uworker_main_batch_jobs_limit_exceeded(
+      self, mock_get_pending_count, _):
+    """Tests that create_uworker_main_batch_jobs nacks tasks when limit exceeded."""
+    mock_get_pending_count.return_value = service.MAX_PENDING_JOBS + 1
+    kube_service = service.KubernetesService()
+
+    mock_pubsub_task = mock.Mock()
+    mock_pubsub_task.do_not_ack = False
+    task = service.RemoteTask(
+        'fuzz', 'job1', 'url1', pubsub_task=mock_pubsub_task)
+
+    result = kube_service.create_uworker_main_batch_jobs([task])
+
+    self.assertEqual(result, [])
+    self.assertTrue(mock_pubsub_task.do_not_ack)
diff --git a/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_test.py b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_test.py
new file mode 100644
index 00000000000..ccc45aea9a4
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_test.py
@@ -0,0 +1,192 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Tests for the Kubernetes batch client."""
+
+import unittest
+from unittest import mock
+
+from clusterfuzz._internal.datastore import data_types
+from clusterfuzz._internal.k8s import service
+from clusterfuzz._internal.tests.test_libs import test_utils
+
+
+@test_utils.with_cloud_emulators('datastore')
+@mock.patch('kubernetes.config.load_kube_config')
+class KubernetesServiceTest(unittest.TestCase):
+  """Tests for the KubernetesService class."""
+
+  def setUp(self):
+    patcher = mock.patch(
+        'clusterfuzz._internal.k8s.service.KubernetesService._load_gke_credentials'
+    )
+    self.addCleanup(patcher.stop)
+    self.mock_load_gke = patcher.start()
+
+    data_types.Job(name='job1', platform='LINUX').put()
+    data_types.Job(
+        name='job2', platform='LINUX',
+        environment_string='CUSTOM_VAR = value').put()
+
+  @mock.patch.object(service.KubernetesService, '_get_pending_jobs_count')
+  @mock.patch.object(service.KubernetesService, 'create_kata_container_job')
+  @mock.patch.object(service.KubernetesService, 'create_job')
+  def test_create_uworker_main_batch_jobs(
+      self, mock_create_job, mock_create_kata_job, mock_get_pending_count, _):
+    """Tests the creation of uworker main batch jobs."""
+    mock_get_pending_count.return_value = 0
+    tasks = [
+        service.RemoteTask('fuzz', 'job1', 'url1'),
+        service.RemoteTask('fuzz', 'job1', 'url2'),
+        service.RemoteTask('command2', 'job2', 'url3'),
+    ]
+
+    kube_service = service.KubernetesService()
+    kube_service.create_uworker_main_batch_jobs(tasks)
+
+    # Assuming default config implies Kata, and no batching of URLs.
+    # Total 3 tasks, so 3 calls.
+    self.assertEqual(3, mock_create_kata_job.call_count)
+    self.assertEqual(0, mock_create_job.call_count)
+
+    urls = sorted(
+        [call.args[1] for call in mock_create_kata_job.call_args_list])
+    self.assertEqual(urls, ['url1', 'url2', 'url3'])
+
+  @mock.patch('kubernetes.client.CoreV1Api')
+  def test_get_pending_jobs_count(self, mock_core_api_cls, _):
+    """Tests _get_pending_jobs_count."""
+    mock_core_api = mock_core_api_cls.return_value
+    kube_service = service.KubernetesService()
+
+    # Mock pods
+    mock_core_api.list_namespaced_pod.return_value.items = [
+        mock.Mock(), mock.Mock()
+    ]
+
+    self.assertEqual(2, kube_service._get_pending_jobs_count())
+    mock_core_api.list_namespaced_pod.assert_called_with(
+        namespace='default',
+        label_selector='app.kubernetes.io/name=clusterfuzz-kata-job',
+        field_selector='status.phase=Pending')
+
+  @mock.patch.object(service.KubernetesService, '_get_pending_jobs_count')
+  def test_create_uworker_main_batch_jobs_limit_reached(
+      self, mock_get_pending_count, _):
+    """Tests that create_uworker_main_batch_jobs nacks when limit reached."""
+    mock_get_pending_count.return_value = service.MAX_PENDING_JOBS
+    kube_service = service.KubernetesService()
+
+    mock_pubsub_task = mock.Mock()
+    mock_pubsub_task.do_not_ack = False
+    task = service.RemoteTask(
+        'fuzz', 'job1', 'url1', pubsub_task=mock_pubsub_task)
+
+    result = kube_service.create_uworker_main_batch_jobs([task])
+    self.assertEqual(result, [])
+    self.assertTrue(mock_pubsub_task.do_not_ack)
+
+  @mock.patch('kubernetes.client.BatchV1Api')
+  def test_create_kata_container_job_spec(self, mock_batch_api_cls, _):
+    """Tests that create_kata_container_job generates the correct spec."""
+    mock_batch_api = mock_batch_api_cls.return_value
+    kube_service = service.KubernetesService()
+    # Mock _create_service_account_if_needed
+    kube_service._create_service_account_if_needed = mock.Mock(
+        return_value='untrusted-worker')
+
+    config = service.KubernetesJobConfig(
+        job_type='test-job',
+        docker_image='test-image',
+        command='fuzz',
+        disk_size_gb=10,
+        service_account_email=
+        'untrusted-worker@clusterfuzz-development.iam.gserviceaccount.com',
+        clusterfuzz_release='prod',
+        is_kata=True)
+
+    kube_service.create_kata_container_job(config, 'input_url')
+
+    self.assertTrue(mock_batch_api.create_namespaced_job.called)
+    call_args = mock_batch_api.create_namespaced_job.call_args
+    job_body = call_args.kwargs['body']
+
+    # Check Spec
+    pod_spec = job_body['spec']['template']['spec']
+    container = pod_spec['containers'][0]
+    self.assertEqual(21600, job_body['spec']['activeDeadlineSeconds'])
+
+    # Check capabilities
+    self.assertEqual(['ALL'],
+                     container['securityContext']['capabilities']['add'])
+
+    # Check HOST_UID env var
+    env_names = {e['name']: e['value'] for e in container['env']}
+    self.assertEqual('1337', env_names['HOST_UID'])
+
+    # Check shm size
+    volumes = {v['name']: v for v in pod_spec['volumes']}
+    self.assertEqual('1.9Gi', volumes['dshm']['emptyDir']['sizeLimit'])
+
+    # Check Service Account
+    self.assertEqual('untrusted-worker', pod_spec['serviceAccountName'])
+    kube_service._create_service_account_if_needed.assert_called_with(
+        'untrusted-worker@clusterfuzz-development.iam.gserviceaccount.com')
+
+  @mock.patch('kubernetes.client.BatchV1Api')
+  def test_create_job(self, mock_batch_api_cls, _):
+    """Tests create_job."""
+    mock_batch_api = mock_batch_api_cls.return_value
+    kube_service = service.KubernetesService()
+    kube_service._create_service_account_if_needed = mock.Mock(
+        return_value='test-sa')
+
+    config = service.KubernetesJobConfig(
+        job_type='test-job',
+        docker_image='test-image',
+        command='fuzz',
+        disk_size_gb=10,
+        service_account_email='test-email',
+        clusterfuzz_release='prod',
+        is_kata=False)
+
+    kube_service.create_job(config, 'input_url')
+
+    self.assertTrue(mock_batch_api.create_namespaced_job.called)
+    call_args = mock_batch_api.create_namespaced_job.call_args
+    job_body = call_args.kwargs['body']
+    self.assertEqual(21600, job_body['spec']['activeDeadlineSeconds'])
+
+    # Check Service Account
+    self.assertEqual('test-sa',
+                     job_body['spec']['template']['spec']['serviceAccountName'])
+    kube_service._create_service_account_if_needed.assert_called_with(
+        'test-email')
+
+  @mock.patch(
+      'clusterfuzz._internal.base.tasks.task_utils.get_command_from_module')
+  @mock.patch.object(service.KubernetesService,
+                     'create_uworker_main_batch_jobs')
+  def test_create_uworker_main_batch_job(self, mock_create_batch_jobs,
+                                         mock_get_command, _):
+    """Tests the creation of a single uworker main batch job."""
+    mock_get_command.return_value = 'command'
+    kube_service = service.KubernetesService()
+    kube_service.create_uworker_main_batch_job('module', 'job', 'url')
+
+    self.assertEqual(1, mock_create_batch_jobs.call_count)
+    tasks = mock_create_batch_jobs.call_args[0][0]
+    self.assertEqual(1, len(tasks))
+    self.assertEqual('command', tasks[0].command)
+    self.assertEqual('job', tasks[0].job_type)
+    self.assertEqual('url', tasks[0].input_download_url)
diff --git a/src/clusterfuzz/_internal/tests/core/kubernetes/__init__.py b/src/clusterfuzz/_internal/tests/core/kubernetes/__init__.py
new file mode 100644
index 00000000000..37b43b64d76
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/kubernetes/__init__.py
@@ -0,0 +1,14 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Kubernetes batch client tests."""
diff --git a/src/clusterfuzz/_internal/tests/core/kubernetes/kubernetes_test.py b/src/clusterfuzz/_internal/tests/core/kubernetes/kubernetes_test.py
new file mode 100644
index 00000000000..12e4e6d8929
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/kubernetes/kubernetes_test.py
@@ -0,0 +1,91 @@
+# pylint: disable=protected-access
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Tests for the Kubernetes batch client."""
+import unittest
+import uuid
+
+from clusterfuzz._internal.k8s import service as kubernetes_service
+from clusterfuzz._internal.tests.test_libs import helpers
+
+
+class MockRemoteTask():
+  """Mock RemoteTask for testing."""
+  job_type = 'test-job'
+  docker_image = 'test-image'
+  command = 'fuzz'
+
+
+class KubernetesJobClientTest(unittest.TestCase):
+  """Tests for KubernetesJobClient."""
+
+  def setUp(self):
+    helpers.patch(self, [
+        'clusterfuzz._internal.k8s.service.KubernetesService._load_gke_credentials',
+        'kubernetes.config.load_kube_config',
+        'kubernetes.client.CoreV1Api',
+        'kubernetes.client.BatchV1Api',
+        'uuid.uuid4',
+    ])
+    self.mock.uuid4.return_value = uuid.UUID(
+        'a0b1c2d3-e4f5-6789-0123-456789abcdef')
+    self.job_spec = {
+        'metadata': {
+            'name': 'test-job'
+        },
+        'spec': {
+            'template': {
+                'spec': {
+                    'containers': [{
+                        'name': 'test-container',
+                        'image': 'test-image',
+                        'env': []
+                    }]
+                }
+            }
+        }
+    }
+    self.k8s_client = kubernetes_service.KubernetesService()
+
+  def test_create_job(self):
+    """Tests that create_job works as expected."""
+    input_url = 'url1'
+    remote_task = MockRemoteTask()
+
+    config = kubernetes_service.KubernetesJobConfig(
+        job_type=remote_task.job_type,
+        docker_image=remote_task.docker_image,
+        command=remote_task.command,
+        disk_size_gb=10,
+        service_account_email='test-email',
+        clusterfuzz_release='prod',
+        is_kata=True)
+
+    self.k8s_client.create_job(config, input_url)
+    self.k8s_client._batch_api.create_namespaced_job.assert_called_once()
+    called_args, called_kwargs = self.k8s_client._batch_api.create_namespaced_job.call_args
+    self.assertEqual(called_args, ())
+    job_body = called_kwargs['body']
+    self.assertEqual(job_body['metadata']['name'], 'test-job-a0b1c2d3')
+    self.assertEqual(
+        job_body['spec']['template']['spec']['containers'][0]['image'],
+        'test-image')
+    self.assertIn({
+        'name': 'UWORKER_INPUT_DOWNLOAD_URL',
+        'value': 'url1'
+    }, job_body['spec']['template']['spec']['containers'][0]['env'])
+    self.assertIn({
+        'name': 'CLUSTERFUZZ_RELEASE',
+        'value': 'prod'
+    }, job_body['spec']['template']['spec']['containers'][0]['env'])
diff --git a/src/clusterfuzz/_internal/tests/core/platforms/__init__.py b/src/clusterfuzz/_internal/tests/core/platforms/__init__.py
index ddd71c00285..19f288442b2 100644
--- a/src/clusterfuzz/_internal/tests/core/platforms/__init__.py
+++ b/src/clusterfuzz/_internal/tests/core/platforms/__init__.py
@@ -1,4 +1,4 @@
-# Copyright 2019 Google LLC
+# Copyright 2025 Google LLC
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -11,3 +11,4 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+"""Platforms tests."""
diff --git a/src/clusterfuzz/_internal/tests/core/remote_task/__init__.py b/src/clusterfuzz/_internal/tests/core/remote_task/__init__.py
new file mode 100644
index 00000000000..14cb13c5dbf
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/remote_task/__init__.py
@@ -0,0 +1,14 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Remote task tests."""
diff --git a/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_gate_test.py b/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_gate_test.py
new file mode 100644
index 00000000000..16058f13e0c
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_gate_test.py
@@ -0,0 +1,168 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Tests for the RemoteTaskGate class."""
+
+# pylint: disable=protected-access, unused-argument
+
+import unittest
+from unittest import mock
+
+from clusterfuzz._internal.remote_task import RemoteTask
+from clusterfuzz._internal.remote_task import RemoteTaskGate
+
+
+@mock.patch('clusterfuzz._internal.k8s.service.KubernetesService')
+@mock.patch('clusterfuzz._internal.batch.service.GcpBatchService')
+class RemoteTaskGateTest(unittest.TestCase):
+  """Tests for the RemoteTaskGate class."""
+
+  def test_init(self, mock_gcp_batch_service, mock_kubernetes_service):
+    """Tests that the RemoteTaskGate initializes correctly."""
+    RemoteTaskGate()
+    mock_gcp_batch_service.assert_called_once()
+    mock_kubernetes_service.assert_called_once()
+
+  @mock.patch.object(RemoteTaskGate, '_should_use_kubernetes')
+  def test_create_uworker_main_batch_job_kubernetes(
+      self, mock_should_use_kubernetes, mock_gcp_batch_service,
+      mock_kubernetes_service):
+    """
+    Tests that create_uworker_main_batch_job calls the Kubernetes service
+    when _should_use_kubernetes returns True.
+    """
+    mock_should_use_kubernetes.return_value = True
+    gate = RemoteTaskGate()
+    gate.create_uworker_main_batch_job('module', 'job', 'url')
+    mock_kubernetes_service.return_value.create_uworker_main_batch_job.assert_called_once_with(
+        'module', 'job', 'url')
+    mock_gcp_batch_service.return_value.create_uworker_main_batch_job.assert_not_called(
+    )
+
+  @mock.patch.object(RemoteTaskGate, '_should_use_kubernetes')
+  def test_create_uworker_main_batch_job_gcp_batch(
+      self, mock_should_use_kubernetes, mock_gcp_batch_service,
+      mock_kubernetes_service):
+    """
+    Tests that create_uworker_main_batch_job calls the GCP Batch service
+    when _should_use_kubernetes returns False.
+    """
+    mock_should_use_kubernetes.return_value = False
+    gate = RemoteTaskGate()
+    gate.create_uworker_main_batch_job('module', 'job', 'url')
+    mock_gcp_batch_service.return_value.create_uworker_main_batch_job.assert_called_once_with(
+        'module', 'job', 'url')
+    mock_kubernetes_service.return_value.create_uworker_main_batch_job.assert_not_called(
+    )
+
+  @mock.patch(
+      'clusterfuzz._internal.remote_task.job_frequency.get_job_frequency')
+  @mock.patch('random.random')
+  def test_should_use_kubernetes(self, mock_random, mock_get_job_frequency,
+                                 mock_gcp_batch_service,
+                                 mock_kubernetes_service):
+    """
+    Tests that _should_use_kubernetes returns the correct value based on
+    the configured frequency and a random roll.
+    """
+    mock_get_job_frequency.return_value = {'kubernetes': 0.5}
+    gate = RemoteTaskGate()
+
+    mock_random.return_value = 0.4
+    self.assertTrue(gate._should_use_kubernetes('job'))
+
+    mock_random.return_value = 0.6
+    self.assertFalse(gate._should_use_kubernetes('job'))
+
+  @mock.patch.object(RemoteTaskGate, '_should_use_kubernetes')
+  def test_create_uworker_main_batch_jobs(self, mock_should_use_kubernetes,
+                                          mock_gcp_batch_service,
+                                          mock_kubernetes_service):
+    """
+    Tests that create_uworker_main_batch_jobs correctly routes tasks to
+    the appropriate service when they have different job types (random distribution).
+    """
+    tasks = [
+        RemoteTask('command1', 'job1', 'url1'),
+        RemoteTask('command2', 'job2', 'url2'),
+        RemoteTask('command3', 'job3', 'url3'),
+    ]
+    # different job types -> loop calls _should_use_kubernetes for each
+    mock_should_use_kubernetes.side_effect = [True, False, True]
+    gate = RemoteTaskGate()
+    gate.create_uworker_main_batch_jobs(tasks)
+
+    # tasks[0] (job1) -> k8s
+    # tasks[1] (job2) -> batch
+    # tasks[2] (job3) -> k8s
+
+    # K8s gets tasks[0] and tasks[2]
+    # Since call order depends on dict iteration order which is insertion ordered in Py3.7+,
+    # job1, job2, job3.
+
+    # However, create_uworker_main_batch_jobs aggregates them into lists and calls service once.
+
+    mock_kubernetes_service.return_value.create_uworker_main_batch_jobs.assert_called_once(
+    )
+    k8s_call_args = mock_kubernetes_service.return_value.create_uworker_main_batch_jobs.call_args[
+        0][0]
+    self.assertEqual(len(k8s_call_args), 2)
+    self.assertIn(tasks[0], k8s_call_args)
+    self.assertIn(tasks[2], k8s_call_args)
+
+    mock_gcp_batch_service.return_value.create_uworker_main_batch_jobs.assert_called_once(
+    )
+    batch_call_args = mock_gcp_batch_service.return_value.create_uworker_main_batch_jobs.call_args[
+        0][0]
+    self.assertEqual(len(batch_call_args), 1)
+    self.assertIn(tasks[1], batch_call_args)
+
+  @mock.patch(
+      'clusterfuzz._internal.remote_task.job_frequency.get_job_frequency')
+  def test_create_uworker_main_batch_jobs_slicing(self, mock_get_job_frequency,
+                                                  mock_gcp_batch_service,
+                                                  mock_kubernetes_service):
+    """
+    Tests that create_uworker_main_batch_jobs correctly routes tasks using
+    deterministic slicing when tasks share the same job type.
+    """
+    # 4 tasks with same job type
+    tasks = [
+        RemoteTask('command', 'job1', 'url1'),
+        RemoteTask('command', 'job1', 'url2'),
+        RemoteTask('command', 'job1', 'url3'),
+        RemoteTask('command', 'job1', 'url4'),
+    ]
+
+    # 50% split
+    mock_get_job_frequency.return_value = {'kubernetes': 0.5, 'gcp_batch': 0.5}
+
+    gate = RemoteTaskGate()
+    gate.create_uworker_main_batch_jobs(tasks)
+
+    # 4 * 0.5 = 2 tasks for k8s.
+    # The code takes the first chunk for k8s.
+
+    mock_kubernetes_service.return_value.create_uworker_main_batch_jobs.assert_called_once(
+    )
+    k8s_call_args = mock_kubernetes_service.return_value.create_uworker_main_batch_jobs.call_args[
+        0][0]
+    self.assertEqual(len(k8s_call_args), 2)
+    self.assertEqual(k8s_call_args, tasks[:2])
+
+    mock_gcp_batch_service.return_value.create_uworker_main_batch_jobs.assert_called_once(
+    )
+    batch_call_args = mock_gcp_batch_service.return_value.create_uworker_main_batch_jobs.call_args[
+        0][0]
+    self.assertEqual(len(batch_call_args), 2)
+    self.assertEqual(batch_call_args, tasks[2:])
diff --git a/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_test.py b/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_test.py
new file mode 100644
index 00000000000..3e29ef2cb6e
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_test.py
@@ -0,0 +1,79 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Tests for remote_task."""
+
+import unittest
+from unittest import mock
+
+from clusterfuzz._internal.k8s import service as k8s_service
+from clusterfuzz._internal.remote_task import RemoteTask
+from clusterfuzz._internal.remote_task import RemoteTaskGate
+from clusterfuzz._internal.tests.test_libs import test_utils
+
+
+@test_utils.with_cloud_emulators('datastore')
+class RemoteTaskGateTest(unittest.TestCase):
+  """Tests for RemoteTaskGate."""
+
+  def setUp(self):
+    self.gate = RemoteTaskGate()
+
+  @mock.patch(
+      'clusterfuzz._internal.remote_task.job_frequency.get_job_frequency')
+  @mock.patch.object(k8s_service.KubernetesService,
+                     'create_uworker_main_batch_jobs')
+  @mock.patch(
+      'clusterfuzz._internal.batch.service.GcpBatchService.create_uworker_main_batch_jobs'
+  )
+  def test_create_uworker_main_batch_jobs_k8s_limit_reached(
+      self, mock_gcp_create, mock_k8s_create, mock_get_frequency):
+    """Test delegation when K8s limit is reached (handled by service)."""
+    # Setup tasks to go to Kubernetes
+    mock_get_frequency.return_value = {'kubernetes': 1.0}
+
+    task = RemoteTask('fuzz', 'job1', 'url1')
+
+    # Simulate K8s service returning empty list (limit reached)
+    mock_k8s_create.return_value = []
+
+    result = self.gate.create_uworker_main_batch_jobs([task])
+
+    # Verify K8s was attempted
+    self.assertTrue(mock_k8s_create.called)
+
+    # Verify GCP was NOT attempted
+    self.assertFalse(mock_gcp_create.called)
+
+    # Verify result is empty list
+    self.assertEqual(result, [])
+
+  @mock.patch(
+      'clusterfuzz._internal.remote_task.job_frequency.get_job_frequency')
+  @mock.patch.object(k8s_service.KubernetesService,
+                     'create_uworker_main_batch_jobs')
+  @mock.patch(
+      'clusterfuzz._internal.batch.service.GcpBatchService.create_uworker_main_batch_jobs'
+  )
+  def test_create_uworker_main_batch_jobs_success(
+      self, mock_gcp_create, mock_k8s_create, mock_get_frequency):
+    """Test successful creation."""
+    mock_get_frequency.return_value = {'kubernetes': 1.0}
+    mock_pubsub_task = mock.Mock()
+    mock_pubsub_task.do_not_ack = False
+    task = RemoteTask('fuzz', 'job1', 'url1', pubsub_task=mock_pubsub_task)
+
+    self.gate.create_uworker_main_batch_jobs([task])
+
+    self.assertTrue(mock_k8s_create.called)
+    self.assertFalse(mock_pubsub_task.do_not_ack)
diff --git a/src/local/butler/clean_jobs.py b/src/local/butler/clean_jobs.py
new file mode 100644
index 00000000000..e5abc959ada
--- /dev/null
+++ b/src/local/butler/clean_jobs.py
@@ -0,0 +1,118 @@
+# Copyright 2025 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"clean_jobs.py cleans up pending kubernetes jobs."
+
+import datetime
+
+from local.butler import common
+
+
+def execute(args):
+  """Run the clean_jobs command."""
+  # Currently config_dir is unused but required by the argument parser for consistency.
+  del args
+
+  namespace = 'default'
+
+  while True:
+    print(f'Listing pending jobs in namespace \'{namespace}\'...')
+
+    # Get list of pending jobs by checking for pending pods.
+    # We filter pods with status.phase=Pending and get their owner Job name.
+    pending_cmd = (
+        "kubectl get pods -n {namespace} "
+        "--field-selector=status.phase=Pending "
+        "-o jsonpath='{{range .items[*]}}{{.metadata.ownerReferences[?(@.kind==\"Job\")].name}}{{\"\\n\"}}{{end}}'"
+    ).format(namespace=namespace)
+
+    return_code, output = common.execute(pending_cmd, print_output=False)
+    if return_code != 0:
+      print('Failed to list pending pods. Ensure kubectl is configured.')
+      return return_code
+
+    jobs = output.decode('utf-8').strip()
+    job_list = []
+    if jobs:
+      # Filter empty strings and deduplicate
+      job_list = list(set([j.strip() for j in jobs.split('\n') if j.strip()]))
+
+    # Get running pods older than 6 hours
+    print(
+        f'Listing running jobs older than 6 hours in namespace \'{namespace}\'...'
+    )
+    running_cmd = (
+        "kubectl get pods -n {namespace} "
+        "--field-selector=status.phase=Running "
+        "-o jsonpath='{{range .items[*]}}{{.metadata.creationTimestamp}},{{.metadata.ownerReferences[?(@.kind==\"Job\")].name}}{{\"\\n\"}}{{end}}'"
+    ).format(namespace=namespace)
+
+    return_code, output = common.execute(running_cmd, print_output=False)
+    if return_code != 0:
+      print('Failed to list running pods. Ensure kubectl is configured.')
+      return return_code
+
+    running_pods = output.decode('utf-8').strip()
+    if running_pods:
+      now = datetime.datetime.utcnow()
+      cutoff_time = now - datetime.timedelta(hours=6)
+
+      for line in running_pods.split('\n'):
+        if not line.strip():
+          continue
+
+        parts = line.strip().split(',')
+        if len(parts) != 2:
+          continue
+
+        creation_timestamp_str, job_name = parts
+        # Format from kubernetes: 2023-10-27T10:00:00Z
+        try:
+          creation_time = datetime.datetime.strptime(creation_timestamp_str,
+                                                     "%Y-%m-%dT%H:%M:%SZ")
+        except ValueError:
+          print(f"Error parsing date: {creation_timestamp_str}")
+          continue
+
+        if creation_time < cutoff_time:
+          if job_name:
+            job_list.append(job_name)
+
+    # Deduplicate combined list
+    job_list = list(set(job_list))
+    job_count = len(job_list)
+    print(f'Found {job_count} jobs to delete (pending + old running).')
+
+    if job_count < 500:
+      print('Job count is under 500. Exiting.')
+      break
+
+    # Process in batches
+    batch_size = 500
+    for i in range(0, job_count, batch_size):
+      batch = job_list[i:i + batch_size]
+      print(f'Deleting batch of {len(batch)} jobs...')
+
+      # We join with spaces for the command
+      delete_cmd = f'kubectl delete jobs -n {namespace} ' + ' '.join(batch)
+
+      # Use execute but we need to handle potential line length issues.
+      # common.execute uses shell=True.
+      # If the command is too long, it will fail.
+      # 500 jobs * 50 chars avg = 25000 chars.
+      # Linux ARG_MAX is usually huge (2MB), so 25KB is fine.
+
+      common.execute(delete_cmd)
+
+  print('Finished deleting jobs.')
+  return 0
diff --git a/src/local/butler/scripts/run_remote_task.py b/src/local/butler/scripts/run_remote_task.py
index ac0dbf49627..4b4ee08c690 100644
--- a/src/local/butler/scripts/run_remote_task.py
+++ b/src/local/butler/scripts/run_remote_task.py
@@ -17,6 +17,8 @@
 
 from clusterfuzz._internal.base import tasks
 from clusterfuzz._internal.metrics import monitoring_metrics
+from clusterfuzz._internal.remote_task import RemoteTask
+from clusterfuzz._internal.remote_task import RemoteTaskGate
 from clusterfuzz._internal.system import environment
 
 
@@ -35,22 +37,25 @@ def lease_all_tasks(task_list):
 
 def schedule_utask_mains():
   """Schedules utask_mains from preprocessed utasks on Google Cloud Batch."""
-  from clusterfuzz._internal.google_cloud_utils import batch
 
   print('Attempting to combine batch tasks.')
   utask_mains = tasks.get_utask_mains()
   if not utask_mains:
     print('No utask mains.')
-    return []  # Return an empty list for consistency.
+    return []
 
   print(f'Combining {len(utask_mains)} batch tasks.')
-
+  # utask_mains = utask_mains[:5]
+  results = []
   with lease_all_tasks(utask_mains):
     batch_tasks = [
-        batch.BatchTask(task.command, task.job, task.argument)
+        RemoteTask(task.command, task.job, task.argument)
         for task in utask_mains
     ]
-    return batch.create_uworker_main_batch_jobs(batch_tasks)
+
+    results = RemoteTaskGate().create_uworker_main_batch_jobs(batch_tasks)
+  print('Created jobs:', results)
+  return results
 
 
 def execute(*args, **kwargs):  # pylint: disable=unused-argument
diff --git a/src/platform_requirements.txt b/src/platform_requirements.txt
index 6732d4dd9ac..eeb19228808 100644
--- a/src/platform_requirements.txt
+++ b/src/platform_requirements.txt
@@ -1,3 +1,4 @@
 grpcio==1.62.2
+kubernetes==34.1.0
 protobuf==4.23.4
 psutil==5.9.4
\ No newline at end of file
diff --git a/src/python/bot/startup/run_bot.py b/src/python/bot/startup/run_bot.py
index f36a5f7a8c0..849609736c8 100644
--- a/src/python/bot/startup/run_bot.py
+++ b/src/python/bot/startup/run_bot.py
@@ -17,6 +17,8 @@
 # to be able to import dependencies directly, but we must store these in
 # subdirectories of common so that they are shared with App Engine.
 from clusterfuzz._internal.base import modules
+from clusterfuzz._internal.remote_task import RemoteTask
+from clusterfuzz._internal.remote_task import RemoteTaskGate
 
 modules.fix_module_search_paths()
 
@@ -86,7 +88,6 @@ def lease_all_tasks(task_list):
 
 def schedule_utask_mains():
   """Schedules utask_mains from preprocessed utasks on Google Cloud Batch."""
-  from clusterfuzz._internal.google_cloud_utils import batch
 
   logs.info('Attempting to combine batch tasks.')
   utask_mains = tasks.get_utask_mains()
@@ -98,10 +99,10 @@ def schedule_utask_mains():
 
   with lease_all_tasks(utask_mains):
     batch_tasks = [
-        batch.BatchTask(task.command, task.job, task.argument)
+        RemoteTask(task.command, task.job, task.argument, pubsub_task=task)
         for task in utask_mains
     ]
-    batch.create_uworker_main_batch_jobs(batch_tasks)
+    RemoteTaskGate().create_uworker_main_batch_jobs(batch_tasks)
 
 
 def task_loop():
diff --git a/src/setup.py b/src/setup.py
index 65059382788..e9e7cba3257 100644
--- a/src/setup.py
+++ b/src/setup.py
@@ -45,6 +45,7 @@
         'google-cloud-storage',
         'grpcio',
         'httplib2',
+        'kubernetes==34.1.0',
         'mozprocess',
         'oauth2client',
         'protobuf',