diff --git a/packages/packages.yaml.tmpl b/packages/packages.yaml.tmpl
index 5c963cce..c55aa95d 100644
--- a/packages/packages.yaml.tmpl
+++ b/packages/packages.yaml.tmpl
@@ -994,7 +994,7 @@ components:
         - {{ strings.ReplaceAll "/" "-" .Git.ref | strings.ToLower }}
         - {{ .Release.version }}
     builders:
-      - image: golang:1.21.11
+      - image: ghcr.io/pingcap-qe/cd/builders/tidb-operator:v20240325-52-ga8d3395
     routers:
       - description: interpret versions according to semantic version spec.
         if: {{ semver.CheckConstraint ">= 1.5.0-0" .Release.version }}
@@ -1035,8 +1035,11 @@ components:
             type: image
             artifactory:
               repo: "{{ .Release.registry }}/pingcap/tidb-operator/image"
-            context: . # build under git repo.
-            dockerfile: images/tidb-operator/Dockerfile
+            build_args:
+              - TARGETARCH={{ .Release.arch }}
+            context: images/tidb-operator
+            dockerfile: Dockerfile
+
   tidb-dashboard:
     desc: ''
     git: