diff --git a/vertical-pod-autoscaler/pkg/admission-controller/Makefile b/vertical-pod-autoscaler/pkg/admission-controller/Makefile
index cb4a6d345e..2f49dab74e 100644
--- a/vertical-pod-autoscaler/pkg/admission-controller/Makefile
+++ b/vertical-pod-autoscaler/pkg/admission-controller/Makefile
@@ -42,7 +42,7 @@ ifndef TAG
 	ERR = $(error TAG is undefined)
 	$(ERR)
 endif
-	docker build --pull -t ${REGISTRY}/${FULL_COMPONENT}-$*:${TAG} --build-arg ARCH=$* .
+	docker buildx build --pull --platform linux/$* -t ${REGISTRY}/${FULL_COMPONENT}-$*:${TAG} --build-arg ARCH=$* .
 
 .PHONY: docker-push
 docker-push: $(addprefix sub-push-,$(ALL_ARCHITECTURES)) push-multi-arch;
diff --git a/vertical-pod-autoscaler/pkg/recommender/Makefile b/vertical-pod-autoscaler/pkg/recommender/Makefile
index bc870bc9ef..9ee5e87e37 100644
--- a/vertical-pod-autoscaler/pkg/recommender/Makefile
+++ b/vertical-pod-autoscaler/pkg/recommender/Makefile
@@ -42,7 +42,7 @@ ifndef TAG
 	ERR = $(error TAG is undefined)
 	$(ERR)
 endif
-	docker build --pull -t ${REGISTRY}/${FULL_COMPONENT}-$*:${TAG} --build-arg ARCH=$* .
+	docker buildx build --pull --platform linux/$* -t ${REGISTRY}/${FULL_COMPONENT}-$*:${TAG} --build-arg ARCH=$* .
 
 .PHONY: docker-push
 docker-push: $(addprefix sub-push-,$(ALL_ARCHITECTURES)) push-multi-arch;
diff --git a/vertical-pod-autoscaler/pkg/updater/Makefile b/vertical-pod-autoscaler/pkg/updater/Makefile
index 484fe1d157..bcc20d9e51 100644
--- a/vertical-pod-autoscaler/pkg/updater/Makefile
+++ b/vertical-pod-autoscaler/pkg/updater/Makefile
@@ -42,7 +42,7 @@ ifndef TAG
 	ERR = $(error TAG is undefined)
 	$(ERR)
 endif
-	docker build --pull -t ${REGISTRY}/${FULL_COMPONENT}-$*:${TAG} --build-arg ARCH=$* .
+	docker buildx build --pull --platform linux/$* -t ${REGISTRY}/${FULL_COMPONENT}-$*:${TAG} --build-arg ARCH=$* .
 
 .PHONY: docker-push
 docker-push: $(addprefix sub-push-,$(ALL_ARCHITECTURES)) push-multi-arch;