diff --git a/.github/workflows/pull-cd-builder-images-centos7.yaml b/.github/workflows/pull-cd-builder-images-centos7.yaml
index 4c281411..05739f79 100644
--- a/.github/workflows/pull-cd-builder-images-centos7.yaml
+++ b/.github/workflows/pull-cd-builder-images-centos7.yaml
@@ -91,7 +91,15 @@ jobs:
         profile: [go-1.23, go-1.22, go-1.21, go-1.20, go-1.19]
         platform: [linux/amd64, linux/arm64]
         builder: ${{ fromJSON(needs.define-matrix.outputs.changed_go_builder_folders) }}
-
+        exclude:
+          - builder: ticdc
+            profile: go-1.22
+          - builder: ticdc
+            profile: go-1.21
+          - builder: ticdc
+            profile: go-1.20
+          - builder: ticdc
+            profile: go-1.19
     steps:
       - name: Checkout sources
         uses: actions/checkout@v4
diff --git a/.github/workflows/release-cd-builder-images-centos7.yaml b/.github/workflows/release-cd-builder-images-centos7.yaml
index 164c71ea..bd1c83a1 100644
--- a/.github/workflows/release-cd-builder-images-centos7.yaml
+++ b/.github/workflows/release-cd-builder-images-centos7.yaml
@@ -91,6 +91,15 @@ jobs:
         module: [builder-go]
         profile: [go-1.23, go-1.22, go-1.21, go-1.20, go-1.19]
         builder: ${{ fromJSON(needs.define-matrix.outputs.changed_go_builder_folders) }}
+        exclude:
+          - builder: ticdc
+            profile: go-1.22
+          - builder: ticdc
+            profile: go-1.21
+          - builder: ticdc
+            profile: go-1.20
+          - builder: ticdc
+            profile: go-1.19
 
     steps:
       - name: Checkout sources
diff --git a/dockerfiles/cd/builders/ng-monitoring/skaffold-centos7.yaml b/dockerfiles/cd/builders/ng-monitoring/skaffold-centos7.yaml
index 666629c9..5da49ec4 100644
--- a/dockerfiles/cd/builders/ng-monitoring/skaffold-centos7.yaml
+++ b/dockerfiles/cd/builders/ng-monitoring/skaffold-centos7.yaml
@@ -30,7 +30,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -39,7 +40,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -48,7 +50,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
   - name: go-1.20
     patches:
@@ -57,7 +59,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.20"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-20
+        value:
           GOLANG_VERSION: 1.20.14
   - name: go-1.19
     patches:
@@ -66,5 +68,5 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.19"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-19
+        value:
           GOLANG_VERSION: 1.19.13
diff --git a/dockerfiles/cd/builders/ng-monitoring/skaffold.yaml b/dockerfiles/cd/builders/ng-monitoring/skaffold.yaml
index 42de0cf1..939bcd81 100644
--- a/dockerfiles/cd/builders/ng-monitoring/skaffold.yaml
+++ b/dockerfiles/cd/builders/ng-monitoring/skaffold.yaml
@@ -31,7 +31,8 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -40,7 +41,8 @@ profiles:
         value: "{{ .SHA }}-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -49,5 +51,5 @@ profiles:
         value: "{{ .SHA }}-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
diff --git a/dockerfiles/cd/builders/pd/skaffold-centos7.yaml b/dockerfiles/cd/builders/pd/skaffold-centos7.yaml
index c1c81284..000b5089 100644
--- a/dockerfiles/cd/builders/pd/skaffold-centos7.yaml
+++ b/dockerfiles/cd/builders/pd/skaffold-centos7.yaml
@@ -30,7 +30,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -39,7 +40,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -48,7 +50,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
   - name: go-1.20
     patches:
@@ -57,7 +59,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.20"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-20
+        value:
           GOLANG_VERSION: 1.20.14
   - name: go-1.19
     patches:
@@ -66,5 +68,5 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.19"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-19
+        value:
           GOLANG_VERSION: 1.19.13
diff --git a/dockerfiles/cd/builders/pd/skaffold.yaml b/dockerfiles/cd/builders/pd/skaffold.yaml
index 71edc246..bd9bfb65 100644
--- a/dockerfiles/cd/builders/pd/skaffold.yaml
+++ b/dockerfiles/cd/builders/pd/skaffold.yaml
@@ -31,7 +31,8 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -40,7 +41,8 @@ profiles:
         value: "{{ .SHA }}-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -49,5 +51,5 @@ profiles:
         value: "{{ .SHA }}-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
diff --git a/dockerfiles/cd/builders/tem/skaffold.yaml b/dockerfiles/cd/builders/tem/skaffold.yaml
index 4e7ff3b0..ec25e988 100644
--- a/dockerfiles/cd/builders/tem/skaffold.yaml
+++ b/dockerfiles/cd/builders/tem/skaffold.yaml
@@ -31,7 +31,8 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -40,7 +41,8 @@ profiles:
         value: "{{ .SHA }}-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -49,5 +51,5 @@ profiles:
         value: "{{ .SHA }}-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
diff --git a/dockerfiles/cd/builders/ticdc/skaffold-centos7.yaml b/dockerfiles/cd/builders/ticdc/skaffold-centos7.yaml
index bb13a760..652a91fe 100644
--- a/dockerfiles/cd/builders/ticdc/skaffold-centos7.yaml
+++ b/dockerfiles/cd/builders/ticdc/skaffold-centos7.yaml
@@ -30,5 +30,6 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
diff --git a/dockerfiles/cd/builders/ticdc/skaffold.yaml b/dockerfiles/cd/builders/ticdc/skaffold.yaml
index 73475d14..5e3a4bc4 100644
--- a/dockerfiles/cd/builders/ticdc/skaffold.yaml
+++ b/dockerfiles/cd/builders/ticdc/skaffold.yaml
@@ -31,5 +31,6 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
diff --git a/dockerfiles/cd/builders/tidb-dashboard/skaffold-centos7.yaml b/dockerfiles/cd/builders/tidb-dashboard/skaffold-centos7.yaml
index cbfb8013..d584ba12 100644
--- a/dockerfiles/cd/builders/tidb-dashboard/skaffold-centos7.yaml
+++ b/dockerfiles/cd/builders/tidb-dashboard/skaffold-centos7.yaml
@@ -30,7 +30,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -39,7 +40,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -48,7 +50,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
   - name: go-1.20
     patches:
@@ -57,7 +59,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.20"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-20
+        value:
           GOLANG_VERSION: 1.20.14
   - name: go-1.19
     patches:
@@ -66,5 +68,5 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.19"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-19
+        value:
           GOLANG_VERSION: 1.19.13
diff --git a/dockerfiles/cd/builders/tidb-dashboard/skaffold.yaml b/dockerfiles/cd/builders/tidb-dashboard/skaffold.yaml
index 4adc9624..91ab98ea 100644
--- a/dockerfiles/cd/builders/tidb-dashboard/skaffold.yaml
+++ b/dockerfiles/cd/builders/tidb-dashboard/skaffold.yaml
@@ -31,7 +31,8 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -40,7 +41,8 @@ profiles:
         value: "{{ .SHA }}-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -49,5 +51,5 @@ profiles:
         value: "{{ .SHA }}-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
diff --git a/dockerfiles/cd/builders/tidb-operator/skaffold.yaml b/dockerfiles/cd/builders/tidb-operator/skaffold.yaml
index c7ec6c10..5a9b69f6 100644
--- a/dockerfiles/cd/builders/tidb-operator/skaffold.yaml
+++ b/dockerfiles/cd/builders/tidb-operator/skaffold.yaml
@@ -31,7 +31,8 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -40,7 +41,8 @@ profiles:
         value: "{{ .SHA }}-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -49,5 +51,5 @@ profiles:
         value: "{{ .SHA }}-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
diff --git a/dockerfiles/cd/builders/tidb/skaffold-centos7.yaml b/dockerfiles/cd/builders/tidb/skaffold-centos7.yaml
index 22fa1595..90e85c5f 100644
--- a/dockerfiles/cd/builders/tidb/skaffold-centos7.yaml
+++ b/dockerfiles/cd/builders/tidb/skaffold-centos7.yaml
@@ -30,7 +30,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -39,7 +40,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -48,7 +50,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
   - name: go-1.20
     patches:
@@ -57,7 +59,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.20"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-20
+        value:
           GOLANG_VERSION: 1.20.14
   - name: go-1.19
     patches:
@@ -66,5 +68,5 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.19"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-19
+        value:
           GOLANG_VERSION: 1.19.13
diff --git a/dockerfiles/cd/builders/tidb/skaffold.yaml b/dockerfiles/cd/builders/tidb/skaffold.yaml
index b62a2416..2a16f476 100644
--- a/dockerfiles/cd/builders/tidb/skaffold.yaml
+++ b/dockerfiles/cd/builders/tidb/skaffold.yaml
@@ -31,7 +31,8 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -40,7 +41,8 @@ profiles:
         value: "{{ .SHA }}-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -49,5 +51,5 @@ profiles:
         value: "{{ .SHA }}-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
diff --git a/dockerfiles/cd/builders/tiflow/skaffold-centos7.yaml b/dockerfiles/cd/builders/tiflow/skaffold-centos7.yaml
index 6a583b2a..d7691b73 100644
--- a/dockerfiles/cd/builders/tiflow/skaffold-centos7.yaml
+++ b/dockerfiles/cd/builders/tiflow/skaffold-centos7.yaml
@@ -30,7 +30,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -39,7 +40,8 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: *value-go1-22
+        value:
+          GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
       - op: replace
@@ -47,7 +49,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13
   - name: go-1.20
     patches:
@@ -56,7 +58,7 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.20"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-20
+        value:
           GOLANG_VERSION: 1.20.14
   - name: go-1.19
     patches:
@@ -65,4 +67,5 @@ profiles:
         value: "{{ .SHA }}-centos7-go1.19"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: *value-go1-19
+        value:
+          GOLANG_VERSION: 1.19.13
diff --git a/dockerfiles/cd/builders/tiflow/skaffold.yaml b/dockerfiles/cd/builders/tiflow/skaffold.yaml
index 7a042e78..e63b3a9a 100644
--- a/dockerfiles/cd/builders/tiflow/skaffold.yaml
+++ b/dockerfiles/cd/builders/tiflow/skaffold.yaml
@@ -31,7 +31,8 @@ profiles:
         value: "{{ .SHA }}-go1.23"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-23 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.23.4
   - name: go-1.22
     patches:
@@ -40,7 +41,8 @@ profiles:
         value: "{{ .SHA }}-go1.22"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-22 # renovate: datasource=docker depName=golang
+        value:
+          # renovate: datasource=docker depName=golang
           GOLANG_VERSION: 1.22.10
   - name: go-1.21
     patches:
@@ -49,5 +51,5 @@ profiles:
         value: "{{ .SHA }}-go1.21"
       - op: add
         path: /build/artifacts/0/docker/buildArgs
-        value: &value-go1-21
+        value:
           GOLANG_VERSION: 1.21.13