diff --git a/.github/workflows/affine.yml b/.github/workflows/affine.yml
index a5c0eafe70..6ff463c6d2 100644
--- a/.github/workflows/affine.yml
+++ b/.github/workflows/affine.yml
@@ -33,23 +33,31 @@ jobs:
               uses: actions/checkout@v2
 
             - name: Log in to the Container registry
-              uses: docker/login-action@f054a8b539a109f9f41c372932f1ae047eff08c9
+              uses: docker/login-action@v2
               with:
                   registry: ${{ env.REGISTRY }}
                   username: ${{ github.actor }}
                   password: ${{ secrets.GITHUB_TOKEN }}
 
+            - name: Set up QEMU
+              uses: docker/setup-qemu-action@v1
+
+            - name: Set up Docker Buildx
+              id: buildx
+              uses: docker/setup-buildx-action@v1
+
             - name: Extract metadata (tags, labels) for Docker (AFFiNE-Local)
               id: meta_affine
-              uses: docker/metadata-action@98669ae865ea3cffbcbaa878cf57c20bbf1c6c38
+              uses: docker/metadata-action@v4
               with:
                   images: ${{ env.REGISTRY }}/${{ env.NAMESPACE }}/${{ env.AFFINE_IMAGE_NAME }}
                   tags: ${{ env.IMAGE_TAG_LATEST }}
 
             - name: Build and push Docker image (AFFINE-Local)
-              uses: docker/build-push-action@ad44023a93711e3deb337508980b4b5e9bcdc5dc
+              uses: docker/build-push-action@v3
               with:
                   context: .
+                  platforms: linux/amd64,linux/arm64/v8
                   file: ./.github/deployment/Dockerfile-affine
                   push: ${{ github.ref == 'refs/heads/master' && true || false }}
                   tags: ${{ steps.meta_affine.outputs.tags }}
diff --git a/.vscode/settings.json b/.vscode/settings.json
index c3d35c66ff..28ff9ad821 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -7,6 +7,7 @@
         "Backlinks",
         "blockdb",
         "booktitle",
+        "Buildx",
         "Cascader",
         "clsx",
         "cssmodule",