diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index fe1ce085..64791712 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -25,6 +25,7 @@ env:
 
 permissions:
   contents: write
+  packages: write
   pull-requests: read
 
 jobs:
@@ -147,46 +148,44 @@ jobs:
     steps:
       - name: Checkout
         uses: actions/checkout@v4
-      - name: Variables
-        id: variables
-        uses: actions/github-script@v7
+      - name: Generate docker image tags
+        id: metadata
+        uses: docker/metadata-action@v5
         with:
-          script: |
-            if ("${{ matrix.rootless }}" == "true") {
-              core.setOutput('tags', "tensorchord/pgvecto-rs:pg${{ matrix.version }}-v${{ github.event.inputs.version }}-rootless");
-            } else {
-              core.setOutput('tags', "tensorchord/pgvecto-rs:pg${{ matrix.version }}-v${{ github.event.inputs.version }}");
-            }
+          flavor: |
+            # Disable latest tag
+            latest=false
+          images: |
+            name=ghcr.io/${{ github.repository }}
+            name=tensorchord/pgvecto-rs
+          tags: |
+            type=raw,value=pg${{ matrix.version }}-v${{ github.event.inputs.version }}-rootless,enable=${{ matrix.rootless }}
+            type=raw,value=pg${{ matrix.version }}-v${{ github.event.inputs.version }},enable=${{ !matrix.rootless }}
       - name: Set up QEMU
         uses: docker/setup-qemu-action@v3
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
+      - name: Login to GitHub Container Registry
+        uses: docker/login-action@v3.3.0
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
       - name: Login to Docker Hub
         uses: docker/login-action@v2
         with:
           username: ${{ secrets.DOCKERIO_USERNAME }}
           password: ${{ secrets.DOCKERIO_TOKEN }}
-      - name: Push postgres with pgvecto.rs to Docker Registry(rootful)
+      - name: Push postgres with pgvecto.rs to Docker Registry
         if: matrix.rootless == false
         uses: docker/build-push-action@v4
         with:
           context: .
           push: true
           platforms: "linux/amd64,linux/arm64"
-          file: ./docker/pgvecto-rs.Dockerfile
-          build-args: |
-            FROM_TAG=pg${{ matrix.version }}-v${{ github.event.inputs.version }}
-            POSTGRES_VERSION=${{ matrix.version }}
-          tags: ${{ steps.variables.outputs.tags }}
-      - name: Push postgres with pgvecto.rs to Docker Registry(rootless)
-        if: matrix.rootless == true
-        uses: docker/build-push-action@v4
-        with:
-          context: .
-          push: true
-          platforms: "linux/amd64,linux/arm64"
-          file: ./docker/pgvecto-rs-rootless.Dockerfile
+          file: ${{ matrix.rootless == 'true' && './docker/pgvecto-rs-rootless.Dockerfile' || './docker/pgvecto-rs.Dockerfile' }} 
           build-args: |
             FROM_TAG=pg${{ matrix.version }}-v${{ github.event.inputs.version }}
             POSTGRES_VERSION=${{ matrix.version }}
-          tags: ${{ steps.variables.outputs.tags }}
+          tags: ${{ steps.metadata.outputs.tags }}
+          labels: ${{ steps.metadata.outputs.labels }}