diff --git a/Dockerfile-release.amd64 b/Dockerfile
similarity index 71%
rename from Dockerfile-release.amd64
rename to Dockerfile
index 4f2fcbed349..861a1d5b8f7 100644
--- a/Dockerfile-release.amd64
+++ b/Dockerfile
@@ -1,4 +1,5 @@
-FROM --platform=linux/amd64 gcr.io/distroless/static-debian11
+ARG ARCH=amd64
+FROM --platform=linux/${ARCH} gcr.io/distroless/static-debian11
 
 ADD etcd /usr/local/bin/
 ADD etcdctl /usr/local/bin/
diff --git a/Dockerfile-release.arm64 b/Dockerfile-release.arm64
deleted file mode 100644
index c93763f661b..00000000000
--- a/Dockerfile-release.arm64
+++ /dev/null
@@ -1,13 +0,0 @@
-FROM --platform=linux/arm64 gcr.io/distroless/static-debian11
-
-ADD etcd /usr/local/bin/
-ADD etcdctl /usr/local/bin/
-ADD etcdutl /usr/local/bin/
-
-WORKDIR /var/etcd/
-WORKDIR /var/lib/etcd/
-
-EXPOSE 2379 2380
-
-# Define default command.
-CMD ["/usr/local/bin/etcd"]
diff --git a/Dockerfile-release.ppc64le b/Dockerfile-release.ppc64le
deleted file mode 100644
index 268e397410c..00000000000
--- a/Dockerfile-release.ppc64le
+++ /dev/null
@@ -1,13 +0,0 @@
-FROM --platform=linux/ppc64le gcr.io/distroless/static-debian11
-
-ADD etcd /usr/local/bin/
-ADD etcdctl /usr/local/bin/
-ADD etcdutl /usr/local/bin/
-
-WORKDIR /var/etcd/
-WORKDIR /var/lib/etcd/
-
-EXPOSE 2379 2380
-
-# Define default command.
-CMD ["/usr/local/bin/etcd"]
diff --git a/Dockerfile-release.s390x b/Dockerfile-release.s390x
deleted file mode 100644
index 4a280551deb..00000000000
--- a/Dockerfile-release.s390x
+++ /dev/null
@@ -1,13 +0,0 @@
-FROM --platform=linux/s390x gcr.io/distroless/static-debian11
-
-ADD etcd /usr/local/bin/
-ADD etcdctl /usr/local/bin/
-ADD etcdutl /usr/local/bin/
-
-WORKDIR /var/etcd/
-WORKDIR /var/lib/etcd/
-
-EXPOSE 2379 2380
-
-# Define default command.
-CMD ["/usr/local/bin/etcd"]
diff --git a/Makefile b/Makefile
index 87aec7eabf1..2716b7f8277 100644
--- a/Makefile
+++ b/Makefile
@@ -137,7 +137,7 @@ verify-goimport:
 clean:
 	rm -f ./codecov
 	rm -rf ./covdir
-	rm -f ./bin/Dockerfile-release*
+	rm -f ./bin/Dockerfile-release
 	rm -rf ./bin/etcd*
 	rm -rf ./default.etcd
 	rm -rf ./tests/e2e/default.etcd
diff --git a/scripts/build-docker.sh b/scripts/build-docker.sh
index 85bdbbf1f43..6f86fb46a75 100755
--- a/scripts/build-docker.sh
+++ b/scripts/build-docker.sh
@@ -15,10 +15,10 @@ fi
 
 ARCH=$(go env GOARCH)
 VERSION="${VERSION}-${ARCH}"
-DOCKERFILE="Dockerfile-release.${ARCH}"
+DOCKERFILE="Dockerfile"
 
 if [ -z "${BINARYDIR:-}" ]; then
-  RELEASE="etcd-${1}"-$(go env GOOS)-$(go env GOARCH)
+  RELEASE="etcd-${1}"-$(go env GOOS)-${ARCH}
   BINARYDIR="${RELEASE}"
   TARFILE="${RELEASE}.tar.gz"
   TARURL="https://github.com/etcd-io/etcd/releases/download/${1}/${TARFILE}"
@@ -43,8 +43,8 @@ cat ./"${DOCKERFILE}" > "${IMAGEDIR}"/Dockerfile
 if [ -z "${TAG:-}" ]; then
     # Fix incorrect image "Architecture" using buildkit
     # From https://stackoverflow.com/q/72144329/
-    DOCKER_BUILDKIT=1 docker build -t "gcr.io/etcd-development/etcd:${VERSION}" "${IMAGEDIR}"
-    DOCKER_BUILDKIT=1 docker build -t "quay.io/coreos/etcd:${VERSION}" "${IMAGEDIR}"
+    DOCKER_BUILDKIT=1 docker build --build-arg="ARCH=${ARCH}" -t "gcr.io/etcd-development/etcd:${VERSION}" "${IMAGEDIR}"
+    DOCKER_BUILDKIT=1 docker build --build-arg="ARCH=${ARCH}" -t "quay.io/coreos/etcd:${VERSION}" "${IMAGEDIR}"
 else
     docker build -t "${TAG}:${VERSION}" "${IMAGEDIR}"
 fi