diff --git a/apps/prod/jenkins-beta/release/values-controller-plugins.yaml b/apps/prod/jenkins-beta/release/values-controller-plugins.yaml
index 008f7f968..90a20ef9e 100644
--- a/apps/prod/jenkins-beta/release/values-controller-plugins.yaml
+++ b/apps/prod/jenkins-beta/release/values-controller-plugins.yaml
@@ -11,6 +11,79 @@ controller:
     - name: JENKINS_UC_DOWNLOAD
       value: https://mirrors.tuna.tsinghua.edu.cn/jenkins
 
+  installLatestPlugins: false
+
+  # List of plugins to be install during Jenkins controller start
+  installPlugins:
+    # Ref: https://github.com/jenkinsci/plugin-installation-manager-tool#plugin-input-format
+    # but without outer `plugin` key.
+    - artifactId: kubernetes
+      source:
+        # renovate: datasource=jenkins-plugins depName=kubernetes
+        version: 3845.va_9823979a_744
+    - artifactId: kubernetes-client-api
+      source:
+        # renovate: datasource=jenkins-plugins depName=kubernetes-client-api
+        version: 6.3.1-206.v76d3b_6b_14db_b
+    - artifactId: git
+      source:
+        # renovate: datasource=jenkins-plugins depName=git
+        version: 5.0.0
+    - artifactId: configuration-as-code
+      source:
+        # renovate: datasource=jenkins-plugins depName=configuration-as-code
+        version: 1569.vb_72405b_80249
+    - artifactId: prometheus
+      source:
+        # renovate: datasource=jenkins-plugins depName=prometheus
+        version: 2.0.11
+    - artifactId: blueocean
+      source:
+        # renovate: datasource=jenkins-plugins depName=blueocean
+        version: 1.25.8
+    - artifactId: job-dsl
+      source:
+        # renovate: datasource=jenkins-plugins depName=job-dsl
+        version: 1.84
+    - artifactId: build-failure-analyzer
+      source:
+        url: https://github.com/PingCAP-QE/build-failure-analyzer-plugin/releases/download/v2.4.1-jobname/build-failure-analyzer.hpi
+    - artifactId: pipeline-utility-steps
+      source:
+        # renovate: datasource=jenkins-plugins depName=pipeline-utility-steps
+        version: 2.13.2
+    - artifactId: http_request
+      source:
+        # renovate: datasource=jenkins-plugins depName=http_request
+        version: 1.16
+    - artifactId: workflow-aggregator
+      source:
+        # renovate: datasource=jenkins-plugins depName=workflow-aggregator
+        version: 590.v6a_d052e5a_a_b_5
+    - artifactId: workflow-cps-global-lib
+      source:
+        # renovate: datasource=jenkins-plugins depName=workflow-cps-global-lib
+        version: 609.vd95673f149b_b
+    - artifactId: instance-identity
+      source:
+        # renovate: datasource=jenkins-plugins depName=instance-identity
+        version: 142.v04572ca_5b_265
+    - artifactId: jenkins-pipeline-cache
+      source:
+        # renovate: datasource=github-releases depName=j3t/jenkins-pipeline-cache-plugin versioning=semver
+        url: https://github.com/j3t/jenkins-pipeline-cache-plugin/releases/download/0.1.5/jenkins-pipeline-cache-0.1.5.hpi
+    - artifactId: ghprb
+      source:
+        # renovate: datasource=jenkins-plugins depName=ghprb
+        version: 1.42.2
+    - artifactId: generic-webhook-trigger
+      source:
+        # renovate: datasource=jenkins-plugins depName=generic-webhook-trigger
+        version: 1.85.2
+    - artifactId: ssh-agent
+      source:
+        # renovate: datasource=jenkins-plugins depName=ssh-agent
+        version: 327.v230ecd01f86f
   # for plugin build-failure-analyzer
   #   Exporting to prometheus
   #   Ref: https://github.com/jenkinsci/build-failure-analyzer-plugin/blob/master/docs/metrics.md
diff --git a/apps/prod/jenkins-beta/release/values-controller.yaml b/apps/prod/jenkins-beta/release/values-controller.yaml
index 67b6cedd8..458d89eef 100644
--- a/apps/prod/jenkins-beta/release/values-controller.yaml
+++ b/apps/prod/jenkins-beta/release/values-controller.yaml
@@ -1,7 +1,6 @@
 # please see: https://github.com/jenkinsci/helm-charts/blob/main/charts/jenkins/VALUES_SUMMARY.md
 controller:
-  image: "hub.pingcap.net/jenkins/jenkins-with-plugins"
-  tag: "2.387.3-jdk11"
+  tag: "2.387.3"
   resources:
     requests:
       cpu: "4"