diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml
index 5352ddb128d..4cea5ce1f1c 100644
--- a/.github/workflows/nightly.yml
+++ b/.github/workflows/nightly.yml
@@ -62,17 +62,21 @@ jobs:
           - tools
     steps:
       - uses: actions/checkout@v2
-      - name: Build and push Docker images
-        uses: docker/build-push-action@v1
+      - uses: docker/setup-qemu-action@v1
+      - uses: docker/setup-buildx-action@v1
+      - uses: docker/login-action@v1
         with:
           username: ${{ secrets.DOCKER_USERNAME }}
           password: ${{ secrets.DOCKER_PASSWORD }}
-          repository: vesoft/nebula-${{ matrix.service }}
-          path: .
-          dockerfile: docker/Dockerfile.${{ matrix.service }}
-          tags: nightly,v2-nightly
-          cache_froms: vesoft/nebula-dev:centos7
-          add_git_labels: true
+      - uses: docker/build-push-action@v2
+        with:
+          context: .
+          file: ./docker/Dockerfile.${{ matrix.service }}
+          platforms: linux/amd64,linux/arm64
+          tags: |
+            vesoft/nebula-${{ matrix.service }}:nightly
+            vesoft/nebula-${{ matrix.service }}:v2-nightly
+          push: true
 
   coverage:
     name: coverage
@@ -113,12 +117,12 @@ jobs:
               -DENABLE_TESTING=on \
               -DENABLE_COVERAGE=on \
               -B build
-          echo "::set-output name=j::10"
+          echo "::set-output name=j::8"
           echo "::set-output name=t::6"
       - name: Make
         run: |
           ccache -z
-          cmake --build build/ -j $(nproc) --target nebula-metad nebula-storaged nebula-graphd
+          cmake --build build/ -j ${{ steps.cmake.outputs.j }} --target nebula-metad nebula-storaged nebula-graphd
           cmake --build build/ -j ${{ steps.cmake.outputs.t }}
           ccache -s
       - name: CTest