diff --git a/images/alpine/cloudbuild.yaml b/images/alpine/cloudbuild.yaml
index c41db9640b928..7d0d17bb8a9d5 100644
--- a/images/alpine/cloudbuild.yaml
+++ b/images/alpine/cloudbuild.yaml
@@ -1,17 +1,12 @@
 steps:
-  - name: gcr.io/cloud-builders/docker
+  - name: gcr.io/k8s-staging-test-infra/docker-buildx:latest
     args:
     - build
-    - -t
-    - gcr.io/$PROJECT_ID/alpine:$_GIT_TAG
+    - --tag=gcr.io/$PROJECT_ID/alpine:$_GIT_TAG
+    - --platform=linux/amd64,linux/arm64/v8
     - --build-arg=IMAGE_ARG=gcr.io/$PROJECT_ID/alpine:$_GIT_TAG
     - .
     dir: .
-  - name: gcr.io/cloud-builders/docker
-    args:
-    - tag
-    - gcr.io/$PROJECT_ID/alpine:$_GIT_TAG
-    - gcr.io/$PROJECT_ID/alpine:latest
 substitutions:
   _GIT_TAG: '12345'
 images: