diff --git a/Dockerfile b/Dockerfile
index 51b4d9f..86f2b7d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,9 +1,11 @@
-FROM registry.opensource.zalan.do/library/alpine-3.13:latest
+ARG BASE_IMAGE=registry.opensource.zalan.do/library/alpine-3.13:latest
+FROM ${BASE_IMAGE}
 LABEL maintainer="Team Teapot @ Zalando SE <team-teapot@zalando.de>"
 
 RUN apk add --no-cache tzdata
 
-# add binary
-ADD build/linux/kube-metrics-adapter /
+ARG TARGETARCH
+
+ADD build/linux/${TARGETARCH}/kube-metrics-adapter /
 
 ENTRYPOINT ["/kube-metrics-adapter"]
diff --git a/Makefile b/Makefile
index 911f4c1..0e69760 100644
--- a/Makefile
+++ b/Makefile
@@ -50,7 +50,9 @@ $(OPENAPI): go.mod
 
 build.local: build/$(BINARY) $(GENERATED_CRDS)
 build.linux: build/linux/$(BINARY)
-build.osx: build/osx/$(BINARY)
+build.linux.amd64: build/linux/amd64/$(BINARY)
+build.linux.arm64: build/linux/arm64/$(BINARY)
+
 
 build/$(BINARY): go.mod $(SOURCES) $(GENERATED)
 	CGO_ENABLED=0 go build -o build/$(BINARY) $(BUILD_FLAGS) -ldflags "$(LDFLAGS)" .
@@ -58,11 +60,14 @@ build/$(BINARY): go.mod $(SOURCES) $(GENERATED)
 build/linux/$(BINARY): go.mod $(SOURCES) $(GENERATED)
 	GOOS=linux GOARCH=amd64 CGO_ENABLED=0 go build $(BUILD_FLAGS) -o build/linux/$(BINARY) -ldflags "$(LDFLAGS)" .
 
-build/osx/$(BINARY): go.mod $(SOURCES) $(GENERATED)
-	GOOS=darwin GOARCH=amd64 CGO_ENABLED=0 go build $(BUILD_FLAGS) -o build/osx/$(BINARY) -ldflags "$(LDFLAGS)" .
+build/linux/amd64/$(BINARY): go.mod $(SOURCES)
+	GOOS=linux GOARCH=amd64 CGO_ENABLED=0 go build $(BUILD_FLAGS) -o build/linux/amd64/$(BINARY) -ldflags "$(LDFLAGS)" .
+
+build/linux/arm64/$(BINARY): go.mod $(SOURCES)
+	GOOS=linux GOARCH=arm64 CGO_ENABLED=0 go build $(BUILD_FLAGS) -o build/linux/arm64/$(BINARY) -ldflags "$(LDFLAGS)" .
 
 build.docker: build.linux
-	docker build --rm -t "$(IMAGE):$(TAG)" -f $(DOCKERFILE) .
+	docker build --rm -t "$(IMAGE):$(TAG)" -f $(DOCKERFILE) --build-arg TARGETARCH= .
 
 build.push: build.docker
 	docker push "$(IMAGE):$(TAG)"
diff --git a/delivery.yaml b/delivery.yaml
index ec4dcb2..dea26ab 100644
--- a/delivery.yaml
+++ b/delivery.yaml
@@ -30,3 +30,17 @@ pipeline:
       IMAGE=$IMAGE VERSION=$VERSION make build.docker
       git diff --stat --exit-code
       IMAGE=$IMAGE VERSION=$VERSION make build.push
+  - desc: Build and push image to Zalando's registry
+    cmd: |
+      if [[ $CDP_TARGET_BRANCH == master && ! $CDP_PULL_REQUEST_NUMBER ]]; then
+        IMAGE=container-registry-test.zalando.net/teapot/kube-metrics-adapter
+        VERSION=$(git describe --tags --always)
+      else
+        IMAGE=container-registry-test.zalando.net/teapot/kube-metrics-adapter-test
+        VERSION=$CDP_BUILD_VERSION
+      fi
+      make build.linux.amd64 build.linux.arm64
+
+      docker buildx create --config /etc/cdp-buildkitd.toml --driver-opt network=host --bootstrap --use
+      docker buildx build --rm --build-arg BASE_IMAGE=container-registry.zalando.net/library/alpine-3.13:latest -t "${IMAGE}:${VERSION}" --platform linux/amd64,linux/arm64 --push .
+      cdp-promote-image "${IMAGE}:${VERSION}"