diff --git a/Dockerfile-release.amd64 b/Dockerfile-release.amd64
index ad9bd068f..deeefc853 100644
--- a/Dockerfile-release.amd64
+++ b/Dockerfile-release.amd64
@@ -1,5 +1,5 @@
-# TODO: move to k8s.gcr.io/build-image/debian-base:bullseye-v1.y.z when patched
-FROM debian:bullseye-20210927
+# base image source: https://git.k8s.io/release/images/build/debian-base
+FROM --platform=linux/amd64 k8s.gcr.io/build-image/debian-base:bullseye-v1.1.0
 
 ADD etcd /usr/local/bin/
 ADD etcdctl /usr/local/bin/
diff --git a/Dockerfile-release.arm64 b/Dockerfile-release.arm64
index c023d215f..5afcafe5f 100644
--- a/Dockerfile-release.arm64
+++ b/Dockerfile-release.arm64
@@ -1,5 +1,5 @@
-# TODO: move to k8s.gcr.io/build-image/debian-base-arm64:bullseye-1.y.z when patched
-FROM arm64v8/debian:bullseye-20210927
+# base image source: https://git.k8s.io/release/images/build/debian-base
+FROM --platform=linux/arm64 k8s.gcr.io/build-image/debian-base:bullseye-v1.1.0
 
 ADD etcd /usr/local/bin/
 ADD etcdctl /usr/local/bin/
diff --git a/Dockerfile-release.ppc64le b/Dockerfile-release.ppc64le
index 6e1e94625..12f84938d 100644
--- a/Dockerfile-release.ppc64le
+++ b/Dockerfile-release.ppc64le
@@ -1,5 +1,5 @@
-# TODO: move to k8s.gcr.io/build-image/debian-base-ppc64le:bullseye-1.y.z when patched
-FROM ppc64le/debian:bullseye-20210927
+# base image source: https://git.k8s.io/release/images/build/debian-base
+FROM --platform=linux/ppc64le k8s.gcr.io/build-image/debian-base:bullseye-v1.1.0
 
 ADD etcd /usr/local/bin/
 ADD etcdctl /usr/local/bin/
diff --git a/Dockerfile-release.s390x b/Dockerfile-release.s390x
index a98c6452a..546596f75 100644
--- a/Dockerfile-release.s390x
+++ b/Dockerfile-release.s390x
@@ -1,5 +1,5 @@
-# TODO: move to k8s.gcr.io/build-image/debian-base-s390x:bullseye-1.y.z when patched
-FROM s390x/debian:bullseye-20210927
+# base image source: https://git.k8s.io/release/images/build/debian-base
+FROM --platform=linux/s390x k8s.gcr.io/build-image/debian-base:bullseye-v1.1.0
 
 ADD etcd /usr/local/bin/
 ADD etcdctl /usr/local/bin/