diff --git a/build/common.sh b/build/common.sh
index ad7f66105fe..39b297e93cd 100755
--- a/build/common.sh
+++ b/build/common.sh
@@ -93,7 +93,6 @@ readonly KUBE_CONTAINER_RSYNC_PORT=8730
 #
 # $1 - server architecture
 kube::build::get_docker_wrapped_binaries() {
-  local arch=$1
   local debian_iptables_version=v12.1.2
   local go_runner_version=buster-v2.0.0
   ### If you change any of these lists, please also update DOCKERIZED_BINARIES
@@ -102,7 +101,7 @@ kube::build::get_docker_wrapped_binaries() {
     "kube-apiserver,${KUBE_BASE_IMAGE_REGISTRY}/go-runner:${go_runner_version}"
     "kube-controller-manager,${KUBE_BASE_IMAGE_REGISTRY}/go-runner:${go_runner_version}"
     "kube-scheduler,${KUBE_BASE_IMAGE_REGISTRY}/go-runner:${go_runner_version}"
-    "kube-proxy,${KUBE_BASE_IMAGE_REGISTRY}/debian-iptables-${arch}:${debian_iptables_version}"
+    "kube-proxy,${KUBE_BASE_IMAGE_REGISTRY}/debian-iptables:${debian_iptables_version}"
   )
 
   echo "${targets[@]}"
diff --git a/build/lib/release.sh b/build/lib/release.sh
index dae9c21c8e5..6b3d45dfbb0 100644
--- a/build/lib/release.sh
+++ b/build/lib/release.sh
@@ -334,7 +334,7 @@ function kube::release::create_docker_images_for_server() {
     local images_dir
     binary_dir="$1"
     arch="$2"
-    binaries=$(kube::build::get_docker_wrapped_binaries "${arch}")
+    binaries=$(kube::build::get_docker_wrapped_binaries)
     images_dir="${RELEASE_IMAGES}/${arch}"
     mkdir -p "${images_dir}"
 
@@ -375,7 +375,7 @@ function kube::release::create_docker_images_for_server() {
         ln "${KUBE_ROOT}/build/nsswitch.conf" "${docker_build_path}/nsswitch.conf"
         chmod 0644 "${docker_build_path}/nsswitch.conf"
         cat <<EOF > "${docker_file_path}"
-FROM ${base_image}
+FROM --platform=linux/${arch} ${base_image}
 COPY ${binary_name} /usr/local/bin/${binary_name}
 EOF
         # ensure /etc/nsswitch.conf exists so go's resolver respects /etc/hosts