diff --git a/.github/workflows/build-image.yml b/.github/workflows/build-image.yml
deleted file mode 100644
index f754124..0000000
--- a/.github/workflows/build-image.yml
+++ /dev/null
@@ -1,60 +0,0 @@
-name: Build Image
-
-on:
-  push:
-    tags:
-      - v**
-
-jobs:
-  build:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v2
-      - name: Docker meta for kubesphere
-        id: meta
-        uses: docker/metadata-action@v3
-        with:
-          images: |
-            kubespheredev/ks-jenkins
-          tags: |
-            type=schedule
-            type=ref,event=branch
-            type=ref,event=pr
-            type=semver,pattern=v{{major}}.{{minor}}.{{patch}}
-      - name: Cache
-        uses: actions/cache@v1.1.2
-        with:
-          path: ~/.m2
-          key: maven
-          restore-keys: maven
-      - name: Dependency
-        run: |
-          wget https://bitbucket.org/ariya/phantomjs/downloads/phantomjs-2.1.1-linux-x86_64.tar.bz2
-          tar xvjf phantomjs-2.1.1-linux-x86_64.tar.bz2
-          ls -ahl
-      - name: Build
-        run: |
-          docker login --username ${{ secrets.DOCKER_HUB_USER }} --password ${{secrets.DOCKER_HUB_TOKEN}}
-
-          mkdir -p ~/.m2
-          echo "${{secrets.MVN_SETTINGS}}" > ~/.m2/settings.xml
-          curl -L https://github.com/jenkins-zh/jenkins-cli/releases/latest/download/jcli-linux-amd64.tar.gz|tar xzv
-          export PATH=.:$PATH:phantomjs/bin
-          jcli cwp --install-artifacts --config-path formula.yaml \
-            --value-set version=${{ fromJSON(steps.meta.outputs.json).labels['org.opencontainers.image.version'] }}
-
-          # there's no a release for the multi-arch building but https://github.com/jenkinsci/custom-war-packager/releases/tag/v2.0-alpha-6
-          wget https://github.com/LinuxSuRen/custom-war-packager/releases/download/v2.0-alpha-6/custom-war-packager-cli-2.0-alpha-7-20210527.031403-1-jar-with-dependencies.jar
-          mv custom-war-packager-cli-2.0-alpha-7-20210527.031403-1-jar-with-dependencies.jar ~/.jenkins-cli/cwp-cli.jar
-          jcli cwp --install-artifacts --config-path formula-arm.yaml --value-set output=push \
-            --value-set version=${{ fromJSON(steps.meta.outputs.json).labels['org.opencontainers.image.version'] }}
-      - name: Push Image
-        run: |
-          version=${{ fromJSON(steps.meta.outputs.json).labels['org.opencontainers.image.version'] }}
-          docker push kubespheredev/ks-jenkins:$version
-      - name: Push Image ghcr.io
-        run: |
-          version=${{ fromJSON(steps.meta.outputs.json).labels['org.opencontainers.image.version'] }}
-          docker login ghcr.io --username ${{ secrets.GH_USER }} --password ${{secrets.GH_TOKEN}}
-          docker tag kubespheredev/ks-jenkins:$version ghcr.io/kubesphere/ks-jenkins:$version
-          docker push ghcr.io/kubesphere/ks-jenkins:$version
diff --git a/.github/workflows/build-dev-image.yml b/.github/workflows/build.yaml
similarity index 59%
rename from .github/workflows/build-dev-image.yml
rename to .github/workflows/build.yaml
index 381b5ce..fd87458 100644
--- a/.github/workflows/build-dev-image.yml
+++ b/.github/workflows/build.yaml
@@ -1,10 +1,12 @@
-name: Build Dev Image
+name: Build Image
 
 on:
   push:
     branches:
       - master
       - "release-**"
+    tags:
+      - v**
 
 jobs:
   build:
@@ -33,20 +35,33 @@ jobs:
           wget https://bitbucket.org/ariya/phantomjs/downloads/phantomjs-2.1.1-linux-x86_64.tar.bz2
           tar xvjf phantomjs-2.1.1-linux-x86_64.tar.bz2
           ls -ahl
+
+          # v2.0-alpha-6 is a pre-release, jcli is not able to download it automatically.
+          mkdir -p ~/.jenkins-cli
+          curl https://github.com/LinuxSuRen/custom-war-packager/releases/download/v2.0-alpha-6/custom-war-packager-cli-2.0-alpha-7-20210527.031403-1-jar-with-dependencies.jar \
+            -L --output ~/.jenkins-cli/cwp-cli.jar
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v1
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+      - name: Build env
+        id: build_env
+        shell: bash
+        run: |
+          echo "::set-output name=version::${{ fromJSON(steps.meta.outputs.json).labels['org.opencontainers.image.version'] }}"
       - name: Build
         run: |
           docker login --username ${{ secrets.DOCKER_HUB_USER }} --password ${{secrets.DOCKER_HUB_TOKEN}}
 
           curl -L https://github.com/jenkins-zh/jenkins-cli/releases/latest/download/jcli-linux-amd64.tar.gz|tar xzv
-
           export PATH=.:$PATH:phantomjs/bin
 
-          # there's no a release for the multi-arch building but https://github.com/jenkinsci/custom-war-packager/releases/tag/v2.0-alpha-6
-          wget https://github.com/LinuxSuRen/custom-war-packager/releases/download/v2.0-alpha-6/custom-war-packager-cli-2.0-alpha-7-20210527.031403-1-jar-with-dependencies.jar
-          mv custom-war-packager-cli-2.0-alpha-7-20210527.031403-1-jar-with-dependencies.jar ~/.jenkins-cli/cwp-cli.jar
           jcli cwp --install-artifacts --config-path formula.yaml --value-set output=push \
-            --value-set version=kubespheredev/ks-jenkins:${{ steps.meta.outputs.version }}
+            --value-set tag=kubespheredev/ks-jenkins:${{ steps.build_env.outputs.version }} \
+            --value-set platform=linux/amd64,linux/arm64
       - name: Push Image ghcr.io
         run: |
+          docker login ghcr.io --username ${{ secrets.GH_USER }} --password ${{secrets.GH_TOKEN}}
           jcli cwp --install-artifacts --config-path formula.yaml --value-set output=push \
-            --value-set tag=ghcr.io/kubesphere/ks-jenkins:${{ steps.meta.outputs.version }}
+            --value-set tag=ghcr.io/kubesphere/ks-jenkins:${{ steps.build_env.outputs.version }} \
+            --value-set platform=linux/amd64,linux/arm64
diff --git a/.github/workflows/pull-request.yml b/.github/workflows/pull-request.yml
index 2d45c8b..8a3adb4 100644
--- a/.github/workflows/pull-request.yml
+++ b/.github/workflows/pull-request.yml
@@ -47,14 +47,15 @@ jobs:
         run: |
           echo "::set-output name=version::${{ fromJSON(steps.meta.outputs.json).labels['org.opencontainers.image.version'] }}"
       - name: Build
+        shell: bash
         run: |
           curl -L https://github.com/jenkins-zh/jenkins-cli/releases/latest/download/jcli-linux-amd64.tar.gz|tar xzv
           export PATH=.:$PATH:phantomjs/bin
-          wget https://github.com/LinuxSuRen/custom-war-packager/releases/download/v2.0-alpha-6/custom-war-packager-cli-2.0-alpha-7-20210527.031403-1-jar-with-dependencies.jar
-          mv custom-war-packager-cli-2.0-alpha-7-20210527.031403-1-jar-with-dependencies.jar ~/.jenkins-cli/cwp-cli.jar
+
           jcli cwp --install-artifacts --config-path formula.yaml \
             --value-set output=load \
-            --value-set tag=kubespheredev/ks-jenkins:${{ steps.build_env.outputs.version }}
+            --value-set tag=kubespheredev/ks-jenkins:${{ steps.build_env.outputs.version }} \
+            --value-set platform=linux/amd64
       - name: Run Trivy vulnerability scanner
         uses: aquasecurity/trivy-action@0.2.0
         if: github.event_name == 'pull_request'
diff --git a/formula.yaml b/formula.yaml
index 28b5954..5bce397 100644
--- a/formula.yaml
+++ b/formula.yaml
@@ -7,7 +7,8 @@ buildSettings:
   docker:
     base: jenkins/jenkins:2.319.1
     tag: {{.tag}}
-    platform: linux/amd64,linux/arm64
+    output: {{.output}}
+    platform: {{.platform}}
     buildx: true
     build: true
 war: