diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 4932c3cbf..50c4f27aa 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -1,4 +1,4 @@
-name: publish
+name: Publish a Docker image
 
 on:
   push:
@@ -11,62 +11,59 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
-  docker:
+  docker-registry:
+    name: Push Docker image to Docker Hub
     runs-on: ubuntu-latest
+
+    strategy:
+      max-parallel: 2
+      fail-fast: false
+      matrix:
+        target:
+          - amd64
+          - arm64v8
+
     steps:
-      - name: Set up Go 1.16
-        uses: actions/setup-go@v2
-        with:
-          go-version: '1.16'
-      - name: Checkout
+      - name: Check out the repo
         uses: actions/checkout@v2
-      - name: Set up Cloud SDK
-        uses: google-github-actions/setup-gcloud@master
-        with:
-          service_account_key: ${{ secrets.GCR_JSON_KEY }}
-          export_default_credentials: true
-      - uses: haya14busa/action-cond@v1
+
+      - name: Determine versioning strategy
+        uses: haya14busa/action-cond@v1
         id: condval
         with:
           cond: ${{ github.ref == 'refs/heads/main' }}
           if_true: "minor"
           if_false: "patch"
-      - name: Auto Increment Semver Action
+
+      - name: Auto increment SemVer action
         uses: MCKanpolat/auto-semver-action@1.0.5
         id: versioning
         with:
           releaseType: ${{ steps.condval.outputs.value }}
           github_token: ${{ secrets.GITHUB_TOKEN }}
+
       - name: Get version parameters
         shell: bash
         run: |
           echo "##[set-output name=build_timestamp;]$(echo $(date +%s))"
           echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
         id: version_parameters
-      - name: Get base image name
-        shell: bash
-        run: echo "##[set-output name=image;]$(echo gcr.io/up9-docker-hub/mizu/${GITHUB_REF#refs/heads/})"
-        id: base_image_step
+
       - name: Docker meta
         id: meta
         uses: crazy-max/ghaction-docker-meta@v2
         with:
           images: |
-            ${{ steps.base_image_step.outputs.image }}
             up9inc/mizu
           tags: |
             type=raw,${{ steps.versioning.outputs.version }}
-      - name: Login to DockerHub
+
+      - name: Login to Docker Hub
         uses: docker/login-action@v1
         with:
           username: ${{ secrets.DOCKERHUB_USER }}
           password: ${{ secrets.DOCKERHUB_PASS }}
-      - name: Login to GCR
-        uses: docker/login-action@v1
-        with:
-          registry: gcr.io
-          username: _json_key
-          password: ${{ secrets.GCR_JSON_KEY }}
+
       - name: Build and push
         uses: docker/build-push-action@v2
         with:
@@ -79,12 +76,182 @@ jobs:
             BUILD_TIMESTAMP=${{ steps.version_parameters.outputs.build_timestamp }}
             GIT_BRANCH=${{ steps.version_parameters.outputs.branch }}
             COMMIT_HASH=${{ github.sha }}
+
+  gcp-registry:
+    name: Push Docker image to GCR
+    runs-on: ubuntu-latest
+
+    strategy:
+      max-parallel: 2
+      fail-fast: false
+      matrix:
+        target:
+          - amd64
+          - arm64v8
+
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v2
+
+      - name: Set up Cloud SDK
+        uses: google-github-actions/setup-gcloud@master
+        with:
+          service_account_key: ${{ secrets.GCR_JSON_KEY }}
+          export_default_credentials: true
+
+      - name: Determine versioning strategy
+        uses: haya14busa/action-cond@v1
+        id: condval
+        with:
+          cond: ${{ github.ref == 'refs/heads/main' }}
+          if_true: "minor"
+          if_false: "patch"
+
+      - name: Auto increment SemVer action
+        uses: MCKanpolat/auto-semver-action@1.0.5
+        id: versioning
+        with:
+          releaseType: ${{ steps.condval.outputs.value }}
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Get version parameters
+        shell: bash
+        run: |
+          echo "##[set-output name=build_timestamp;]$(echo $(date +%s))"
+          echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
+        id: version_parameters
+
+      - name: Get base image name
+        shell: bash
+        run: echo "##[set-output name=image;]$(echo gcr.io/up9-docker-hub/mizu/${GITHUB_REF#refs/heads/})"
+        id: base_image_step
+
+      - name: Docker meta
+        id: meta
+        uses: crazy-max/ghaction-docker-meta@v2
+        with:
+          images: |
+            ${{ steps.base_image_step.outputs.image }}
+          tags: |
+            type=raw,${{ steps.versioning.outputs.version }}
+
+      - name: Login to GCR
+        uses: docker/login-action@v1
+        with:
+          registry: gcr.io
+          username: _json_key
+          password: ${{ secrets.GCR_JSON_KEY }}
+
+      - name: Build and push
+        uses: docker/build-push-action@v2
+        with:
+          context: .
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          build-args: |
+            SEM_VER=${{ steps.versioning.outputs.version }}
+            BUILD_TIMESTAMP=${{ steps.version_parameters.outputs.build_timestamp }}
+            GIT_BRANCH=${{ steps.version_parameters.outputs.branch }}
+            COMMIT_HASH=${{ github.sha }}
+
+  docker-manifest:
+    name: Create and Push a Docker Manifest
+    runs-on: ubuntu-latest
+    needs: [docker-registry]
+    steps:
+      - name: Determine versioning strategy
+        uses: haya14busa/action-cond@v1
+        id: condval
+        with:
+          cond: ${{ github.ref == 'refs/heads/main' }}
+          if_true: "minor"
+          if_false: "patch"
+
+      - name: Auto increment SemVer action
+        uses: MCKanpolat/auto-semver-action@1.0.5
+        id: versioning
+        with:
+          releaseType: ${{ steps.condval.outputs.value }}
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Get version parameters
+        shell: bash
+        run: |
+          echo "##[set-output name=build_timestamp;]$(echo $(date +%s))"
+          echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
+        id: version_parameters
+
+      - name: Docker meta
+        id: meta
+        uses: crazy-max/ghaction-docker-meta@v2
+        with:
+          images: |
+            up9inc/mizu
+          tags: |
+            type=raw,${{ steps.versioning.outputs.version }}
+
+      - name: Login to Docker Hub
+        uses: docker/login-action@v1
+        with:
+          username: ${{ secrets.DOCKERHUB_USER }}
+          password: ${{ secrets.DOCKERHUB_PASS }}
+
+      - name: Create manifest
+        run: |
+          while IFS= read -r line; do
+            docker manifest create $line --amend $line-amd64 --amend $line-arm64v8
+          done <<< "${{ steps.meta.outputs.tags }}"
+
+      - name: Push manifest
+        run: |
+          while IFS= read -r line; do
+            docker manifest push $line
+          done <<< "${{ steps.meta.outputs.tags }}"
+
+  cli:
+    name: Build the CLI and release
+    runs-on: ubuntu-latest
+    needs: [docker-manifest, gcp-registry]
+    steps:
+      - name: Set up Go 1.17
+        uses: actions/setup-go@v2
+        with:
+          go-version: '1.17'
+
+      - name: Check out the repo
+        uses: actions/checkout@v2
+
+      - uses: haya14busa/action-cond@v1
+        id: condval
+        with:
+          cond: ${{ github.ref == 'refs/heads/main' }}
+          if_true: "minor"
+          if_false: "patch"
+
+      - name: Auto Increment Semver Action
+        uses: MCKanpolat/auto-semver-action@1.0.5
+        id: versioning
+        with:
+          releaseType: ${{ steps.condval.outputs.value }}
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Get version parameters
+        shell: bash
+        run: |
+          echo "##[set-output name=build_timestamp;]$(echo $(date +%s))"
+          echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
+        id: version_parameters
+
       - name: Build and Push CLI
         run: make push-cli SEM_VER='${{ steps.versioning.outputs.version }}' BUILD_TIMESTAMP='${{ steps.version_parameters.outputs.build_timestamp }}'
-      - shell: bash
+
+      - name: Log the version into a .txt file
+        shell: bash
         run: |
           echo '${{ steps.versioning.outputs.version }}' >> cli/bin/version.txt
-      - name: publish
+
+      - name: Release
         uses: ncipollo/release-action@v1
         with:
           token: ${{ secrets.GITHUB_TOKEN }}