diff --git a/.github/actions/build-greptime-images/action.yml b/.github/actions/build-greptime-images/action.yml
index 7b5e32e8e6..ff565fc910 100644
--- a/.github/actions/build-greptime-images/action.yml
+++ b/.github/actions/build-greptime-images/action.yml
@@ -47,7 +47,11 @@ runs:
         password: ${{ inputs.image-registry-password }}
 
     - name: Set up qemu for multi-platform builds
-      uses: docker/setup-qemu-action@v2
+      uses: docker/setup-qemu-action@v3
+      with:
+        platforms: linux/amd64,linux/arm64
+        # The latest version will lead to segmentation fault.
+        image: tonistiigi/binfmt:qemu-v7.0.0-28
 
     - name: Set up buildx
       uses: docker/setup-buildx-action@v2