diff --git a/.github/workflows/kubernetes-e2e-tests.yaml b/.github/workflows/kubernetes-e2e-tests.yaml
new file mode 100644
index 00000000000..7624e9f8469
--- /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@v4
+      - 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@v4
+        with:
+          java-version: '21'
+          distribution: 'temurin'
+
+      - name: Run Kubernetes e2e tests
+        run: ./local/tests/kubernetes_e2e_test.bash
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/src/Pipfile b/src/Pipfile
index f462d19f732..2a3efcb090f 100644
--- a/src/Pipfile
+++ b/src/Pipfile
@@ -27,6 +27,8 @@ google-crc32c = "==1.5.0"
 grpcio = "==1.62.2"
 httplib2 = "==0.19.0"
 jira = "==2.0.0"
+Jinja2 = "==3.1.4"
+kubernetes = "==34.1.0"
 mozprocess = "==1.3.1"
 oauth2client = "==4.1.3"
 psutil = "==5.9.4"
@@ -34,7 +36,7 @@ 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"
@@ -49,7 +51,6 @@ charset-normalizer = "==3.3.2"
 firebase-admin = "==6.2.0"
 Flask = "==2.2.2"
 itsdangerous = "==2.0.1"
-Jinja2 = "==3.1.4"
 PyJWT = "==2.7.0"
 requests-toolbelt = "==0.9.1"
 werkzeug = "==2.2.2"
diff --git a/src/Pipfile.lock b/src/Pipfile.lock
index 637b11c3d43..e0891e25016 100644
--- a/src/Pipfile.lock
+++ b/src/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "34863be9ebbc59b6df81493d51760b6aaf0648d8029638fd65cf0915139cb0dd"
+            "sha256": "3c4997a996de56b08da9534d8179e1e1c23b386e88a8b4c71443f2588f39c7cd"
         },
         "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",
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-                "sha256:777704c1d7655b802c7850255639672e90e81ad6fa42b99ce5ed3fbf45e338dd",
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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 @@
                 "sha256:f102a7230dd201236e1e2804d4ca025995bd2141887df8a95a64cc419b33b476"
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@@ -506,6 +552,7 @@
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@@ -514,6 +561,7 @@
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         "google-cloud-logging": {
@@ -522,6 +570,7 @@
                 "sha256:6beb843cb88a9bc2f6df94ce69048243ebb360ee06979f5311ea7a0ec09bd097"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==3.6.0"
         },
         "google-cloud-monitoring": {
@@ -530,6 +579,7 @@
                 "sha256:4394e5e031f30d622a24739678ec48a45400ead94af9a6032cbff7f66194dc12"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.15.1"
         },
         "google-cloud-ndb": {
@@ -538,6 +588,7 @@
                 "sha256:e849b48c984f31616e99e1fcc797d1deb1d883a6f38f58f77768b814fb84b57e"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.2.1"
         },
         "google-cloud-profiler": {
@@ -553,6 +604,7 @@
                 "sha256:8254e2960c06a8dc91aeac3c894afba0893a674582f0e0ecfc22f894e6173c2f"
             ],
             "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": {
             "hashes": [
@@ -719,6 +776,7 @@
                 "sha256:fa63245271920786f4cb44dcada4983a3516be8f470924528cf658731864c14b"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==1.62.2"
         },
         "grpcio-status": {
@@ -743,6 +801,15 @@
             ],
             "version": "==2.8"
         },
+        "jinja2": {
+            "hashes": [
+                "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369",
+                "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==3.1.4"
+        },
         "jira": {
             "hashes": [
                 "sha256:9adeead4d5f5a6aff74c630787f8bd2d4b0e154f3a3036641298064e91b2d25d",
@@ -751,6 +818,110 @@
             "index": "pypi",
             "version": "==2.0.0"
         },
+        "kubernetes": {
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+            "version": "==34.1.0"
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         "mozfile": {
             "hashes": [
                 "sha256:3b0afcda2fa8b802ef657df80a56f21619008f61fcc14b756124028d7b7adf5c",
@@ -775,113 +946,155 @@
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@@ -896,131 +1109,155 @@
                 "signedtoken"
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-            "version": "==1.5.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.6.0"
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@@ -1131,6 +1388,7 @@
                 "sha256:ea252b38c87425b64116f808355e8da644ef9b07e429398bfece610f893ee2e0"
             ],
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             "version": "==22.0.0"
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@@ -1147,6 +1405,7 @@
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             "version": "==2.8.1"
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@@ -1167,49 +1426,61 @@
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             "index": "pypi",
-            "version": "==6.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==6.0.1"
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             "hashes": [
@@ -1217,6 +1488,7 @@
                 "sha256:e2b03db868160ee4591de3cb90d40ebb50a90dd302138775937f6a42b7ed183c"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==4.6.0"
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@@ -1225,6 +1497,7 @@
                 "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-oauthlib": {
@@ -1261,11 +1534,11 @@
         },
         "setuptools": {
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-                "sha256:6cdc8cb9a7d590b237dbe4493614a9b75d0559b888047c1f67d49ba50fc3edb2"
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-            "version": "==80.4.0"
+            "version": "==80.9.0"
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         "six": {
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@@ -1277,11 +1550,11 @@
         },
         "uritemplate": {
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-            "markers": "python_version >= '3.6'",
-            "version": "==4.1.1"
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@@ -1291,6 +1564,14 @@
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             "version": "==1.24.3"
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+        "websocket-client": {
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@@ -1365,127 +1646,154 @@
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             ],
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-            "version": "==1.20.0"
+            "version": "==1.22.0"
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     "develop": {
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-            "markers": "python_version >= '3.9'",
-            "version": "==0.14.3"
+            "markers": "python_version >= '3.10'",
+            "version": "==0.14.4"
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@@ -1501,6 +1809,7 @@
                 "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"
             ],
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@@ -1573,6 +1882,13 @@
             "index": "pypi",
             "version": "==1.15.1"
         },
+        "chardet": {
+            "hashes": [
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@@ -1667,15 +1983,16 @@
                 "sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561"
             ],
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+            "markers": "python_full_version >= '3.7.0'",
             "version": "==3.3.2"
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-                "sha256:f5452aeddd9988eefa20f90f05ab66f17fce1ee2a36907fd30b05bbb5953814d"
+                "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a",
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-            "version": "==8.2.0"
+            "version": "==8.3.1"
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@@ -1703,6 +2020,7 @@
                 "sha256:f8c0a6e9e1dd3eb0414ba320f85da6b0dcbd543126e30fcc546e7372a7fbf3b9"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==37.0.4"
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@@ -1711,6 +2029,7 @@
                 "sha256:e3c42351fb6194d7279a6fd9209a947005fb4ee7e9037d19762e6cb3da4a82e1"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==6.2.0"
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@@ -1719,14 +2038,19 @@
                 "sha256:b9c46cc36662a7949f34b52d8ec7bb59c0d74ba08ba6cb9ce9adc1d8676d9526"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.2.2"
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         "google-api-core": {
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+                "grpc"
+            ],
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                 "sha256:d92a5a92dc36dd4f4b9ee4e55528a90e432b059f93aee6ad857f9de8cc7ae94a"
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             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.11.1"
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@@ -1735,6 +2059,7 @@
                 "sha256:f34abb671afd488bd19d30721ea20fb30d3796ddd825d6f91f26d8c718a9f07d"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.93.0"
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@@ -1743,14 +2068,16 @@
                 "sha256:d61d1b40897407b574da67da1a833bdc10d5a11642566e506565d1b1a46ba873"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.6'",
             "version": "==2.22.0"
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         "google-auth-httplib2": {
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-                "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"
+                "sha256:177898a0175252480d5ed916aeea183c2df87c1f9c26705d74ae6b951c268b0b",
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-            "version": "==0.2.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==0.3.0"
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@@ -1758,15 +2085,16 @@
                 "sha256:fbd11cad3e98a7e5b0343dc07cb1039a5ffd7a5bb96e1f1e27cee4bda4a90863"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.3.3"
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         "google-cloud-firestore": {
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-                "sha256:0ad2e33fa7da0ba8fb7ccc324f91d3f57866b770e24840bd62f6a272f747c5f9",
-                "sha256:0ff7b4c66e3ad2fe00f7d5d8c15127bf4ff8b316c6e4eb635ac51d9a9bcd828b"
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-            "version": "==2.20.2"
+            "version": "==2.23.0"
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@@ -1774,6 +2102,7 @@
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             ],
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+            "markers": "python_version >= '3.7'",
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@@ -1848,23 +2177,27 @@
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             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==1.5.0"
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-                "sha256:5280aed4629f2b60b847b0d42f9857fd4935c11af266744df33d8074cae92fe0"
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-            "version": "==2.7.2"
+            "version": "==2.8.0"
         },
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@@ -1924,6 +2257,7 @@
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@@ -1954,6 +2288,7 @@
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+                "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": [
@@ -2126,15 +2497,16 @@
                 "sha256:fee88269a090ada09ca63551bf2f573eb2424035bcf2cb1b121895b01a46594a"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==4.23.4"
         },
         "pyasn1": {
             "hashes": [
-                "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629",
-                "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"
+                "sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf",
+                "sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.6.1"
+            "version": "==0.6.2"
         },
         "pyasn1-modules": {
             "hashes": [
@@ -2146,11 +2518,11 @@
         },
         "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 +2546,7 @@
                 "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 +2565,21 @@
             "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 +2595,7 @@
                 "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..7ee875dacf4 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)',
@@ -548,9 +554,9 @@ def lease(self, _event=None):  # pylint: disable=arguments-differ
     finally:
       _event.set()
       leaser_thread.join()
-
+    
     # If we get here the task succeeded in running. Acknowledge the message.
-    self._pubsub_message.ack()
+    self._pubsub_message.ack()  
     track_task_end()
 
   def dont_retry(self):
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..dd853c1fcf5 100644
--- a/src/clusterfuzz/_internal/batch/service.py
+++ b/src/clusterfuzz/_internal/batch/service.py
@@ -18,24 +18,172 @@
 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 remote_task_types
 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',
+])
+
+WeightedSubconfig = collections.namedtuple('WeightedSubconfig',
+                                           ['name', 'weight'])
+
 # 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.remote_task_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 +197,14 @@ 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(
+        [remote_task_types.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[remote_task_types.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}
@@ -65,7 +214,7 @@ def _get_config_names(batch_tasks: List[BatchTask]):
   config_map = {}
   for task in batch_tasks:
     if task.job_type not in job_map:
-      logs.error(f"{task.job_type} doesn't exist.")
+      logs.error(f'{task.job_type} doesn\'t exist.')
       continue
     if task.command == 'fuzz':
       suffix = '-PREEMPTIBLE-UNPRIVILEGED'
@@ -93,15 +242,6 @@ 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'])
-
-
 def _get_subconfig(batch_config, instance_spec):
   # TODO(metzman): Make this pick one at random or based on conditions.
   all_subconfigs = batch_config.get('subconfigs', {})
@@ -114,7 +254,8 @@ 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[remote_task_types.RemoteTask]) -> Dict:
   """Gets the configured specifications for a batch workload."""
   if not batch_tasks:
     return {}
@@ -148,7 +289,7 @@ 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 +323,7 @@ def _get_specs_from_config(batch_tasks) -> Dict:
   return specs
 
 
-class BatchService:
+class GcpBatchService(remote_task_types.RemoteTaskInterface):
   """A high-level service for creating and managing remote tasks.
   
   This service provides a simple interface for scheduling ClusterFuzz tasks on
@@ -190,20 +331,58 @@ class BatchService:
   provides a way to check if a task is configured to run remotely.
   """
 
-  def __init__(self):
-    self._client = GcpBatchClient()
-
-  def create_uworker_main_batch_job(self, module: str, job_type: str,
-                                    input_download_url: str):
+  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_utask_main_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)]
-    result = self.create_uworker_main_batch_jobs(batch_tasks)
+    batch_tasks = [
+        remote_task_types.RemoteTask(command, job_type, input_download_url)
+    ]
+    result = self.create_utask_main_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_utask_main_jobs(self,
+                             remote_tasks: List[remote_task_types.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 +390,11 @@ 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 +403,6 @@ 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/tests/core/google_cloud_utils/use_batch.py b/src/clusterfuzz/_internal/batch/use_batch.py
similarity index 97%
rename from src/clusterfuzz/_internal/tests/core/google_cloud_utils/use_batch.py
rename to src/clusterfuzz/_internal/batch/use_batch.py
index 783f04a772b..12585a7fb41 100644
--- a/src/clusterfuzz/_internal/tests/core/google_cloud_utils/use_batch.py
+++ b/src/clusterfuzz/_internal/batch/use_batch.py
@@ -43,4 +43,4 @@ def _send_test_job(_=None, get_config_directory=None, get_job=None):
       batch.BatchTask('variant', 'libfuzzer_chrome_asan', 'https://fake/')
       for _ in range(10)
   ]
-  batch.create_uworker_main_batch_jobs(tasks)
+  batch.create_utask_main_jobs(tasks)
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..e15966b61bf 100644
--- a/src/clusterfuzz/_internal/datastore/data_types.py
+++ b/src/clusterfuzz/_internal/datastore/data_types.py
@@ -1803,3 +1803,11 @@ 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()
+  string_value = ndb.StringProperty()
diff --git a/src/clusterfuzz/_internal/datastore/feature_flags.py b/src/clusterfuzz/_internal/datastore/feature_flags.py
new file mode 100644
index 00000000000..07c0dcff878
--- /dev/null
+++ b/src/clusterfuzz/_internal/datastore/feature_flags.py
@@ -0,0 +1,69 @@
+# Copyright 2026 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 the 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 the feature flag content."""
+    flag = self.flag
+    if not flag or flag.value is None:
+      return None
+    return flag.value
+
+  @property
+  def description(self):
+    """Get the feature flag description."""
+    flag = self.flag
+    if not flag or flag.description is None:
+      return ''
+    return flag.description
+
+  @property
+  def string_value(self):
+    """Get the feature flag string value."""
+    flag = self.flag
+    if not flag or flag.string_value is None:
+      return ''
+    return flag.string_value
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/__init__.py b/src/clusterfuzz/_internal/k8s/__init__.py
new file mode 100644
index 00000000000..f179fd0a5b0
--- /dev/null
+++ b/src/clusterfuzz/_internal/k8s/__init__.py
@@ -0,0 +1,14 @@
+# Copyright 2026 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/job_template.yaml b/src/clusterfuzz/_internal/k8s/job_template.yaml
new file mode 100644
index 00000000000..5d54de49df0
--- /dev/null
+++ b/src/clusterfuzz/_internal/k8s/job_template.yaml
@@ -0,0 +1,93 @@
+# Copyright 2026 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.
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: "{{job_name}}"
+  labels:
+    task_name: "{{task_name}}"
+    job_name: "{{clusterfuzz_job_name}}"
+spec:
+  ttlSecondsAfterFinished: 100
+  activeDeadlineSeconds: {{active_deadline_seconds}}
+  template:
+    metadata:
+      labels:
+        task_name: "{{task_name}}"
+        job_name: "{{clusterfuzz_job_name}}"
+        {% if is_kata %}
+        app.kubernetes.io/name: clusterfuzz-kata-job
+        {% endif %}
+    spec:
+      {% if is_kata %}
+      runtimeClassName: kata
+      {% endif %}
+      dnsPolicy: ClusterFirstWithHostNet
+      serviceAccountName: "{{service_account_name}}"
+      containers:
+      - name: "{{job_name}}"
+        image: "{{docker_image}}"
+        imagePullPolicy: IfNotPresent
+        lifecycle:
+          postStart:
+            exec:
+              command:
+              - /bin/sh
+              - -c
+              - mkdir -p /tmp/.X11-unix && chmod 1777 /tmp/.X11-unix
+        resources:
+          requests:
+            cpu: '2'
+            memory: 3.75Gi
+          limits:
+            cpu: '2'
+            memory: 3.75Gi
+        env:
+        - name: HOST_UID
+          value: '1337'
+        - name: CLUSTERFUZZ_RELEASE
+          value: "{{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
+      {% if is_kata %}
+      nodeSelector:
+        cloud.google.com/gke-nodepool: kata-enabled-pool
+      {% endif %}
+      restartPolicy: "{{restart_policy}}"
+  backoffLimit: 0
\ No newline at end of file
diff --git a/src/clusterfuzz/_internal/k8s/service.py b/src/clusterfuzz/_internal/k8s/service.py
new file mode 100644
index 00000000000..55445f3c0bb
--- /dev/null
+++ b/src/clusterfuzz/_internal/k8s/service.py
@@ -0,0 +1,310 @@
+# 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
+import typing
+import uuid
+
+import google.auth
+from google.auth.transport import requests as google_requests
+from googleapiclient import discovery
+import jinja2
+from kubernetes import client as k8s_client
+import yaml
+
+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 remote_task_types
+from clusterfuzz._internal.system import environment
+
+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: typing.List[remote_task_types.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: typing.List[remote_task_types.RemoteTask]
+) -> typing.Dict[typing.Tuple[str, str], KubernetesJobConfig]:
+  """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 = f'cf-job-{str(uuid.uuid4())}'
+  job_name = job_name.lower()
+
+  # Set up Jinja2 environment and load the template.
+  template_dir = os.path.dirname(__file__)
+  jinja_env = jinja2.Environment(loader=jinja2.FileSystemLoader(template_dir))
+  template = jinja_env.get_template('job_template.yaml')
+
+  # Define the context with all the dynamic values.
+  context = {
+      'job_name': job_name,
+      'active_deadline_seconds': tasks.get_task_duration(config.command),
+      'service_account_name': service_account_name,
+      'docker_image': config.docker_image,
+      'clusterfuzz_release': config.clusterfuzz_release,
+      'input_url': input_url,
+      'is_kata': config.is_kata,
+      'task_name': config.command,
+      'clusterfuzz_job_name': config.job_type,
+      'restart_policy': 'Never' if config.command == 'fuzz' else 'OnFailure'
+  }
+
+  # Render the template and load as YAML.
+  rendered_spec = template.render(context)
+  return yaml.safe_load(rendered_spec)
+
+
+class KubernetesService(remote_task_types.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()
+    service = discovery.build('container', 'v1', credentials=credentials)
+    parent = f"projects/{project}/locations/-"
+
+    try:
+      # pylint: disable=no-member
+      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}")
+      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_utask_main_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 = [
+        remote_task_types.RemoteTask(command, job_type, input_download_url)
+    ]
+    result = self.create_utask_main_jobs(batch_tasks)
+
+    if result is None:
+      return result
+    return result[0]
+
+  def create_utask_main_jobs(
+      self, remote_tasks: typing.List[remote_task_types.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.
+    """
+    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():
+      for input_url in input_urls:
+        jobs.append(self.create_job(config, input_url))
+
+    return jobs
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..a623b04d045 100644
--- a/src/clusterfuzz/_internal/remote_task/__init__.py
+++ b/src/clusterfuzz/_internal/remote_task/__init__.py
@@ -11,30 +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.
-"""Remote task interface.
-
-This module defines the interface for a remote task execution client. This
-abstraction allows ClusterFuzz to support multiple remote execution
-environments, such as GCP Batch and Kubernetes, without tightly coupling
-the task creation logic to a specific implementation.
-"""
-import abc
-
-
-class RemoteTaskInterface(abc.ABC):
-  """Interface for a remote task execution client.
-  
-  This interface defines the contract for a client that can create and manage
-  remote jobs. Each client is responsible for translating a ClusterFuzz task
-  specification into a job that can be executed in its target environment.
-  """
-
-  @abc.abstractmethod
-  def create_job(self, spec, input_urls):
-    """Creates a remote 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.
-    """
-    raise NotImplementedError
+"""Remote task package."""
diff --git a/src/clusterfuzz/_internal/remote_task/remote_task_adapters.py b/src/clusterfuzz/_internal/remote_task/remote_task_adapters.py
new file mode 100644
index 00000000000..58ee205ecf9
--- /dev/null
+++ b/src/clusterfuzz/_internal/remote_task/remote_task_adapters.py
@@ -0,0 +1,44 @@
+# 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 adapters."""
+
+from enum import Enum
+
+from clusterfuzz._internal.batch import service as batch_service
+from clusterfuzz._internal.datastore import feature_flags
+from clusterfuzz._internal.k8s import service as k8s_service
+
+
+class RemoteTaskAdapters(Enum):
+  """Defines the supported remote task execution backends.
+
+  This enum serves as the single source of truth for all supported remote
+  execution platforms. Each member represents a different backend and holds
+  the necessary configuration for it.
+
+  Attributes:
+    id: A unique string identifier for the adapter (e.g., 'kubernetes').
+    service: The service class responsible for interacting with the backend.
+    feature_flag: The feature flag that controls the frequency of this backend.
+    default_weight: The default frequency if the feature flag is not set.
+  """
+  KUBERNETES = ('kubernetes', k8s_service.KubernetesService,
+                feature_flags.FeatureFlags.K8S_JOBS_FREQUENCY, 0.0)
+  GCP_BATCH = ('gcp_batch', batch_service.GcpBatchService, None, 1.0)
+
+  def __init__(self, adapter_id, service, feature_flag, default_weight):
+    self.id = adapter_id
+    self.feature_flag = feature_flag
+    self.default_weight = default_weight
+    self.service = service
diff --git a/src/clusterfuzz/_internal/remote_task/remote_task_gate.py b/src/clusterfuzz/_internal/remote_task/remote_task_gate.py
new file mode 100644
index 00000000000..802f2bccfc2
--- /dev/null
+++ b/src/clusterfuzz/_internal/remote_task/remote_task_gate.py
@@ -0,0 +1,158 @@
+# 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 interface.
+
+This module defines the interface for a remote task execution client. This
+abstraction allows ClusterFuzz to support multiple remote execution
+environments, such as GCP Batch and Kubernetes, without tightly coupling
+the task creation logic to a specific implementation.
+"""
+
+import collections
+import random
+from typing import List
+
+from clusterfuzz._internal.metrics import logs
+from clusterfuzz._internal.remote_task import remote_task_adapters
+from clusterfuzz._internal.remote_task import remote_task_types
+
+
+class RemoteTaskGate(remote_task_types.RemoteTaskInterface):
+  """A generic dispatcher for remote task execution.
+
+  This class acts as a high-level manager that abstracts away the specific
+  details of the underlying remote execution backends. It uses the frequencies
+  defined in this module to dynamically choose a backend for each task,
+  allowing for flexible distribution and A/B testing.
+  """
+
+  def __init__(self):
+    # Instantiate and cache the service clients for each defined adapter.
+    self._service_map = {
+        adapter.id: adapter.service()
+        for adapter in remote_task_adapters.RemoteTaskAdapters
+    }
+    self._adapters = remote_task_adapters.RemoteTaskAdapters
+
+  def _get_adapter(self) -> str:
+    """Performs a weighted random choice to select a remote backend.
+
+    This method is used when creating a single task, ensuring that the
+    distribution of tasks over time aligns with the configured frequencies.
+    """
+    frequencies = self.get_job_frequency()
+    population = list(frequencies.keys())
+    weights = list(frequencies.values())
+    return random.choices(population, weights)[0]
+
+  def get_job_frequency(self):
+    """Returns the frequency distribution for all remote task adapters.
+
+    This function calculates the proportion of tasks that should be sent to each
+    remote backend defined in the `RemoteTaskAdapters` enum. The calculation
+    is based on feature flags, default weights, and ensures the total
+    distribution sums to 1.0.
+
+    The order of adapters in the enum matters, as this function processes them
+    sequentially, and any remaining weight to sum to 1.0 is assigned to the
+    last adapter.
+
+    Returns:
+      A dictionary mapping each adapter's ID (e.g., 'gcp_batch') to its
+      calculated frequency (a float between 0.0 and 1.0).
+    """
+    frequencies = {adapter.id: 0.0 for adapter in self._adapters}
+    total_weight = 0.0
+
+    for adapter in self._adapters:
+      default_weight = adapter.default_weight
+      feature_flag = adapter.feature_flag
+      weight = default_weight
+
+      # A feature flag can override the default weight for an adapter, allowing
+      # for dynamic adjustments to task distribution.
+      if (feature_flag and feature_flag.enabled and
+          isinstance(feature_flag.content, float)):
+        feature_flag_weight = feature_flag.content
+        if 0 <= feature_flag_weight <= 1:
+          weight = feature_flag_weight
+
+      if total_weight >= 1.0 and weight > 0.0:
+        logs.warning(
+            'Total weight for jobs frequency bigger than 1.0. Adapter starving',
+            adapter=adapter.id)
+        break
+
+      # Ensure the cumulative weight does not exceed 1.0. If adding the
+      # current weight would push the total over, we cap it.
+      if weight + total_weight > 1.0:
+        weight = 1.0 - total_weight
+
+      total_weight += weight
+      frequencies[adapter.id] = weight if weight >= 0 else 0.0
+
+    logs.info('Job frequencies', frequencies=frequencies)
+    return frequencies
+
+  def create_utask_main_job(self, module, job_type, input_download_url):
+    adapter_id = self._get_adapter()
+    service = self._service_map[adapter_id]
+    return service.create_utask_main_job(module, job_type, input_download_url)
+
+  def create_utask_main_jobs(self,
+                             remote_tasks: List[remote_task_types.RemoteTask]):
+    """Creates a batch of remote tasks, distributing them across backends.
+
+    This method handles two cases:
+    1. If there is only one task, it uses a weighted random choice to select
+       a backend, similar to `create_utask_main_job`.
+    2. If there are multiple tasks, it distributes them deterministically
+       across the available backends based on their configured frequencies.
+       This ensures that a batch of 100 tasks with a 70/30 split sends
+       exactly 70 tasks to one backend and 30 to the other.
+    """
+    tasks_by_adapter = collections.defaultdict(list)
+
+    if len(remote_tasks) == 1:
+      # For a single task, use a random distribution.
+      adapter_id = self._get_adapter()
+      tasks_by_adapter[adapter_id].extend(remote_tasks)
+    else:
+      # For multiple tasks, use deterministic slicing to ensure the
+      # distribution precisely matches the frequency configuration.
+      frequencies = self.get_job_frequency()
+      start_index = 0
+      for adapter_id, frequency in frequencies.items():
+        count = int(len(remote_tasks) * frequency)
+        tasks_by_adapter[adapter_id].extend(
+            remote_tasks[start_index:start_index + count])
+        start_index += count
+
+      # Distribute any remainder tasks (due to rounding) one by one. This
+      # ensures that all tasks are assigned to a backend.
+      remaining_tasks = remote_tasks[start_index:]
+      for i, task in enumerate(remaining_tasks):
+        adapter_id = list(frequencies.keys())[i % len(frequencies)]
+        tasks_by_adapter[adapter_id].append(task)
+
+    results = []
+    for adapter_id, tasks in tasks_by_adapter.items():
+      if tasks:
+        try:
+          logs.info(f'Sending {len(tasks)} tasks to {adapter_id}.')
+          service = self._service_map[adapter_id]
+          results.extend(service.create_utask_main_jobs(tasks))
+        except Exception:  # pylint: disable=broad-except
+          logs.error(f'Failed to send {len(tasks)} tasks to {adapter_id}.')
+    return results
diff --git a/src/clusterfuzz/_internal/batch/data_structures.py b/src/clusterfuzz/_internal/remote_task/remote_task_types.py
similarity index 51%
rename from src/clusterfuzz/_internal/batch/data_structures.py
rename to src/clusterfuzz/_internal/remote_task/remote_task_types.py
index 24e90670eb2..669829bfa45 100644
--- a/src/clusterfuzz/_internal/batch/data_structures.py
+++ b/src/clusterfuzz/_internal/remote_task/remote_task_types.py
@@ -11,32 +11,12 @@
 # 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:
+"""Remote task types."""
+
+import abc
+
+
+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,
@@ -44,7 +24,28 @@ class BatchTask:
   is used to enqueue tasks and track their state.
   """
 
-  def __init__(self, command, job_type, input_download_url):
+  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):
+  """Interface for a remote task execution client.
+  
+  This interface defines the contract for a client that can create and manage
+  remote jobs. Each client is responsible for translating a ClusterFuzz task
+  specification into a job that can be executed in its target environment.
+  """
+
+  @abc.abstractmethod
+  def create_utask_main_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_utask_main_jobs(self, remote_tasks: list[RemoteTask]):
+    """Creates many remote tasks for uworker main tasks."""
+    raise NotImplementedError
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 86%
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..e75969f27bc 100644
--- a/src/clusterfuzz/_internal/tests/core/batch/service_test.py
+++ b/src/clusterfuzz/_internal/tests/core/batch/batch_service_test.py
@@ -11,18 +11,18 @@
 # 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.remote_task import remote_task_types
 from clusterfuzz._internal.tests.test_libs import helpers
 from clusterfuzz._internal.tests.test_libs import test_utils
 
@@ -50,7 +50,7 @@ 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 +126,7 @@ 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 +143,24 @@ 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."""
+    """Tests that create_utask_main_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 +176,7 @@ 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',
@@ -201,13 +199,13 @@ 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'),
+          remote_task_types.RemoteTask('command1', 'job1', 'url1'),
+          remote_task_types.RemoteTask('command1', 'job1', 'url2'),
+          remote_task_types.RemoteTask('command2', 'job2', 'url3'),
       ]
 
       # Call the function.
-      self.batch_service.create_uworker_main_batch_jobs(tasks)
+      self.batch_service.create_utask_main_jobs(tasks)
 
       # Assert that create_job was called with the correct arguments.
       expected_create_request_1 = _get_expected_create_request(
@@ -220,9 +218,9 @@ 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."""
+    """Tests that create_utask_main_job works as expected."""
     # Create mock data.
-    spec1 = service.BatchWorkloadSpec(
+    spec1 = batch_service.BatchWorkloadSpec(
         clusterfuzz_release='release1',
         disk_size_gb=10,
         disk_type='type1',
@@ -243,12 +241,13 @@ 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.
-      result = self.batch_service.create_uworker_main_batch_job(
-          'fuzz', 'job1', 'url1')
+      result = self.batch_service.create_utask_main_job('fuzz', 'job1', 'url1')
 
       # Assert that create_job was called with the correct arguments.
       expected_create_request = _get_expected_create_request(
@@ -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(
+        [remote_task_types.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(
+        [remote_task_types.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(
+        [remote_task_types.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(
+        [remote_task_types.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(
+        [remote_task_types.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(
+        [remote_task_types.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(
+        [remote_task_types.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(
+        [remote_task_types.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(
+          [remote_task_types.RemoteTask(command, job_name, None)]).values())[0]
diff --git a/src/clusterfuzz/_internal/tests/core/datastore/ds_test_utils.py b/src/clusterfuzz/_internal/tests/core/datastore/ds_test_utils.py
new file mode 100644
index 00000000000..d185fa26ea8
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/datastore/ds_test_utils.py
@@ -0,0 +1,41 @@
+# 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.
+"""Datastore test utils."""
+
+from functools import wraps
+
+from google.cloud import ndb
+
+from clusterfuzz._internal.datastore import data_types
+
+
+def with_flags(**kwargs):
+  """Sets feature flags for the duration of a test."""
+
+  def decorator(test_func):
+
+    @wraps(test_func)
+    def wrapper(self):
+      for key, value in kwargs.items():
+        if isinstance(value, float):
+          data_types.FeatureFlag(id=key, enabled=True, value=value).put()
+        elif isinstance(value, bool):
+          data_types.FeatureFlag(id=key, enabled=value).put()
+      test_func(self)
+      for key in kwargs:
+        ndb.Key(data_types.FeatureFlag, key).delete()
+
+    return wrapper
+
+  return decorator
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..89e4a5dc496
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/datastore/feature_flag_test.py
@@ -0,0 +1,55 @@
+# 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 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.string_value = 'checker'
+    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)
+    self.assertEqual(feature_flags.FeatureFlags.TEST_FLOAT_FLAG.string_value,
+                     'checker')
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..19f8c5f461f
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/k8s_integration_test.py
@@ -0,0 +1,104 @@
+# 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."""
+  # pylint: disable=protected-access
+
+  @mock.patch('clusterfuzz._internal.base.utils.get_application_id')
+  @mock.patch('google.auth.default')
+  @mock.patch('googleapiclient.discovery.build')
+  def test_load_credentials(self, mock_discovery_build, mock_auth_default,
+                            mock_get_application_id):
+    """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_get_application_id.return_value = 'test-project'
+
+    mock_creds = mock.Mock()
+    mock_creds.valid = True
+    mock_creds.expired = False
+    mock_creds.token = 'fake-token'
+    mock_auth_default.return_value = (mock_creds, 'test-project')
+
+    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..e5e7c2e50c9
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_e2e_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.
+"""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 remote_task_types
+from clusterfuzz._internal.tests.test_libs import test_utils
+
+
+@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.cluster_name = 'test-cluster-for-e2e-test'
+    cls.image = 'gcr.io/clusterfuzz-images/base:000dc1f-202511191429'
+
+    # Find `kind` executable.
+    cls.kind_path = (
+        shutil.which('kind') or os.path.expanduser('~/.local/bin/kind'))
+    if not cls.kind_path or not os.path.exists(cls.kind_path):
+      raise unittest.SkipTest('kind executable not found.')
+
+    # Ensure no old cluster exists and create a new one.
+    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)
+
+    # Get kubeconfig and load it.
+    kubeconfig = subprocess.check_output(
+        [cls.kind_path, 'get', 'kubeconfig', '--name',
+         cls.cluster_name]).decode('utf-8')
+
+    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)
+
+    # Setup dummy jobs in datastore.
+    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()
+
+  @classmethod
+  def tearDownClass(cls):
+    """Tear down the test environment."""
+    if hasattr(cls, 'kubeconfig_path') and os.path.exists(cls.kubeconfig_path):
+      os.remove(cls.kubeconfig_path)
+    if hasattr(cls, 'kind_path') and cls.kind_path:
+      subprocess.run(
+          [cls.kind_path, 'delete', 'cluster', '--name', cls.cluster_name],
+          check=True)
+
+  def _wait_for_job_and_delete(self, job_name):
+    """Waits for a job to start running and then deletes it."""
+    # Wait for the job to be created in the API.
+    time.sleep(2)
+
+    # Wait for the job to start running (at least one active pod).
+    job_running = False
+    for _ in range(60):
+      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}')
+
+    # Cleanup.
+    self.api_client.delete_namespaced_job(
+        name=job_name,
+        namespace='default',
+        body=k8s_client.V1DeleteOptions(propagation_policy='Foreground'))
+
+  def test_create_job(self):
+    """Tests creating a job."""
+    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)
+    actual_job_name = self.kubernetes_client.create_job(config, 'url')
+    self._wait_for_job_and_delete(actual_job_name)
+
+  @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):
+    """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_utask_main_job(
+        'module', 'test-job', 'url1')
+    self._wait_for_job_and_delete(actual_job_name)
+
+  @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):
+    """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=self.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 = [
+        remote_task_types.RemoteTask('fuzz', 'test-job1', 'url1'),
+        remote_task_types.RemoteTask('fuzz', 'test-job2', 'url2'),
+    ]
+
+    actual_job_names = self.kubernetes_client.create_utask_main_jobs(tasks)
+    self.assertEqual(len(actual_job_names), 2)
+
+    for job_name in actual_job_names:
+      self._wait_for_job_and_delete(job_name)
+
+
+if __name__ == '__main__':
+  unittest.main()
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..65a77b38c71
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/k8s/k8s_service_test.py
@@ -0,0 +1,171 @@
+# 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.remote_task import remote_task_types
+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."""
+
+  # pylint: disable=protected-access
+
+  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_job')
+  def test_create_uworker_main_batch_jobs(self, mock_create_job,
+                                          mock_get_pending_count, _):
+    """Tests the creation of uworker main batch jobs."""
+    mock_get_pending_count.return_value = 0
+    tasks = [
+        remote_task_types.RemoteTask('fuzz', 'job1', 'url1'),
+        remote_task_types.RemoteTask('fuzz', 'job1', 'url2'),
+        remote_task_types.RemoteTask('fuzz', 'job1', 'url3'),
+    ]
+
+    kube_service = service.KubernetesService()
+    kube_service.create_utask_main_jobs(tasks)
+
+    # Total 3 tasks, so 3 calls to create_job.
+    self.assertEqual(3, mock_create_job.call_count)
+
+    urls = sorted([call.args[1] for call in mock_create_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('kubernetes.client.BatchV1Api')
+  def test_create_job_kata(self, mock_batch_api_cls, _):
+    """Tests that create_job generates the correct spec for Kata."""
+    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='test')
+
+    config = service.KubernetesJobConfig(
+        job_type='test-job',
+        docker_image='test-image',
+        command='fuzz',
+        disk_size_gb=10,
+        service_account_email='test@clusterfuzz-test.iam.gserviceaccount.com',
+        clusterfuzz_release='prod',
+        is_kata=True)
+
+    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']
+
+    # Check Spec
+    pod_spec = job_body['spec']['template']['spec']
+    container = pod_spec['containers'][0]
+
+    # Check capabilities
+    self.assertEqual(['ALL'],
+                     container['securityContext']['capabilities']['add'])
+
+    # Check labels
+    self.assertEqual('fuzz', job_body['metadata']['labels']['task_name'])
+    self.assertEqual('test-job', job_body['metadata']['labels']['job_name'])
+
+    # Check Kata specific fields
+    self.assertEqual('kata', pod_spec['runtimeClassName'])
+    self.assertEqual('ClusterFirstWithHostNet', pod_spec['dnsPolicy'])
+    self.assertIn('lifecycle', container)
+
+  @mock.patch('kubernetes.client.BatchV1Api')
+  def test_create_job_standard(self, mock_batch_api_cls, _):
+    """Tests create_job for standard container."""
+    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']
+
+    pod_spec = job_body['spec']['template']['spec']
+    container = pod_spec['containers'][0]
+
+    # Check Service Account
+    self.assertEqual('test-sa', pod_spec['serviceAccountName'])
+
+    # Check that Kata specific fields are NOT present
+    self.assertNotIn('runtimeClassName', pod_spec)
+    self.assertIn('volumeMounts', container)
+
+  @mock.patch(
+      'clusterfuzz._internal.base.tasks.task_utils.get_command_from_module')
+  @mock.patch.object(service.KubernetesService, 'create_utask_main_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_utask_main_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..815d87349f1
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/kubernetes/kubernetes_test.py
@@ -0,0 +1,94 @@
+# 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'],
+                     'cf-job-a0b1c2d3-e4f5-6789-0123-456789abcdef')
+    self.assertEqual(job_body['metadata']['labels']['task_name'], 'fuzz')
+    self.assertEqual(job_body['metadata']['labels']['job_name'], 'test-job')
+    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..2d6bb48a93d 100644
--- a/src/clusterfuzz/_internal/tests/core/platforms/__init__.py
+++ b/src/clusterfuzz/_internal/tests/core/platforms/__init__.py
@@ -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/job_frequency_test.py b/src/clusterfuzz/_internal/tests/core/remote_task/job_frequency_test.py
new file mode 100644
index 00000000000..0786114e91c
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/remote_task/job_frequency_test.py
@@ -0,0 +1,77 @@
+# 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 remote task job frequency module."""
+import unittest
+from unittest import mock
+
+from clusterfuzz._internal.remote_task import remote_task_gate
+from clusterfuzz._internal.tests.core.datastore import ds_test_utils
+from clusterfuzz._internal.tests.test_libs import test_utils
+
+
+@test_utils.with_cloud_emulators('datastore')
+class GetJobFrequencyTest(unittest.TestCase):
+  """Tests for the get_job_frequency function."""
+
+  def setUp(self):
+    mock.patch(
+        'clusterfuzz._internal.k8s.service.KubernetesService._load_gke_credentials'
+    ).start()
+    self.gate = remote_task_gate.RemoteTaskGate()
+
+  def test_get_job_frequency_defaults(self):
+    """Tests that the default frequencies are returned when no feature flags
+    are set."""
+
+    frequencies = self.gate.get_job_frequency()
+    self.assertEqual(frequencies['kubernetes'], 0.0)
+    self.assertEqual(frequencies['gcp_batch'], 1.0)
+    self.assertEqual(sum(frequencies.values()), 1.0)
+
+  @ds_test_utils.with_flags(k8s_jobs_frequency=0.3)
+  def test_get_job_frequency_with_k8s_flag(self):
+    """Tests that the frequencies are correctly calculated when the
+    k8s_jobs_frequency flag is set."""
+
+    frequencies = self.gate.get_job_frequency()
+    self.assertEqual(frequencies['kubernetes'], 0.3)
+    self.assertEqual(frequencies['gcp_batch'], 0.7)
+    self.assertEqual(sum(frequencies.values()), 1.0)
+
+  @ds_test_utils.with_flags(k8s_jobs_frequency=1.0)
+  def test_get_job_frequency_with_k8s_flag_full(self):
+    """Tests that the frequencies are correctly calculated when the
+    k8s_jobs_frequency flag is set to 1.0."""
+
+    frequencies = self.gate.get_job_frequency()
+    self.assertEqual(frequencies['kubernetes'], 1.0)
+    self.assertEqual(frequencies['gcp_batch'], 0.0)
+    self.assertEqual(sum(frequencies.values()), 1.0)
+
+  @ds_test_utils.with_flags(k8s_jobs_frequency=0.0)
+  def test_get_job_frequency_with_k8s_flag_zero(self):
+    """Tests that the frequencies are correctly calculated when the
+    k8s_jobs_frequency flag is set to 0.0."""
+
+    frequencies = self.gate.get_job_frequency()
+    self.assertEqual(frequencies['kubernetes'], 0.0)
+    self.assertEqual(frequencies['gcp_batch'], 1.0)
+    self.assertEqual(sum(frequencies.values()), 1.0)
+
+  @ds_test_utils.with_flags(k8s_jobs_frequency=0.5)
+  def test_get_job_frequency_sum_is_one(self):
+    """Tests that the sum of the frequencies is always 1.0."""
+
+    frequencies = self.gate.get_job_frequency()
+    self.assertEqual(sum(frequencies.values()), 1.0)
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..4408f2aa345
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_gate_test.py
@@ -0,0 +1,199 @@
+# 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.batch.service import GcpBatchService
+from clusterfuzz._internal.k8s.service import KubernetesService
+from clusterfuzz._internal.remote_task import remote_task_adapters
+from clusterfuzz._internal.remote_task import remote_task_gate
+from clusterfuzz._internal.remote_task import remote_task_types
+
+
+class RemoteTaskGateTest(unittest.TestCase):
+  """Tests for the RemoteTaskGate class."""
+
+  def setUp(self):
+    super().setUp()
+    self.mock_k8s_service = mock.Mock(spec=KubernetesService)
+    self.mock_gcp_batch_service = mock.Mock(spec=GcpBatchService)
+
+    self.mock_k8s_service.create_utask_main_jobs.return_value = []
+    self.mock_gcp_batch_service.create_utask_main_jobs.return_value = []
+
+    # Patch RemoteTaskAdapters to return our mock services
+    self.patcher = mock.patch.dict(
+        remote_task_adapters.RemoteTaskAdapters._member_map_, {
+            'KUBERNETES':
+                mock.Mock(
+                    id='kubernetes',
+                    service=mock.Mock(return_value=self.mock_k8s_service),
+                    feature_flag=None,
+                    default_weight=0.0),
+            'GCP_BATCH':
+                mock.Mock(
+                    id='gcp_batch',
+                    service=mock.Mock(return_value=self.mock_gcp_batch_service),
+                    feature_flag=None,
+                    default_weight=1.0),
+        })
+    self.patcher.start()
+    self.addCleanup(self.patcher.stop)
+
+  def test_init(self):
+    """Tests that the RemoteTaskGate initializes correctly and creates
+    service map."""
+    gate = remote_task_gate.RemoteTaskGate()
+    self.assertIn('kubernetes', gate._service_map)
+    self.assertIn('gcp_batch', gate._service_map)
+    self.assertEqual(gate._service_map['kubernetes'], self.mock_k8s_service)
+    self.assertEqual(gate._service_map['gcp_batch'],
+                     self.mock_gcp_batch_service)
+
+  @mock.patch('random.choices')
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, 'get_job_frequency')
+  def test_get_adapter(self, mock_get_job_frequency, mock_random_choices):
+    """Tests that _get_adapter returns the correct adapter based on
+    job_frequency."""
+    mock_get_job_frequency.return_value = {'kubernetes': 0.3, 'gcp_batch': 0.7}
+    mock_random_choices.return_value = ['gcp_batch']
+
+    gate = remote_task_gate.RemoteTaskGate()
+    selected_adapter = gate._get_adapter()
+
+    mock_get_job_frequency.assert_called_once()
+    mock_random_choices.assert_called_once_with(['kubernetes', 'gcp_batch'],
+                                                [0.3, 0.7])
+    self.assertEqual(selected_adapter, 'gcp_batch')
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, '_get_adapter')
+  def test_create_utask_main_job_kubernetes(self, mock_get_adapter):
+    """Tests that create_utask_main_job calls the Kubernetes service
+    when kubernetes adapter is chosen."""
+    mock_get_adapter.return_value = 'kubernetes'
+    gate = remote_task_gate.RemoteTaskGate()
+    gate.create_utask_main_job('module', 'job', 'url')
+    self.mock_k8s_service.create_utask_main_job.assert_called_once_with(
+        'module', 'job', 'url')
+    self.mock_gcp_batch_service.create_utask_main_job.assert_not_called()
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, '_get_adapter')
+  def test_create_utask_main_job_gcp_batch(self, mock_get_adapter):
+    """Tests that create_utask_main_job calls the GCP Batch service
+    when gcp_batch adapter is chosen."""
+    mock_get_adapter.return_value = 'gcp_batch'
+    gate = remote_task_gate.RemoteTaskGate()
+    gate.create_utask_main_job('module', 'job', 'url')
+    self.mock_gcp_batch_service.create_utask_main_job.assert_called_once_with(
+        'module',
+        'job',
+        'url',
+    )
+    self.mock_k8s_service.create_utask_main_job.assert_not_called()
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, '_get_adapter')
+  def test_create_utask_main_jobs_single_task(self, mock_get_adapter):
+    """Tests that create_utask_main_jobs correctly routes a single task
+    based on _get_adapter."""
+    tasks = [
+        remote_task_types.RemoteTask('command1', 'job1', 'url1'),
+    ]
+    mock_get_adapter.return_value = 'kubernetes'
+    gate = remote_task_gate.RemoteTaskGate()
+    gate.create_utask_main_jobs(tasks)
+
+    self.mock_k8s_service.create_utask_main_jobs.assert_called_once_with(tasks)
+    self.mock_gcp_batch_service.create_utask_main_jobs.assert_not_called()
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, 'get_job_frequency')
+  def test_create_utask_main_jobs_multiple_tasks_slicing(
+      self, mock_get_job_frequency):
+    """Tests that create_utask_main_jobs correctly routes multiple tasks
+    using deterministic slicing."""
+    tasks = [
+        remote_task_types.RemoteTask('command', 'job1', 'url1'),
+        remote_task_types.RemoteTask('command', 'job1', 'url2'),
+        remote_task_types.RemoteTask('command', 'job1', 'url3'),
+        remote_task_types.RemoteTask('command', 'job1', 'url4'),
+    ]
+
+    # 50% split
+    mock_get_job_frequency.return_value = {'kubernetes': 0.5, 'gcp_batch': 0.5}
+
+    gate = remote_task_gate.RemoteTaskGate()
+    gate.create_utask_main_jobs(tasks)
+
+    # 4 * 0.5 = 2 tasks for k8s, 2 for gcp_batch.
+    self.mock_k8s_service.create_utask_main_jobs.assert_called_once_with(
+        tasks[:2])
+    self.mock_gcp_batch_service.create_utask_main_jobs.assert_called_once_with(
+        tasks[2:])
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, 'get_job_frequency')
+  def test_create_utask_main_jobs_remainder_distribution(
+      self, mock_get_job_frequency):
+    """Tests that create_utask_main_jobs correctly distributes remainder
+    tasks."""
+    tasks = [
+        remote_task_types.RemoteTask('c', 'j', 'u1'),
+        remote_task_types.RemoteTask('c', 'j', 'u2'),
+        remote_task_types.RemoteTask('c', 'j', 'u3'),
+    ]
+
+    # 33/33/33 split - one task will be a remainder
+    mock_get_job_frequency.return_value = {
+        'kubernetes': 0.33,
+        'gcp_batch': 0.33
+    }
+
+    gate = remote_task_gate.RemoteTaskGate()
+    gate.create_utask_main_jobs(tasks)
+
+    # Expect 1 for k8s, 1 for gcp_batch, and 1 remainder distributed round robin.
+    # In this case, first k8s gets 1, then gcp_batch gets 1, then k8s gets the last one.
+    self.mock_k8s_service.create_utask_main_jobs.assert_called_once_with(
+        [tasks[0], tasks[2]])
+    self.mock_gcp_batch_service.create_utask_main_jobs.assert_called_once_with(
+        [tasks[1]])
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, 'get_job_frequency')
+  def test_create_utask_main_jobs_full_kubernetes(self, mock_get_job_frequency):
+    """Tests that all tasks are routed to Kubernetes when frequency is 1.0."""
+    tasks = [
+        remote_task_types.RemoteTask('c', 'j', 'u1'),
+        remote_task_types.RemoteTask('c', 'j', 'u2'),
+    ]
+    mock_get_job_frequency.return_value = {'kubernetes': 1.0, 'gcp_batch': 0.0}
+    gate = remote_task_gate.RemoteTaskGate()
+    gate.create_utask_main_jobs(tasks)
+    self.mock_k8s_service.create_utask_main_jobs.assert_called_once_with(tasks)
+    self.mock_gcp_batch_service.create_utask_main_jobs.assert_not_called()
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, 'get_job_frequency')
+  def test_create_utask_main_jobs_full_gcp_batch(self, mock_get_job_frequency):
+    """Tests that all tasks are routed to GCP Batch when frequency is 1.0."""
+    tasks = [
+        remote_task_types.RemoteTask('c', 'j', 'u1'),
+        remote_task_types.RemoteTask('c', 'j', 'u2'),
+    ]
+    mock_get_job_frequency.return_value = {'kubernetes': 0.0, 'gcp_batch': 1.0}
+    gate = remote_task_gate.RemoteTaskGate()
+    gate.create_utask_main_jobs(tasks)
+    self.mock_gcp_batch_service.create_utask_main_jobs.assert_called_once_with(
+        tasks)
+    self.mock_k8s_service.create_utask_main_jobs.assert_not_called()
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..545f702897f
--- /dev/null
+++ b/src/clusterfuzz/_internal/tests/core/remote_task/remote_task_test.py
@@ -0,0 +1,106 @@
+# 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 remote_task_gate
+from clusterfuzz._internal.remote_task import remote_task_types
+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):
+    patcher = mock.patch('clusterfuzz._internal.base.utils.get_application_id')
+    self.addCleanup(patcher.stop)
+    self.mock_get_application_id = patcher.start()
+    self.mock_get_application_id.return_value = 'test-project'
+
+    patcher = mock.patch('google.auth.default')
+    self.addCleanup(patcher.stop)
+    self.mock_auth_default = patcher.start()
+    mock_creds = mock.Mock()
+    mock_creds.valid = True
+    mock_creds.expired = False
+    mock_creds.token = 'fake-token'
+    self.mock_auth_default.return_value = (mock_creds, 'test-project')
+
+    # Mock discovery.build to avoid network calls during KubernetesService init
+    patcher = mock.patch('googleapiclient.discovery.build')
+    self.addCleanup(patcher.stop)
+    self.mock_discovery_build = patcher.start()
+    mock_service = mock.Mock()
+    self.mock_discovery_build.return_value = mock_service
+    mock_service.projects().locations().clusters().list(
+    ).execute.return_value = {
+        'clusters': [{
+            'name': 'clusterfuzz-cronjobs-gke',
+            'endpoint': '1.2.3.4',
+            'masterAuth': {
+                'clusterCaCertificate':
+                    'ZmFrZS1jZXJ0'  # base64 encoded 'fake-cert'
+            }
+        }]
+    }
+
+    self.gate = remote_task_gate.RemoteTaskGate()
+
+  @mock.patch.object(remote_task_gate.RemoteTaskGate, 'get_job_frequency')
+  @mock.patch.object(k8s_service.KubernetesService, 'create_utask_main_jobs')
+  @mock.patch(
+      'clusterfuzz._internal.batch.service.GcpBatchService.create_utask_main_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 = remote_task_types.RemoteTask('fuzz', 'job1', 'url1')
+
+    # Simulate K8s service returning empty list (limit reached)
+    mock_k8s_create.return_value = []
+
+    result = self.gate.create_utask_main_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.object(remote_task_gate.RemoteTaskGate, 'get_job_frequency')
+  @mock.patch.object(k8s_service.KubernetesService, 'create_utask_main_jobs')
+  @mock.patch(
+      'clusterfuzz._internal.batch.service.GcpBatchService.create_utask_main_jobs'
+  )
+  def test_create_uworker_main_batch_jobs_success(self, _, mock_k8s_create,
+                                                  mock_get_frequency):
+    """Test successful creation."""
+    mock_get_frequency.return_value = {'kubernetes': 1.0}
+    mock_pubsub_task = mock.Mock()
+    task = remote_task_types.RemoteTask(
+        'fuzz', 'job1', 'url1', pubsub_task=mock_pubsub_task)
+
+    self.gate.create_utask_main_jobs([task])
+
+    self.assertTrue(mock_k8s_create.called)
diff --git a/src/local/butler/lint.py b/src/local/butler/lint.py
index 0cab67824c6..8384675babc 100644
--- a/src/local/butler/lint.py
+++ b/src/local/butler/lint.py
@@ -51,7 +51,7 @@
 _LICENSE_CHECK_IGNORE = 'LICENSE_CHECK_IGNORE'
 _PY_TEST_SUFFIX = '_test.py'
 _PY_INIT_FILENAME = '__init__.py'
-_YAML_EXCEPTIONS = ['bad.yaml']
+_YAML_EXCEPTIONS = ['bad.yaml', 'job_template.yaml']
 
 _error_occurred = False
 
diff --git a/src/local/butler/scripts/run_remote_task.py b/src/local/butler/scripts/run_remote_task.py
index ac0dbf49627..d178cdb2a5b 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 remote_task_gate
+from clusterfuzz._internal.remote_task import remote_task_types
 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.')
-
+  results = []
   with lease_all_tasks(utask_mains):
     batch_tasks = [
-        batch.BatchTask(task.command, task.job, task.argument)
+        remote_task_types.RemoteTask(task.command, task.job, task.argument)
         for task in utask_mains
     ]
-    return batch.create_uworker_main_batch_jobs(batch_tasks)
+
+    results = remote_task_gate.RemoteTaskGate().create_utask_main_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..a933cb29f5d 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 remote_task_gate
+from clusterfuzz._internal.remote_task import remote_task_types
 
 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 +99,11 @@ def schedule_utask_mains():
 
   with lease_all_tasks(utask_mains):
     batch_tasks = [
-        batch.BatchTask(task.command, task.job, task.argument)
+        remote_task_types.RemoteTask(
+            task.command, task.job, task.argument, pubsub_task=task)
         for task in utask_mains
     ]
-    batch.create_uworker_main_batch_jobs(batch_tasks)
+    remote_task_gate.RemoteTaskGate().create_utask_main_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',