diff --git a/Dockerfile-release b/Dockerfile-release.amd64
similarity index 100%
rename from Dockerfile-release
rename to Dockerfile-release.amd64
diff --git a/scripts/build-binary b/scripts/build-binary
index 5bc31cc49..bfd80408b 100755
--- a/scripts/build-binary
+++ b/scripts/build-binary
@@ -84,7 +84,7 @@ function main {
       export GOARCH=${TARGET_ARCH}
 
       pushd etcd >/dev/null
-      GO_LDFLAGS="-s" ./build
+      GO_LDFLAGS="-s" ./build.sh
       popd >/dev/null
 
       TARGET="etcd-${VER}-${GOOS}-${GOARCH}"
diff --git a/scripts/build-docker b/scripts/build-docker
index e32aedd9c..bc5fd7a10 100755
--- a/scripts/build-docker
+++ b/scripts/build-docker
@@ -7,9 +7,9 @@ if [ "$#" -ne 1 ]; then
   exit 1
 fi
 
-VERSION=${1}
 ARCH=$(go env GOARCH)
-DOCKERFILE="Dockerfile-release"
+VERSION="${1}-${ARCH}"
+DOCKERFILE="Dockerfile-release.${ARCH}"
 
 if [ -z "${BINARYDIR}" ]; then
   RELEASE="etcd-${1}"-$(go env GOOS)-$(go env GOARCH)
@@ -23,11 +23,6 @@ if [ -z "${BINARYDIR}" ]; then
   tar -zvxf "${TARFILE}"
 fi
 
-if [ "${ARCH}" != "amd64" ]; then
-  DOCKERFILE+=".${ARCH}"
-  VERSION+="-${ARCH}"
-fi
-
 BINARYDIR=${BINARYDIR:-.}
 BUILDDIR=${BUILDDIR:-.}
 
diff --git a/scripts/release b/scripts/release
index 35084c810..c36e0f48f 100755
--- a/scripts/release
+++ b/scripts/release
@@ -35,6 +35,9 @@ main() {
   BRANCH=${BRANCH:-"release-${MINOR_VERSION}"}
   REPOSITORY=${REPOSITORY:-"https://github.com/etcd-io/etcd"}
 
+  # Required to enable 'docker manifest ...'
+  export DOCKER_CLI_EXPERIMENTAL=enabled
+
   if ! command -v docker >/dev/null; then
     echo "cannot find docker"
     exit 1
@@ -191,20 +194,29 @@ main() {
     done
     gcloud docker -- login -u _json_key -p "$(cat /etc/gcp-key-etcd-development.json)" https://gcr.io
 
-    echo "Pushing container images to quay.io ${RELEASE_VERSION}"
-    docker push "quay.io/coreos/etcd:${RELEASE_VERSION}"
+    # NB: `docker manifest create` insists on at least one manifest.
+    # We overwrite it later with --amend anyway.
+    docker manifest create "quay.io/coreos/etcd:${RELEASE_VERSION}" "quay.io/coreos/etcd:${RELEASE_VERSION}-amd64"
+    docker manifest create "gcr.io/etcd-development/etcd:${RELEASE_VERSION}" "gcr.io/etcd-development/etcd:${RELEASE_VERSION}-amd64"
 
-    echo "Pushing container images to gcr.io ${RELEASE_VERSION}"
-    gcloud docker -- push "gcr.io/etcd-development/etcd:${RELEASE_VERSION}"
+    for TARGET_ARCH in "amd64" "arm64" "ppc64le" "s390x"; do
+      echo "Pushing container images to quay.io ${RELEASE_VERSION}-${TARGET_ARCH}"
+      docker push "quay.io/coreos/etcd:${RELEASE_VERSION}-${TARGET_ARCH}"
+      docker manifest create --amend "quay.io/coreos/etcd:${RELEASE_VERSION}" "quay.io/coreos/etcd:${RELEASE_VERSION}-${TARGET_ARCH}"
+      docker manifest annotate "quay.io/coreos/etcd:${RELEASE_VERSION}" "quay.io/coreos/etcd:${RELEASE_VERSION}-${TARGET_ARCH}" --arch "${TARGET_ARCH}"
 
-    for TARGET_ARCH in "-arm64" "-ppc64le" "-s390x"; do
-      echo "Pushing container images to quay.io ${RELEASE_VERSION}${TARGET_ARCH}"
-      docker push "quay.io/coreos/etcd:${RELEASE_VERSION}${TARGET_ARCH}"
-
-      echo "Pushing container images to gcr.io ${RELEASE_VERSION}${TARGET_ARCH}"
-      gcloud docker -- push "gcr.io/etcd-development/etcd:${RELEASE_VERSION}${TARGET_ARCH}"
+      echo "Pushing container images to gcr.io ${RELEASE_VERSION}-${TARGET_ARCH}"
+      gcloud docker -- push "gcr.io/etcd-development/etcd:${RELEASE_VERSION}-${TARGET_ARCH}"
+      docker manifest create --amend "gcr.io/etcd-development/etcd:${RELEASE_VERSION}" "gcr.io/etcd-development/etcd:${RELEASE_VERSION}-${TARGET_ARCH}"
+      docker manifest annotate "gcr.io/etcd-development/etcd:${RELEASE_VERSION}" "gcr.io/etcd-development/etcd:${RELEASE_VERSION}-${TARGET_ARCH}" --arch "${TARGET_ARCH}"
     done
 
+    echo "Pushing container manifest list to quay.io ${RELEASE_VERSION}"
+    docker manifest push "quay.io/coreos/etcd:${RELEASE_VERSION}"
+
+    echo "Pushing container manifest list to gcr.io ${RELEASE_VERSION}"
+    gcloud docker -- manifest push "gcr.io/etcd-development/etcd:${RELEASE_VERSION}"
+
     echo "Setting permissions using gsutil..."
     gsutil -m acl ch -u allUsers:R -r gs://artifacts.etcd-development.appspot.com
   fi