diff --git a/.github/workflows/kubectl-plugin-release.yaml b/.github/workflows/kubectl-plugin-release.yaml
index b5d3441f0ca..33c814efefd 100644
--- a/.github/workflows/kubectl-plugin-release.yaml
+++ b/.github/workflows/kubectl-plugin-release.yaml
@@ -18,14 +18,14 @@ jobs:
       - name: Setup Go
         uses: actions/setup-go@v5
         with:
-          go-version: '1.25'
+          go-version: "1.25"
       - name: GoReleaser
         uses: goreleaser/goreleaser-action@v6
         with:
-          distribution: 'goreleaser'
+          distribution: "goreleaser"
           version: latest
           args: release --clean
-          workdir: 'kubectl-plugin'
+          workdir: "kubectl-plugin"
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
       - name: Update new version in krew-index
diff --git a/apiserver/test/cluster/cluster_external_redis.yaml b/apiserver/test/cluster/cluster_external_redis.yaml
index e293923f53f..a4a95a781a2 100644
--- a/apiserver/test/cluster/cluster_external_redis.yaml
+++ b/apiserver/test/cluster/cluster_external_redis.yaml
@@ -10,7 +10,7 @@ metadata:
     # ray.io/external-storage-namespace: "my-raycluster-storage"
   name: raycluster-external-redis
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     # The `rayStartParams` are used to configure the `ray start` command.
     # See https://github.com/ray-project/kuberay/blob/master/docs/guidance/rayStartParams.md for the default settings of `rayStartParams` in KubeRay.
diff --git a/benchmark/perf-tests/100-raycluster/raycluster.yaml b/benchmark/perf-tests/100-raycluster/raycluster.yaml
index 4a8239960ef..86ad6c2c5b4 100644
--- a/benchmark/perf-tests/100-raycluster/raycluster.yaml
+++ b/benchmark/perf-tests/100-raycluster/raycluster.yaml
@@ -5,10 +5,10 @@ metadata:
   labels:
     perf-test: ray-cluster
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams:
-      dashboard-host: '0.0.0.0'
+      dashboard-host: "0.0.0.0"
     template:
       spec:
         containers:
diff --git a/benchmark/perf-tests/100-rayjob/pytorch-mnist-rayjob.yaml b/benchmark/perf-tests/100-rayjob/pytorch-mnist-rayjob.yaml
index cb76177d143..51d494ea0d9 100644
--- a/benchmark/perf-tests/100-rayjob/pytorch-mnist-rayjob.yaml
+++ b/benchmark/perf-tests/100-rayjob/pytorch-mnist-rayjob.yaml
@@ -13,7 +13,7 @@ spec:
       CPUS_PER_WORKER: "1"
       OMP_NUM_THREADS: "1" # Set OMP_NUM_THREADS to avoid KeyErorr race condition.
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       template:
         spec:
diff --git a/benchmark/perf-tests/100-rayjob/ray-data-image-resize.yaml b/benchmark/perf-tests/100-rayjob/ray-data-image-resize.yaml
index 74823bca191..0eeb9655266 100644
--- a/benchmark/perf-tests/100-rayjob/ray-data-image-resize.yaml
+++ b/benchmark/perf-tests/100-rayjob/ray-data-image-resize.yaml
@@ -8,7 +8,7 @@ spec:
   shutdownAfterJobFinishes: true
   entrypoint: python ray_data_image_resize.py
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       template:
         spec:
diff --git a/benchmark/perf-tests/1000-raycluster/raycluster.yaml b/benchmark/perf-tests/1000-raycluster/raycluster.yaml
index ff6526fa179..ddc126bf992 100644
--- a/benchmark/perf-tests/1000-raycluster/raycluster.yaml
+++ b/benchmark/perf-tests/1000-raycluster/raycluster.yaml
@@ -5,12 +5,12 @@ metadata:
   labels:
     perf-test: ray-cluster
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     serviceType: ClusterIP
     rayStartParams:
-      dashboard-host: '0.0.0.0'
-      disable-usage-stats: 'true'
+      dashboard-host: "0.0.0.0"
+      disable-usage-stats: "true"
     template:
       spec:
         containers:
diff --git a/benchmark/perf-tests/1000-rayjob/pytorch-mnist-rayjob.yaml b/benchmark/perf-tests/1000-rayjob/pytorch-mnist-rayjob.yaml
index e110c481f6b..c2a422b8440 100644
--- a/benchmark/perf-tests/1000-rayjob/pytorch-mnist-rayjob.yaml
+++ b/benchmark/perf-tests/1000-rayjob/pytorch-mnist-rayjob.yaml
@@ -26,10 +26,10 @@ spec:
             requests:
               cpu: "10m"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams:
-        disable-usage-stats: 'true'
+        disable-usage-stats: "true"
       template:
         spec:
           containers:
diff --git a/benchmark/perf-tests/1000-rayjob/ray-data-image-resize.yaml b/benchmark/perf-tests/1000-rayjob/ray-data-image-resize.yaml
index 2cae9c0aa79..0d140228069 100644
--- a/benchmark/perf-tests/1000-rayjob/ray-data-image-resize.yaml
+++ b/benchmark/perf-tests/1000-rayjob/ray-data-image-resize.yaml
@@ -26,10 +26,10 @@ spec:
             requests:
               cpu: "10m"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams:
-        disable-usage-stats: 'true'
+        disable-usage-stats: "true"
       template:
         spec:
           containers:
diff --git a/benchmark/perf-tests/10000-raycluster/raycluster.yaml b/benchmark/perf-tests/10000-raycluster/raycluster.yaml
index 3443f6b6979..efac5097d3a 100644
--- a/benchmark/perf-tests/10000-raycluster/raycluster.yaml
+++ b/benchmark/perf-tests/10000-raycluster/raycluster.yaml
@@ -5,12 +5,12 @@ metadata:
   labels:
     perf-test: ray-cluster
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     serviceType: ClusterIP
     rayStartParams:
-      dashboard-host: '0.0.0.0'
-      disable-usage-stats: 'true'
+      dashboard-host: "0.0.0.0"
+      disable-usage-stats: "true"
     template:
       spec:
         containers:
diff --git a/benchmark/perf-tests/10000-rayjob/pytorch-mnist-rayjob.yaml b/benchmark/perf-tests/10000-rayjob/pytorch-mnist-rayjob.yaml
index d299482e0b7..c02e314ddff 100644
--- a/benchmark/perf-tests/10000-rayjob/pytorch-mnist-rayjob.yaml
+++ b/benchmark/perf-tests/10000-rayjob/pytorch-mnist-rayjob.yaml
@@ -26,10 +26,10 @@ spec:
             requests:
               cpu: "10m"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams:
-        disable-usage-stats: 'true'
+        disable-usage-stats: "true"
       template:
         spec:
           containers:
diff --git a/benchmark/perf-tests/10000-rayjob/ray-data-image-resize.yaml b/benchmark/perf-tests/10000-rayjob/ray-data-image-resize.yaml
index 2cae9c0aa79..0d140228069 100644
--- a/benchmark/perf-tests/10000-rayjob/ray-data-image-resize.yaml
+++ b/benchmark/perf-tests/10000-rayjob/ray-data-image-resize.yaml
@@ -26,10 +26,10 @@ spec:
             requests:
               cpu: "10m"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams:
-        disable-usage-stats: 'true'
+        disable-usage-stats: "true"
       template:
         spec:
           containers:
diff --git a/benchmark/perf-tests/5000-raycluster/raycluster.yaml b/benchmark/perf-tests/5000-raycluster/raycluster.yaml
index 3443f6b6979..efac5097d3a 100644
--- a/benchmark/perf-tests/5000-raycluster/raycluster.yaml
+++ b/benchmark/perf-tests/5000-raycluster/raycluster.yaml
@@ -5,12 +5,12 @@ metadata:
   labels:
     perf-test: ray-cluster
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     serviceType: ClusterIP
     rayStartParams:
-      dashboard-host: '0.0.0.0'
-      disable-usage-stats: 'true'
+      dashboard-host: "0.0.0.0"
+      disable-usage-stats: "true"
     template:
       spec:
         containers:
diff --git a/benchmark/perf-tests/5000-rayjob/pytorch-mnist-rayjob.yaml b/benchmark/perf-tests/5000-rayjob/pytorch-mnist-rayjob.yaml
index d299482e0b7..c02e314ddff 100644
--- a/benchmark/perf-tests/5000-rayjob/pytorch-mnist-rayjob.yaml
+++ b/benchmark/perf-tests/5000-rayjob/pytorch-mnist-rayjob.yaml
@@ -26,10 +26,10 @@ spec:
             requests:
               cpu: "10m"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams:
-        disable-usage-stats: 'true'
+        disable-usage-stats: "true"
       template:
         spec:
           containers:
diff --git a/benchmark/perf-tests/5000-rayjob/ray-data-image-resize.yaml b/benchmark/perf-tests/5000-rayjob/ray-data-image-resize.yaml
index 2cae9c0aa79..0d140228069 100644
--- a/benchmark/perf-tests/5000-rayjob/ray-data-image-resize.yaml
+++ b/benchmark/perf-tests/5000-rayjob/ray-data-image-resize.yaml
@@ -26,10 +26,10 @@ spec:
             requests:
               cpu: "10m"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams:
-        disable-usage-stats: 'true'
+        disable-usage-stats: "true"
       template:
         spec:
           containers:
diff --git a/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode-no-runtime-env.yaml b/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode-no-runtime-env.yaml
index 341040a73ff..8c62ad1cdf6 100644
--- a/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode-no-runtime-env.yaml
+++ b/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode-no-runtime-env.yaml
@@ -3,9 +3,9 @@ kind: RayJob
 metadata:
   name: rayjob-sample
 spec:
-  submissionMode: 'InteractiveMode'
+  submissionMode: "InteractiveMode"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       template:
         spec:
diff --git a/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode.yaml b/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode.yaml
index cbdcf6e42b4..b68565733a6 100644
--- a/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode.yaml
+++ b/kubectl-plugin/test/e2e/testdata/ray-job.interactive-mode.yaml
@@ -4,7 +4,7 @@ metadata:
   name: rayjob-sample
 spec:
   # The current value is "InteractiveMode", meaning that it will wait for user to submit job and provide the job submission ID
-  submissionMode: 'InteractiveMode'
+  submissionMode: "InteractiveMode"
   runtimeEnvYAML: |
     pip:
       - emoji==2.14.0
@@ -14,7 +14,7 @@ spec:
       another_env_var: "second_env_var"
 
   rayClusterSpec:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     headGroupSpec:
       template:
         spec:
diff --git a/ray-operator/config/samples/pytorch-mnist/ray-job.pytorch-mnist.yaml b/ray-operator/config/samples/pytorch-mnist/ray-job.pytorch-mnist.yaml
index de99fd7a67b..98884bb2788 100644
--- a/ray-operator/config/samples/pytorch-mnist/ray-job.pytorch-mnist.yaml
+++ b/ray-operator/config/samples/pytorch-mnist/ray-job.pytorch-mnist.yaml
@@ -16,7 +16,7 @@ spec:
 
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       # Pod template
diff --git a/ray-operator/config/samples/pytorch-resnet-image-classifier/ray-job.pytorch-image-classifier.yaml b/ray-operator/config/samples/pytorch-resnet-image-classifier/ray-job.pytorch-image-classifier.yaml
index 2160e71f5d5..22da8abe6cb 100644
--- a/ray-operator/config/samples/pytorch-resnet-image-classifier/ray-job.pytorch-image-classifier.yaml
+++ b/ray-operator/config/samples/pytorch-resnet-image-classifier/ray-job.pytorch-image-classifier.yaml
@@ -16,17 +16,17 @@ spec:
       - transformers>=4.19.1
     working_dir: "https://github.com/ray-project/kuberay/archive/master.zip"
   rayClusterSpec:
-    rayVersion: '2.46.0'
+    rayVersion: "2.46.0"
     headGroupSpec:
       rayStartParams:
-        dashboard-host: '0.0.0.0'
+        dashboard-host: "0.0.0.0"
       template:
         metadata:
           annotations:
             gke-gcsfuse/volumes: "true"
             gke-gcsfuse/cpu-limit: "0"
-            gke-gcsfuse/memory-limit: 5Gi
-            gke-gcsfuse/ephemeral-storage-limit: 10Gi
+            gke-gcsfuse/memory-limit: "5Gi"
+            gke-gcsfuse/ephemeral-storage-limit: "10Gi"
         spec:
           serviceAccountName: pytorch-distributed-training
           containers:
@@ -69,14 +69,14 @@ spec:
       maxReplicas: 4
       groupName: gpu-group
       rayStartParams:
-        dashboard-host: '0.0.0.0'
+        dashboard-host: "0.0.0.0"
       template:
         metadata:
           annotations:
             gke-gcsfuse/volumes: "true"
             gke-gcsfuse/cpu-limit: "0"
-            gke-gcsfuse/memory-limit: 5Gi
-            gke-gcsfuse/ephemeral-storage-limit: 10Gi
+            gke-gcsfuse/memory-limit: "5Gi"
+            gke-gcsfuse/ephemeral-storage-limit: "10Gi"
         spec:
           serviceAccountName: pytorch-distributed-training
           tolerations:
diff --git a/ray-operator/config/samples/pytorch-text-classifier/ray-job.pytorch-distributed-training.yaml b/ray-operator/config/samples/pytorch-text-classifier/ray-job.pytorch-distributed-training.yaml
index ee9af32fee1..ce7cdc7b856 100644
--- a/ray-operator/config/samples/pytorch-text-classifier/ray-job.pytorch-distributed-training.yaml
+++ b/ray-operator/config/samples/pytorch-text-classifier/ray-job.pytorch-distributed-training.yaml
@@ -15,10 +15,10 @@ spec:
       - pytorch-lightning==1.8.5
     working_dir: "https://github.com/ray-project/kuberay/archive/master.zip"
   rayClusterSpec:
-    rayVersion: '2.46.0'
+    rayVersion: "2.46.0"
     headGroupSpec:
       rayStartParams:
-        dashboard-host: '0.0.0.0'
+        dashboard-host: "0.0.0.0"
       template:
         spec:
           tolerations:
diff --git a/ray-operator/config/samples/ray-cluster-resource-isolation-with-overrides.gke.yaml b/ray-operator/config/samples/ray-cluster-resource-isolation-with-overrides.gke.yaml
index d8041404efc..bee1710bf7f 100644
--- a/ray-operator/config/samples/ray-cluster-resource-isolation-with-overrides.gke.yaml
+++ b/ray-operator/config/samples/ray-cluster-resource-isolation-with-overrides.gke.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-resource-isolation
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams:
       enable-resource-isolation: "true" # Set --enable-resource-isolation flag in `ray start`
diff --git a/ray-operator/config/samples/ray-cluster-resource-isolation.gke.yaml b/ray-operator/config/samples/ray-cluster-resource-isolation.gke.yaml
index f64938c3242..a727a316066 100644
--- a/ray-operator/config/samples/ray-cluster-resource-isolation.gke.yaml
+++ b/ray-operator/config/samples/ray-cluster-resource-isolation.gke.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-resource-isolation
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams:
       enable-resource-isolation: "true" # Set --enable-resource-isolation flag in `ray start`
diff --git a/ray-operator/config/samples/ray-cluster.auth.yaml b/ray-operator/config/samples/ray-cluster.auth.yaml
index 7a986412256..0d69743bcf3 100644
--- a/ray-operator/config/samples/ray-cluster.auth.yaml
+++ b/ray-operator/config/samples/ray-cluster.auth.yaml
@@ -6,7 +6,7 @@ spec:
   enableInTreeAutoscaling: true
   authOptions:
     mode: token
-  rayVersion: '2.53.0'
+  rayVersion: "2.53.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.autoscaler-v2.yaml b/ray-operator/config/samples/ray-cluster.autoscaler-v2.yaml
index c6f7a848f62..cf23bceedff 100644
--- a/ray-operator/config/samples/ray-cluster.autoscaler-v2.yaml
+++ b/ray-operator/config/samples/ray-cluster.autoscaler-v2.yaml
@@ -5,7 +5,7 @@ metadata:
 spec:
   # The version of Ray you are using. Make sure all Ray containers are running this version of Ray.
   # Use the Ray nightly or Ray version >= 2.10.0 and KubeRay 1.1.0 or later for autoscaler v2.
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   enableInTreeAutoscaling: true
   autoscalerOptions:
     version: v2
diff --git a/ray-operator/config/samples/ray-cluster.autoscaler.yaml b/ray-operator/config/samples/ray-cluster.autoscaler.yaml
index 8afe868312e..c698f4cd559 100644
--- a/ray-operator/config/samples/ray-cluster.autoscaler.yaml
+++ b/ray-operator/config/samples/ray-cluster.autoscaler.yaml
@@ -4,7 +4,7 @@ metadata:
   name: raycluster-autoscaler
 spec:
   # The version of Ray you are using. Make sure all Ray containers are running this version of Ray.
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   # If `enableInTreeAutoscaling` is true, the Autoscaler sidecar will be added to the Ray head pod.
   # Ray Autoscaler integration is Beta with KubeRay >= 0.3.0 and Ray >= 2.0.0.
   enableInTreeAutoscaling: true
diff --git a/ray-operator/config/samples/ray-cluster.complete.yaml b/ray-operator/config/samples/ray-cluster.complete.yaml
index d66f7dcbd3b..394d3889b14 100644
--- a/ray-operator/config/samples/ray-cluster.complete.yaml
+++ b/ray-operator/config/samples/ray-cluster.complete.yaml
@@ -7,7 +7,7 @@ kind: RayCluster
 metadata:
   name: raycluster-complete
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   # Ray head pod configuration
   headGroupSpec:
     # Kubernetes Service Type. This is an optional field, and the default value is ClusterIP.
@@ -17,7 +17,7 @@ spec:
     # See https://github.com/ray-project/kuberay/blob/master/docs/guidance/rayStartParams.md for the default settings of `rayStartParams` in KubeRay.
     # See https://docs.ray.io/en/latest/cluster/cli.html#ray-start for all available options in `rayStartParams`.
     rayStartParams:
-      dashboard-host: '0.0.0.0'
+      dashboard-host: "0.0.0.0"
     # pod template
     template:
       metadata:
diff --git a/ray-operator/config/samples/ray-cluster.custom-head-service.yaml b/ray-operator/config/samples/ray-cluster.custom-head-service.yaml
index c240c674299..dd113853827 100644
--- a/ray-operator/config/samples/ray-cluster.custom-head-service.yaml
+++ b/ray-operator/config/samples/ray-cluster.custom-head-service.yaml
@@ -8,12 +8,12 @@ kind: RayCluster
 metadata:
   name: custom-head-svc
 spec:
-  rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+  rayVersion: "2.52.0" # should match the Ray version in the image of the containers
   # Ray head pod template
   headGroupSpec:
     # the following params are used to complete the ray start: ray start --head --block --redis-port=6379 ...
     rayStartParams:
-      num-cpus: '1' # can be auto-completed from the limits
+      num-cpus: "1" # can be auto-completed from the limits
     headService:
       metadata:
         name: custom-ray-head-service-name
diff --git a/ray-operator/config/samples/ray-cluster.deprecate-gcs-ft.yaml b/ray-operator/config/samples/ray-cluster.deprecate-gcs-ft.yaml
index 6e09c7d7a0d..609eb0d8ff0 100644
--- a/ray-operator/config/samples/ray-cluster.deprecate-gcs-ft.yaml
+++ b/ray-operator/config/samples/ray-cluster.deprecate-gcs-ft.yaml
@@ -10,7 +10,7 @@ metadata:
     # ray.io/external-storage-namespace: "my-raycluster-storage"
   name: raycluster-external-redis
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     # The `rayStartParams` are used to configure the `ray start` command.
     # See https://github.com/ray-project/kuberay/blob/master/docs/guidance/rayStartParams.md for the default settings of `rayStartParams` in KubeRay.
diff --git a/ray-operator/config/samples/ray-cluster.external-redis-uri.yaml b/ray-operator/config/samples/ray-cluster.external-redis-uri.yaml
index de8da2a92b3..2d7dbc3301b 100644
--- a/ray-operator/config/samples/ray-cluster.external-redis-uri.yaml
+++ b/ray-operator/config/samples/ray-cluster.external-redis-uri.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-external-redis-uri
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   gcsFaultToleranceOptions:
     # In most cases, you don't need to set `externalStorageNamespace` because KubeRay will
     # automatically set it to the UID of RayCluster. Only modify this annotation if you fully understand
diff --git a/ray-operator/config/samples/ray-cluster.external-redis.yaml b/ray-operator/config/samples/ray-cluster.external-redis.yaml
index fe029815653..06601434986 100644
--- a/ray-operator/config/samples/ray-cluster.external-redis.yaml
+++ b/ray-operator/config/samples/ray-cluster.external-redis.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-external-redis
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   gcsFaultToleranceOptions:
     # In most cases, you don't need to set `externalStorageNamespace` because KubeRay will
     # automatically set it to the UID of RayCluster. Only modify this annotation if you fully understand
diff --git a/ray-operator/config/samples/ray-cluster.fluentbit.yaml b/ray-operator/config/samples/ray-cluster.fluentbit.yaml
index bb238987306..6b2c49f86cb 100644
--- a/ray-operator/config/samples/ray-cluster.fluentbit.yaml
+++ b/ray-operator/config/samples/ray-cluster.fluentbit.yaml
@@ -4,7 +4,7 @@ kind: RayCluster
 metadata:
   name: raycluster-fluentbit-sidecar-logs
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.gke-bucket.yaml b/ray-operator/config/samples/ray-cluster.gke-bucket.yaml
index 393573a1ce4..24242ded7f7 100644
--- a/ray-operator/config/samples/ray-cluster.gke-bucket.yaml
+++ b/ray-operator/config/samples/ray-cluster.gke-bucket.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-mini
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.head-command.yaml b/ray-operator/config/samples/ray-cluster.head-command.yaml
index 0ca712e54ce..73381bdb8bf 100644
--- a/ray-operator/config/samples/ray-cluster.head-command.yaml
+++ b/ray-operator/config/samples/ray-cluster.head-command.yaml
@@ -5,7 +5,7 @@ kind: RayCluster
 metadata:
   name: raycluster-head-command
 spec:
-  rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+  rayVersion: "2.52.0" # should match the Ray version in the image of the containers
   # Ray head pod template
   headGroupSpec:
     # The `rayStartParams` are used to configure the `ray start` command.
diff --git a/ray-operator/config/samples/ray-cluster.overwrite-command.yaml b/ray-operator/config/samples/ray-cluster.overwrite-command.yaml
index ebc6b74419e..1530f33caec 100644
--- a/ray-operator/config/samples/ray-cluster.overwrite-command.yaml
+++ b/ray-operator/config/samples/ray-cluster.overwrite-command.yaml
@@ -7,7 +7,7 @@ metadata:
     ray.io/overwrite-container-cmd: "true"
   name: raycluster-overwrite-cmd
 spec:
-  rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+  rayVersion: "2.52.0" # should match the Ray version in the image of the containers
   # Ray head Pod template
   headGroupSpec:
     rayStartParams: {}
diff --git a/ray-operator/config/samples/ray-cluster.persistent-redis.yaml b/ray-operator/config/samples/ray-cluster.persistent-redis.yaml
index 57d13d76fc7..7b3c7b6cce7 100644
--- a/ray-operator/config/samples/ray-cluster.persistent-redis.yaml
+++ b/ray-operator/config/samples/ray-cluster.persistent-redis.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-external-redis
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   gcsFaultToleranceOptions:
     # In most cases, you don't need to set `externalStorageNamespace` because KubeRay will
     # automatically set it to the UID of RayCluster. Only modify this annotation if you fully understand
diff --git a/ray-operator/config/samples/ray-cluster.py-spy.yaml b/ray-operator/config/samples/ray-cluster.py-spy.yaml
index 685bdbbfb48..288a40fc13c 100644
--- a/ray-operator/config/samples/ray-cluster.py-spy.yaml
+++ b/ray-operator/config/samples/ray-cluster.py-spy.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-py-spy
 spec:
-  rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+  rayVersion: "2.52.0" # should match the Ray version in the image of the containers
   # Ray head pod template
   headGroupSpec:
     rayStartParams: {}
diff --git a/ray-operator/config/samples/ray-cluster.sample.yaml b/ray-operator/config/samples/ray-cluster.sample.yaml
index 0dd84ce7b75..9f8c240689a 100644
--- a/ray-operator/config/samples/ray-cluster.sample.yaml
+++ b/ray-operator/config/samples/ray-cluster.sample.yaml
@@ -21,7 +21,7 @@ spec:
   #   * May cause temporary service disruption during recreation
   # upgradeStrategy:
   #   type: None
-  rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+  rayVersion: "2.52.0" # should match the Ray version in the image of the containers
   # Ray head pod template
   headGroupSpec:
     # rayStartParams is optional with RayCluster CRD from KubeRay 1.4.0 or later but required in earlier versions.
diff --git a/ray-operator/config/samples/ray-cluster.separate-ingress.yaml b/ray-operator/config/samples/ray-cluster.separate-ingress.yaml
index 89e49951b88..0011a970a47 100644
--- a/ray-operator/config/samples/ray-cluster.separate-ingress.yaml
+++ b/ray-operator/config/samples/ray-cluster.separate-ingress.yaml
@@ -7,7 +7,7 @@ kind: RayCluster
 metadata:
   name: raycluster-ingress
 spec:
-  rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+  rayVersion: "2.52.0" # should match the Ray version in the image of the containers
   headGroupSpec:
     serviceType: NodePort
     # The `rayStartParams` are used to configure the `ray start` command.
diff --git a/ray-operator/config/samples/ray-cluster.tls.yaml b/ray-operator/config/samples/ray-cluster.tls.yaml
index 2367ab5b69f..02a351b3bbf 100644
--- a/ray-operator/config/samples/ray-cluster.tls.yaml
+++ b/ray-operator/config/samples/ray-cluster.tls.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-tls
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   # Note: Uncomment the `enableInTreeAutoscaling` and `autoscalerOptions`
   # if you wish to configure TLS for the autoscaler.
 
diff --git a/ray-operator/config/samples/ray-cluster.tpu-v4-multihost.yaml b/ray-operator/config/samples/ray-cluster.tpu-v4-multihost.yaml
index 0eead88dbae..30e704fc125 100644
--- a/ray-operator/config/samples/ray-cluster.tpu-v4-multihost.yaml
+++ b/ray-operator/config/samples/ray-cluster.tpu-v4-multihost.yaml
@@ -6,7 +6,7 @@ kind: RayCluster
 metadata:
   name: raycluster-tpu-v4-multihost
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.tpu-v4-singlehost.yaml b/ray-operator/config/samples/ray-cluster.tpu-v4-singlehost.yaml
index 00cc3a53c78..f5436961b6e 100644
--- a/ray-operator/config/samples/ray-cluster.tpu-v4-singlehost.yaml
+++ b/ray-operator/config/samples/ray-cluster.tpu-v4-singlehost.yaml
@@ -6,7 +6,7 @@ kind: RayCluster
 metadata:
   name: raycluster-tpu-v4-singlehost
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.tpu-v6e-16-multihost.yaml b/ray-operator/config/samples/ray-cluster.tpu-v6e-16-multihost.yaml
index f924c0ccf97..1ddc175f7c1 100644
--- a/ray-operator/config/samples/ray-cluster.tpu-v6e-16-multihost.yaml
+++ b/ray-operator/config/samples/ray-cluster.tpu-v6e-16-multihost.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-tpu-v6e-multihost
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.tpu-v6e-256-multihost.yaml b/ray-operator/config/samples/ray-cluster.tpu-v6e-256-multihost.yaml
index eb31a402856..6bac9399657 100644
--- a/ray-operator/config/samples/ray-cluster.tpu-v6e-256-multihost.yaml
+++ b/ray-operator/config/samples/ray-cluster.tpu-v6e-256-multihost.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-tpu-v6e-multihost
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.tpu-v6e-singlehost.yaml b/ray-operator/config/samples/ray-cluster.tpu-v6e-singlehost.yaml
index a70baad808f..2f940ecb6ce 100644
--- a/ray-operator/config/samples/ray-cluster.tpu-v6e-singlehost.yaml
+++ b/ray-operator/config/samples/ray-cluster.tpu-v6e-singlehost.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-tpu-v6e-singlehost
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.uv.yaml b/ray-operator/config/samples/ray-cluster.uv.yaml
index 8114b596718..d921ab28d56 100644
--- a/ray-operator/config/samples/ray-cluster.uv.yaml
+++ b/ray-operator/config/samples/ray-cluster.uv.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: raycluster-uv
 spec:
-  rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+  rayVersion: "2.52.0" # should match the Ray version in the image of the containers
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.verl.yaml b/ray-operator/config/samples/ray-cluster.verl.yaml
index caff1e48887..3997389e6f2 100644
--- a/ray-operator/config/samples/ray-cluster.verl.yaml
+++ b/ray-operator/config/samples/ray-cluster.verl.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: verl-cluster
 spec:
-  rayVersion: '2.43.0'
+  rayVersion: "2.43.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.volcano-scheduler-queue.yaml b/ray-operator/config/samples/ray-cluster.volcano-scheduler-queue.yaml
index 3c440779b5e..ccc9b7e773a 100644
--- a/ray-operator/config/samples/ray-cluster.volcano-scheduler-queue.yaml
+++ b/ray-operator/config/samples/ray-cluster.volcano-scheduler-queue.yaml
@@ -15,7 +15,7 @@ metadata:
   labels:
     volcano.sh/queue-name: kuberay-test-queue
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cluster.volcano-scheduler.yaml b/ray-operator/config/samples/ray-cluster.volcano-scheduler.yaml
index f9176f3ba8e..7c8824d648b 100644
--- a/ray-operator/config/samples/ray-cluster.volcano-scheduler.yaml
+++ b/ray-operator/config/samples/ray-cluster.volcano-scheduler.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: test-cluster-0
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     rayStartParams: {}
     template:
diff --git a/ray-operator/config/samples/ray-cronjob.sample.yaml b/ray-operator/config/samples/ray-cronjob.sample.yaml
index 793a374c22c..b81f5f06536 100644
--- a/ray-operator/config/samples/ray-cronjob.sample.yaml
+++ b/ray-operator/config/samples/ray-cronjob.sample.yaml
@@ -44,7 +44,7 @@ spec:
 
     # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
     rayClusterSpec:
-      rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+      rayVersion: "2.52.0" # should match the Ray version in the image of the containers
       # Ray head pod template
       headGroupSpec:
         # The `rayStartParams` are used to configure the `ray start` command.
diff --git a/ray-operator/config/samples/ray-data-image-resize/ray-data-image-resize-gcsfusecsi-job.yaml b/ray-operator/config/samples/ray-data-image-resize/ray-data-image-resize-gcsfusecsi-job.yaml
index 5c750c246a1..3070456ff51 100644
--- a/ray-operator/config/samples/ray-data-image-resize/ray-data-image-resize-gcsfusecsi-job.yaml
+++ b/ray-operator/config/samples/ray-data-image-resize/ray-data-image-resize-gcsfusecsi-job.yaml
@@ -17,7 +17,7 @@ spec:
   rayClusterSpec:
     headGroupSpec:
       rayStartParams:
-        disable-usage-stats: 'true'
+        disable-usage-stats: "true"
       template:
         metadata:
           annotations:
@@ -62,9 +62,9 @@ spec:
                 # replace the bucketName to the Google Cloud Storage bucket of your choice. For non-public bucket, ensure access control is setup for the pod by following https://cloud.google.com/kubernetes-engine/docs/how-to/persistent-volumes/cloud-storage-fuse-csi-driver#authentication
                 bucketName: ray-images
                 mountOptions: implicit-dirs,anonymous-access,uid=1000,gid=100,metadata-cache:ttl-secs:-1,metadata-cache:stat-cache-max-size-mb:-1,metadata-cache:type-cache-max-size-mb:-1
-                skipCSIBucketAccessCheck: 'true'
+                skipCSIBucketAccessCheck: "true"
             name: gcs-fuse-csi-ephemeral
-    rayVersion: 2.52.0
+    rayVersion: "2.52.0"
     workerGroupSpecs:
     - groupName: worker-group
       maxReplicas: 3
@@ -74,10 +74,10 @@ spec:
       template:
         metadata:
           annotations:
-            gke-gcsfuse/cpu-limit: '0'
-            gke-gcsfuse/ephemeral-storage-limit: '0'
-            gke-gcsfuse/memory-limit: '0'
-            gke-gcsfuse/volumes: 'true'
+            gke-gcsfuse/cpu-limit: "0"
+            gke-gcsfuse/ephemeral-storage-limit: "0"
+            gke-gcsfuse/memory-limit: "0"
+            gke-gcsfuse/volumes: "true"
         spec:
           containers:
           - image: rayproject/ray:2.52.0
@@ -105,5 +105,5 @@ spec:
                 # replace the bucketName to the Google Cloud Storage bucket of your choice. For non-public bucket, ensure access control is setup for the pod by following https://cloud.google.com/kubernetes-engine/docs/how-to/persistent-volumes/cloud-storage-fuse-csi-driver#authentication
                 bucketName: ray-images
                 mountOptions: implicit-dirs,anonymous-access,uid=1000,gid=100,metadata-cache:ttl-secs:-1,metadata-cache:stat-cache-max-size-mb:-1,metadata-cache:type-cache-max-size-mb:-1
-                skipCSIBucketAccessCheck: 'true'
+                skipCSIBucketAccessCheck: "true"
             name: gcs-fuse-csi-ephemeral
diff --git a/ray-operator/config/samples/ray-data-image-resize/ray-job.image-resize.yaml b/ray-operator/config/samples/ray-data-image-resize/ray-job.image-resize.yaml
index 530f59a7a43..03017ef95fd 100644
--- a/ray-operator/config/samples/ray-data-image-resize/ray-job.image-resize.yaml
+++ b/ray-operator/config/samples/ray-data-image-resize/ray-job.image-resize.yaml
@@ -17,7 +17,7 @@ spec:
       BUCKET_PREFIX: images
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       # Pod template
diff --git a/ray-operator/config/samples/ray-job.batch-inference.yaml b/ray-operator/config/samples/ray-job.batch-inference.yaml
index c95555a8177..642cafa7271 100644
--- a/ray-operator/config/samples/ray-job.batch-inference.yaml
+++ b/ray-operator/config/samples/ray-job.batch-inference.yaml
@@ -5,10 +5,10 @@ metadata:
 spec:
   entrypoint: python /home/ray/samples/sample_code.py
   rayClusterSpec:
-    rayVersion: '2.46.0'
+    rayVersion: "2.46.0"
     headGroupSpec:
       rayStartParams:
-        dashboard-host: '0.0.0.0'
+        dashboard-host: "0.0.0.0"
       template:
         spec:
           containers:
diff --git a/ray-operator/config/samples/ray-job.custom-head-svc.yaml b/ray-operator/config/samples/ray-job.custom-head-svc.yaml
index 86e5f8af246..e19b0109afd 100644
--- a/ray-operator/config/samples/ray-job.custom-head-svc.yaml
+++ b/ray-operator/config/samples/ray-job.custom-head-svc.yaml
@@ -20,7 +20,7 @@ spec:
 
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     # Ray head pod template
     headGroupSpec:
       headService:
diff --git a/ray-operator/config/samples/ray-job.deletion-rules.yaml b/ray-operator/config/samples/ray-job.deletion-rules.yaml
index 7f3512b7950..6e5d3015485 100644
--- a/ray-operator/config/samples/ray-job.deletion-rules.yaml
+++ b/ray-operator/config/samples/ray-job.deletion-rules.yaml
@@ -53,7 +53,7 @@ spec:
       policy: DeleteSelf
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-job.kueue-toy-sample.yaml b/ray-operator/config/samples/ray-job.kueue-toy-sample.yaml
index d808fb2db9c..77520d26d44 100644
--- a/ray-operator/config/samples/ray-job.kueue-toy-sample.yaml
+++ b/ray-operator/config/samples/ray-job.kueue-toy-sample.yaml
@@ -33,7 +33,7 @@ spec:
 
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-job.light-weight-submitter.yaml b/ray-operator/config/samples/ray-job.light-weight-submitter.yaml
index 071e43fab9d..e8ee5c41efb 100644
--- a/ray-operator/config/samples/ray-job.light-weight-submitter.yaml
+++ b/ray-operator/config/samples/ray-job.light-weight-submitter.yaml
@@ -5,7 +5,7 @@ metadata:
 spec:
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     # Ray head pod template
     headGroupSpec:
       # The `rayStartParams` are used to configure the `ray start` command.
diff --git a/ray-operator/config/samples/ray-job.resources.yaml b/ray-operator/config/samples/ray-job.resources.yaml
index e6c9c9822bb..4c3c7846086 100644
--- a/ray-operator/config/samples/ray-job.resources.yaml
+++ b/ray-operator/config/samples/ray-job.resources.yaml
@@ -21,7 +21,7 @@ spec:
 
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     # Ray head pod template
     headGroupSpec:
       rayStartParams:
diff --git a/ray-operator/config/samples/ray-job.sample.yaml b/ray-operator/config/samples/ray-job.sample.yaml
index ed8564ce984..10df8eb017c 100644
--- a/ray-operator/config/samples/ray-job.sample.yaml
+++ b/ray-operator/config/samples/ray-job.sample.yaml
@@ -35,7 +35,7 @@ spec:
 
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     # Ray head pod template
     headGroupSpec:
       # The `rayStartParams` are used to configure the `ray start` command.
diff --git a/ray-operator/config/samples/ray-job.shutdown.yaml b/ray-operator/config/samples/ray-job.shutdown.yaml
index 66b71a799f4..555c51d1a5b 100644
--- a/ray-operator/config/samples/ray-job.shutdown.yaml
+++ b/ray-operator/config/samples/ray-job.shutdown.yaml
@@ -28,7 +28,7 @@ spec:
 
   # rayClusterSpec specifies the RayCluster instance to be created by the RayJob controller.
   rayClusterSpec:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     # Ray head pod template
     headGroupSpec:
       # The `rayStartParams` are used to configure the `ray start` command.
diff --git a/ray-operator/config/samples/ray-job.sidecar-mode.yaml b/ray-operator/config/samples/ray-job.sidecar-mode.yaml
index 6240c4f666b..a90b2f4833b 100644
--- a/ray-operator/config/samples/ray-job.sidecar-mode.yaml
+++ b/ray-operator/config/samples/ray-job.sidecar-mode.yaml
@@ -16,7 +16,7 @@ spec:
       counter_name: "test_counter"
 
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-job.tpu-v6e-16-multihost.yaml b/ray-operator/config/samples/ray-job.tpu-v6e-16-multihost.yaml
index 8465754e6a7..f97d12de3bc 100644
--- a/ray-operator/config/samples/ray-job.tpu-v6e-16-multihost.yaml
+++ b/ray-operator/config/samples/ray-job.tpu-v6e-16-multihost.yaml
@@ -10,7 +10,7 @@ spec:
       - jax[tpu]==0.6.1
       - -f https://storage.googleapis.com/jax-releases/libtpu_releases.html
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-job.tpu-v6e-256-multihost.yaml b/ray-operator/config/samples/ray-job.tpu-v6e-256-multihost.yaml
index 10a9d3a978b..0b6658b404f 100644
--- a/ray-operator/config/samples/ray-job.tpu-v6e-256-multihost.yaml
+++ b/ray-operator/config/samples/ray-job.tpu-v6e-256-multihost.yaml
@@ -10,7 +10,7 @@ spec:
       - jax[tpu]==0.4.33
       - -f https://storage.googleapis.com/jax-releases/libtpu_releases.html
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-job.tpu-v6e-singlehost.yaml b/ray-operator/config/samples/ray-job.tpu-v6e-singlehost.yaml
index 36c0a9e4e03..3b669c85b74 100644
--- a/ray-operator/config/samples/ray-job.tpu-v6e-singlehost.yaml
+++ b/ray-operator/config/samples/ray-job.tpu-v6e-singlehost.yaml
@@ -10,7 +10,7 @@ spec:
       - jax[tpu]==0.6.1
       - -f https://storage.googleapis.com/jax-releases/libtpu_releases.html
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-job.volcano-scheduler-queue.yaml b/ray-operator/config/samples/ray-job.volcano-scheduler-queue.yaml
index 8ae18cf832d..4712853ee95 100644
--- a/ray-operator/config/samples/ray-job.volcano-scheduler-queue.yaml
+++ b/ray-operator/config/samples/ray-job.volcano-scheduler-queue.yaml
@@ -23,7 +23,7 @@ spec:
     env_vars:
       counter_name: "test_counter"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-job.yunikorn-scheduler.yaml b/ray-operator/config/samples/ray-job.yunikorn-scheduler.yaml
index 165dd840a40..2b2eb1b2376 100644
--- a/ray-operator/config/samples/ray-job.yunikorn-scheduler.yaml
+++ b/ray-operator/config/samples/ray-job.yunikorn-scheduler.yaml
@@ -15,7 +15,7 @@ spec:
     env_vars:
       counter_name: "test_counter"
   rayClusterSpec:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/config/samples/ray-service.custom-serve-service.yaml b/ray-operator/config/samples/ray-service.custom-serve-service.yaml
index fed824ba41d..c2762e107a2 100644
--- a/ray-operator/config/samples/ray-service.custom-serve-service.yaml
+++ b/ray-operator/config/samples/ray-service.custom-serve-service.yaml
@@ -49,7 +49,7 @@ spec:
             ray_actor_options:
               num_cpus: 0.1
   rayClusterConfig:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     headGroupSpec:
diff --git a/ray-operator/config/samples/ray-service.different-port.yaml b/ray-operator/config/samples/ray-service.different-port.yaml
index 87dc42f0b27..f6ce2002d08 100644
--- a/ray-operator/config/samples/ray-service.different-port.yaml
+++ b/ray-operator/config/samples/ray-service.different-port.yaml
@@ -41,7 +41,7 @@ spec:
     http_options:
       port: 9000
   rayClusterConfig:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     headGroupSpec:
diff --git a/ray-operator/config/samples/ray-service.high-availability.yaml b/ray-operator/config/samples/ray-service.high-availability.yaml
index 5e0fde5bda1..8ef44ae5171 100644
--- a/ray-operator/config/samples/ray-service.high-availability.yaml
+++ b/ray-operator/config/samples/ray-service.high-availability.yaml
@@ -38,7 +38,7 @@ spec:
             ray_actor_options:
               num_cpus: 0.1
   rayClusterConfig:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     gcsFaultToleranceOptions:
diff --git a/ray-operator/config/samples/ray-service.mobilenet.yaml b/ray-operator/config/samples/ray-service.mobilenet.yaml
index 35450839456..6dcfdc5719e 100644
--- a/ray-operator/config/samples/ray-service.mobilenet.yaml
+++ b/ray-operator/config/samples/ray-service.mobilenet.yaml
@@ -16,7 +16,7 @@ spec:
             ray_actor_options:
               num_cpus: 1
   rayClusterConfig:
-    rayVersion: '2.46.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.46.0" # should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     headGroupSpec:
diff --git a/ray-operator/config/samples/ray-service.no-ray-serve-replica.yaml b/ray-operator/config/samples/ray-service.no-ray-serve-replica.yaml
index 5200f3e03d0..c9eccd253bb 100644
--- a/ray-operator/config/samples/ray-service.no-ray-serve-replica.yaml
+++ b/ray-operator/config/samples/ray-service.no-ray-serve-replica.yaml
@@ -17,7 +17,7 @@ spec:
             ray_actor_options:
               num_cpus: 0.1
   rayClusterConfig:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams:
         num-cpus: "0"
diff --git a/ray-operator/config/samples/ray-service.sample.yaml b/ray-operator/config/samples/ray-service.sample.yaml
index b45b26696ab..803ab4488d8 100644
--- a/ray-operator/config/samples/ray-service.sample.yaml
+++ b/ray-operator/config/samples/ray-service.sample.yaml
@@ -60,7 +60,7 @@ spec:
           - name: Router
             num_replicas: 1
   rayClusterConfig:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     headGroupSpec:
diff --git a/ray-operator/config/samples/ray-service.stable-diffusion.yaml b/ray-operator/config/samples/ray-service.stable-diffusion.yaml
index ccd9804c47a..7ab2ca4fd72 100644
--- a/ray-operator/config/samples/ray-service.stable-diffusion.yaml
+++ b/ray-operator/config/samples/ray-service.stable-diffusion.yaml
@@ -11,7 +11,7 @@ spec:
           working_dir: "https://github.com/ray-project/serve_config_examples/archive/b8af221bc0e5d6cc7daa0dd071295fd9e456e671.zip"
           pip: ["diffusers==0.32.2", "transformers==4.48.2"]
   rayClusterConfig:
-    rayVersion: '2.46.0' # Should match the Ray version in the image of the containers
+    rayVersion: "2.46.0" # Should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     headGroupSpec:
diff --git a/ray-operator/config/samples/ray-service.text-ml.yaml b/ray-operator/config/samples/ray-service.text-ml.yaml
index ba58150b8af..30c772acf38 100644
--- a/ray-operator/config/samples/ray-service.text-ml.yaml
+++ b/ray-operator/config/samples/ray-service.text-ml.yaml
@@ -30,7 +30,7 @@ spec:
             ray_actor_options:
               num_cpus: 0.2
   rayClusterConfig:
-    rayVersion: '2.52.0' # should match the Ray version in the image of the containers
+    rayVersion: "2.52.0" # should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     headGroupSpec:
diff --git a/ray-operator/config/samples/ray-service.text-summarizer.yaml b/ray-operator/config/samples/ray-service.text-summarizer.yaml
index 22490b257f7..3f749b02256 100644
--- a/ray-operator/config/samples/ray-service.text-summarizer.yaml
+++ b/ray-operator/config/samples/ray-service.text-summarizer.yaml
@@ -10,7 +10,7 @@ spec:
         runtime_env:
           working_dir: "https://github.com/ray-project/serve_config_examples/archive/607d1264c2c998e4a85eaf5403efcd3bc9ed3039.zip"
   rayClusterConfig:
-    rayVersion: '2.46.0' # Should match the Ray version in the image of the containers
+    rayVersion: "2.46.0" # Should match the Ray version in the image of the containers
     ######################headGroupSpecs#################################
     # Ray head pod template.
     headGroupSpec:
diff --git a/ray-operator/config/samples/ray-service.tpu-single-host.yaml b/ray-operator/config/samples/ray-service.tpu-single-host.yaml
index f416d25f5e8..2cd6871752f 100644
--- a/ray-operator/config/samples/ray-service.tpu-single-host.yaml
+++ b/ray-operator/config/samples/ray-service.tpu-single-host.yaml
@@ -21,7 +21,7 @@ spec:
             - -f https://storage.googleapis.com/jax-releases/libtpu_releases.html
             - fastapi
   rayClusterConfig:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       rayStartParams: {}
       template:
diff --git a/ray-operator/test/e2erayservice/testdata/locust-cluster.burst.yaml b/ray-operator/test/e2erayservice/testdata/locust-cluster.burst.yaml
index 2f7503fc87e..a6d1b03c80f 100644
--- a/ray-operator/test/e2erayservice/testdata/locust-cluster.burst.yaml
+++ b/ray-operator/test/e2erayservice/testdata/locust-cluster.burst.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: locust-cluster
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     template:
       spec:
@@ -12,11 +12,11 @@ spec:
             image: rayproject/ray:2.52.0
             resources:
               requests:
-                cpu: 300m
-                memory: 1G
+                cpu: "300m"
+                memory: "1G"
               limits:
-                cpu: 500m
-                memory: 2G
+                cpu: "500m"
+                memory: "2G"
             ports:
               - containerPort: 6379
                 name: gcs-server
diff --git a/ray-operator/test/e2erayservice/testdata/locust-cluster.const-rate.yaml b/ray-operator/test/e2erayservice/testdata/locust-cluster.const-rate.yaml
index 3b38fbdec88..a837a9c40b5 100644
--- a/ray-operator/test/e2erayservice/testdata/locust-cluster.const-rate.yaml
+++ b/ray-operator/test/e2erayservice/testdata/locust-cluster.const-rate.yaml
@@ -3,7 +3,7 @@ kind: RayCluster
 metadata:
   name: locust-cluster
 spec:
-  rayVersion: '2.52.0'
+  rayVersion: "2.52.0"
   headGroupSpec:
     template:
       spec:
@@ -12,11 +12,11 @@ spec:
             image: rayproject/ray:2.52.0
             resources:
               requests:
-                cpu: 300m
-                memory: 1G
+                cpu: "300m"
+                memory: "1G"
               limits:
-                cpu: 500m
-                memory: 2G
+                cpu: "500m"
+                memory: "2G"
             ports:
               - containerPort: 6379
                 name: gcs-server
diff --git a/ray-operator/test/e2erayservice/testdata/rayservice.autoscaling.yaml b/ray-operator/test/e2erayservice/testdata/rayservice.autoscaling.yaml
index 10338477f09..b24411aa1a1 100644
--- a/ray-operator/test/e2erayservice/testdata/rayservice.autoscaling.yaml
+++ b/ray-operator/test/e2erayservice/testdata/rayservice.autoscaling.yaml
@@ -26,7 +26,7 @@ spec:
             ray_actor_options:
               num_cpus: 0.5
   rayClusterConfig:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     enableInTreeAutoscaling: true
     autoscalerOptions:
       idleTimeoutSeconds: 60
@@ -40,11 +40,11 @@ spec:
               image: rayproject/ray:2.52.0
               resources:
                 requests:
-                  cpu: 300m
-                  memory: 1G
+                  cpu: "300m"
+                  memory: "1G"
                 limits:
-                  cpu: 500m
-                  memory: 2G
+                  cpu: "500m"
+                  memory: "2G"
               ports:
                 - containerPort: 6379
                   name: gcs-server
@@ -66,8 +66,8 @@ spec:
                 image: rayproject/ray:2.52.0
                 resources:
                   requests:
-                    cpu: 300m
-                    memory: 1G
+                    cpu: "300m"
+                    memory: "1G"
                   limits:
-                    cpu: 500m
-                    memory: 1G
+                    cpu: "500m"
+                    memory: "1G"
diff --git a/ray-operator/test/e2erayservice/testdata/rayservice.deletiondelay.yaml b/ray-operator/test/e2erayservice/testdata/rayservice.deletiondelay.yaml
index f42dbdefd0b..23ac0c225cb 100644
--- a/ray-operator/test/e2erayservice/testdata/rayservice.deletiondelay.yaml
+++ b/ray-operator/test/e2erayservice/testdata/rayservice.deletiondelay.yaml
@@ -21,7 +21,7 @@ spec:
             ray_actor_options:
               num_cpus: 1
   rayClusterConfig:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       template:
         spec:
@@ -30,11 +30,11 @@ spec:
               image: rayproject/ray:2.52.0
               resources:
                 requests:
-                  cpu: 300m
-                  memory: 1G
+                  cpu: "300m"
+                  memory: "1G"
                 limits:
-                  cpu: 500m
-                  memory: 2G
+                  cpu: "500m"
+                  memory: "2G"
               ports:
                 - containerPort: 6379
                   name: gcs-server
@@ -58,8 +58,8 @@ spec:
                 image: rayproject/ray:2.52.0
                 resources:
                   requests:
-                    cpu: 300m
-                    memory: 1G
+                    cpu: "300m"
+                    memory: "1G"
                   limits:
-                    cpu: 500m
-                    memory: 1G
+                    cpu: "500m"
+                    memory: "1G"
diff --git a/ray-operator/test/e2erayservice/testdata/rayservice.static.yaml b/ray-operator/test/e2erayservice/testdata/rayservice.static.yaml
index f930322c5e8..c24e3099004 100644
--- a/ray-operator/test/e2erayservice/testdata/rayservice.static.yaml
+++ b/ray-operator/test/e2erayservice/testdata/rayservice.static.yaml
@@ -20,7 +20,7 @@ spec:
             ray_actor_options:
               num_cpus: 1
   rayClusterConfig:
-    rayVersion: '2.52.0'
+    rayVersion: "2.52.0"
     headGroupSpec:
       template:
         spec:
@@ -29,11 +29,11 @@ spec:
               image: rayproject/ray:2.52.0
               resources:
                 requests:
-                  cpu: 300m
-                  memory: 1G
+                  cpu: "300m"
+                  memory: "1G"
                 limits:
-                  cpu: 500m
-                  memory: 2G
+                  cpu: "500m"
+                  memory: "2G"
               ports:
                 - containerPort: 6379
                   name: gcs-server
@@ -57,8 +57,8 @@ spec:
                 image: rayproject/ray:2.52.0
                 resources:
                   requests:
-                    cpu: 300m
-                    memory: 1G
+                    cpu: "300m"
+                    memory: "1G"
                   limits:
-                    cpu: 500m
-                    memory: 1G
+                    cpu: "500m"
+                    memory: "1G"