diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 7608a702b32..50cd6e79121 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -5,30 +5,67 @@ on:
     - 'v*' # Push events to matching v*, i.e. v1.0, v20.15.10
 name: Build Release
 
-env:
-  # TODO: Change variable to your image's name.
-  IMAGE_NAME: ks-console
-  IMAGE_REPO: kubesphere
-
 jobs:
-  release-linux-amd64:
+  release:
     runs-on: ubuntu-latest
     if: github.repository	== 'kubesphere/console'
     steps:
       - uses: actions/checkout@v2
 
+      - name: Login to Aliyun
+        uses: docker/login-action@v3
+        with:
+          registry: registry.cn-beijing.aliyuncs.com
+          username: ${{ secrets.ALIYUNCS_USERNAME }}
+          password: ${{ secrets.ALIYUNCS_PASSWORD }}
+
+      - name: Login to DOCKER
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_PASSWORD }}
+
       - name: Set up QEMU
-        uses: docker/setup-qemu-action@v1
+        uses: docker/setup-qemu-action@v3
         with:
           platforms: all
 
       - name: Set up Docker buildx
-        uses: docker/setup-buildx-action@v1
+        uses: docker/setup-buildx-action@v3
 
-      - name: Log into registry
-        run: echo "${{ secrets.DOCKERHUB_PASSWORD }}" | docker login -u ${{ secrets.DOCKERHUB_USERNAME }} --password-stdin
+      - name: Chose Registry by tag
+        id: chose_registry
+        run: |
+          if [[ ${GITHUB_REF#refs/*/} =~ ^v[0-9]+\.[0-9]+\.[0-9]+$ ]]; then
+              echo "env=prod" >> "$GITHUB_OUTPUT"
+          else
+              echo "env=dev" >> "$GITHUB_OUTPUT"
+          fi
+          echo "tag=${GITHUB_REF#refs/*/}" >> "$GITHUB_OUTPUT"
 
-      - name: Push image
+      - name: Generate output dir
         run: |
-          TAG=${GITHUB_REF#refs/*/} REPO=$IMAGE_REPO make container-cross-push
-          echo "Push $IMAGE success!"
+          make container-cross
+
+      - name: Build and push ks-console images
+        uses: docker/build-push-action@v6
+        if: steps.chose_registry.outputs.env == 'prod'
+        with:
+          context: ${{ github.workspace }}
+          file: build/Dockerfile.dapper
+          platforms: linux/amd64,linux/arm64
+          push: true
+          tags: |
+            docker.io/kubesphere/ks-console:${{ steps.chose_registry.outputs.tag }}
+            registry.cn-beijing.aliyuncs.com/kubesphereio/ks-console:${{ steps.chose_registry.outputs.tag }}
+
+      - name: Build and push ks-console dev images
+        uses: docker/build-push-action@v6
+        if: steps.chose_registry.outputs.env == 'dev'
+        with:
+          context: ${{ github.workspace }}
+          file: build/Dockerfile.dapper
+          platforms: linux/amd64,linux/arm64
+          push: true
+          tags: |
+            docker.io/kubespheredev/ks-console:${{ steps.chose_registry.outputs.tag }}
diff --git a/hack/docker_build_multiarch.sh b/hack/docker_build_multiarch.sh
index 4e9e94b5660..c0d3cdc7350 100755
--- a/hack/docker_build_multiarch.sh
+++ b/hack/docker_build_multiarch.sh
@@ -5,17 +5,12 @@ set -o pipefail
 
 TAG=${TAG:-latest}
 REPO=${REPO:-kubespheredev}
-PUSH=${PUSH:-}
+DRY_RUN=${DRY_RUN:-false}
 
 # support other container tools. e.g. podman
 CONTAINER_CLI=${CONTAINER_CLI:-docker}
 CONTAINER_BUILDER=${CONTAINER_BUILDER:-"buildx build"}
 
-# If set, just building, no pushing
-if [[ -z "${DRY_RUN:-}" ]]; then
-  PUSH="--push"
-fi
-
 ## supported platforms
 PLATFORMS=linux/amd64,linux/arm64
 
@@ -39,10 +34,11 @@ mv "$PROJECT_DIR"/server/locales \
   "$PROJECT_DIR"/server/sample \
   "$PROJECT_DIR"/server/configs "$PROJECT_DIR"/out/server/
 
-# shellcheck disable=SC2086 # inteneded splitting of CONTAINER_BUILDER
-${CONTAINER_CLI} ${CONTAINER_BUILDER} \
-  --platform ${PLATFORMS} \
-  ${PUSH} \
-  -f build/Dockerfile.dapper \
-  -t "${REPO}"/ks-console:"${TAG}" .
-  
+if [ "$DRY_RUN" = "false" ]; then
+  # shellcheck disable=SC2086 # inteneded splitting of CONTAINER_BUILDER
+  ${CONTAINER_CLI} ${CONTAINER_BUILDER} \
+    --platform ${PLATFORMS} \
+    --push \
+    -f build/Dockerfile.dapper \
+    -t "${REPO}"/ks-console:"${TAG}" .
+fi