diff --git a/build/debian-base/Makefile b/build/debian-base/Makefile
index 3f9cd4b29b2..379fa491962 100755
--- a/build/debian-base/Makefile
+++ b/build/debian-base/Makefile
@@ -12,19 +12,24 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-all: build
+all: all-build
 
 REGISTRY ?= staging-k8s.gcr.io
-IMAGE ?= debian-base
+IMAGE ?= $(REGISTRY)/debian-base
 BUILD_IMAGE ?= debian-build
 
 TAG ?= 0.3.2
 
 TAR_FILE ?= rootfs.tar
 ARCH?=amd64
+ALL_ARCH = amd64 arm arm64 ppc64le s390x
+
 TEMP_DIR:=$(shell mktemp -d)
 QEMUVERSION=v2.9.1
 
+# This option is for running docker manifest command
+export DOCKER_CLI_EXPERIMENTAL := enabled
+
 ifeq ($(ARCH),amd64)
 	BASEIMAGE?=debian:stretch
 endif
@@ -45,6 +50,23 @@ ifeq ($(ARCH),s390x)
 	QEMUARCH=s390x
 endif
 
+sub-build-%:
+	$(MAKE) ARCH=$* build
+
+all-build: $(addprefix sub-build-,$(ALL_ARCH))
+
+sub-push-image-%:
+	$(MAKE) ARCH=$* push
+
+all-push-images: $(addprefix sub-push-image-,$(ALL_ARCH))
+
+all-push: all-push-images push-manifest
+
+push-manifest:
+	docker manifest create --amend $(IMAGE):$(TAG) $(shell echo $(ALL_ARCH) | sed -e "s~[^ ]*~$(IMAGE)\-&:$(TAG)~g")
+	@for arch in $(ALL_ARCH); do docker manifest annotate --arch $${arch} ${IMAGE}:${TAG} ${IMAGE}-$${arch}:${TAG}; done
+	docker manifest push ${IMAGE}:${TAG}
+
 build: clean
 	cp ./* $(TEMP_DIR)
 	cat Dockerfile.build \
@@ -69,13 +91,13 @@ endif
 	docker build --pull -t $(BUILD_IMAGE) -f $(TEMP_DIR)/Dockerfile.build $(TEMP_DIR)
 	docker create --name $(BUILD_IMAGE) $(BUILD_IMAGE)
 	docker export $(BUILD_IMAGE) > $(TEMP_DIR)/$(TAR_FILE)
-	docker build -t $(REGISTRY)/$(IMAGE)-$(ARCH):$(TAG) $(TEMP_DIR)
+	docker build -t $(IMAGE)-$(ARCH):$(TAG) $(TEMP_DIR)
 	rm -rf $(TEMP_DIR)
 
 push: build
-	docker push $(REGISTRY)/$(IMAGE)-$(ARCH):$(TAG)
+	docker push $(IMAGE)-$(ARCH):$(TAG)
 
 clean:
-	docker rmi -f $(REGISTRY)/$(IMAGE)-$(ARCH):$(TAG) || true
+	docker rmi -f $(IMAGE)-$(ARCH):$(TAG) || true
 	docker rmi -f $(BUILD_IMAGE)   || true
 	docker rm  -f $(BUILD_IMAGE)   || true