diff --git a/.github/workflows/docker-image.yaml b/.github/workflows/docker-image.yaml
index b400f2be3f..611c8c80de 100644
--- a/.github/workflows/docker-image.yaml
+++ b/.github/workflows/docker-image.yaml
@@ -13,6 +13,16 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+      - name: Login to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ vars.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.HUB_KRIUSE }}
       - name: Build the Docker image
-        run: IMG=openkruise/kruise-manager:${{ github.ref_name }} & make docker-multiarch
+        run: |
+          docker buildx create --use --platform=linux/amd64,linux/arm64,linux/ppc64le --name multi-platform-builder
+          docker buildx ls
+          IMG=openkruise/kruise-manager:${{ github.ref_name }} make docker-multiarch