diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
new file mode 100644
index 000000000..c8175dc27
--- /dev/null
+++ b/.github/workflows/docker.yml
@@ -0,0 +1,155 @@
+name: docker
+on:
+  push:
+  # TODO: Build on main?
+    branches:
+      - main
+    tags:
+      - '**'
+  # TODO: Remove pull_request before merging
+  pull_request:
+    branches:
+      - main
+
+permissions:
+  contents: read
+  packages: write
+  # Ensure cosign can request for Github's OIDC JWT ID token
+  # See: https://docs.github.com/en/actions/deployment/security-hardening-your-deployments/configuring-openid-connect-in-cloud-providers#adding-permissions-settings
+  id-token: write
+
+jobs:
+  # This job builds the binaries and uploads it as github artifacts.
+  # This allows us to use the same binaries for any release CI jobs.
+  build:
+    name: Build all linux architectures
+    runs-on: ubuntu-latest
+    steps:
+      - name: setup go
+        uses: actions/setup-go@v3
+        with:
+          go-version: ${{ env.GO_VERSION }}
+
+      - uses: actions/checkout@v3
+        with:
+          # Fetch all tags
+          fetch-depth: 0
+
+      - name: Build on all supported architectures
+        run: |
+          set -e
+          ./scripts/release.sh
+
+      - uses: actions/upload-artifact@v3
+        with:
+          name: binaries-${{ github.sha }}
+          path: |
+            release*/*
+
+  # This job downloads the binaries previously uploaded as artifacts, and builds multi-arch images
+  build-docker-image:
+    needs: [build]
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+        with:
+          # Fetch all tags
+          fetch-depth: 0
+
+      - name: Prepare
+        id: prep
+        run: |
+          set -e
+          TAG=$( git describe --tags --dirty ) # E.g. v1.2.0-23-g60ee190
+          echo "TAG=$TAG" >> $GITHUB_ENV
+
+      # This step generates the docker tags
+      - name: Docker meta
+        id: meta
+        uses: docker/metadata-action@v4
+        with:
+          images: |
+            ${{ github.repository }}
+            ghcr.io/${{ github.repository }}
+          # type=ref,event=pr generates tag(s) on PRs only. E.g. 'pr-123', 'pr-123-abc0123'
+          # type=ref,event=branch generates tag(s) on branch only. E.g. 'main-abc0123'
+          # type=semver generates tag(s) on tags only. E.g. 'v0', 'v0.0', 'v0.0.0', and 'latest'
+          tags: |
+            type=ref,event=pr
+            type=ref,suffix=-{{sha}},event=branch
+            type=semver,pattern=v{{major}}
+            type=semver,pattern=v{{major}}.{{minor}}
+            type=semver,pattern=v{{major}}.{{minor}}.{{patch}}
+          # The rest of the org.opencontainers.image.xxx labels are dynamically generated
+          labels: |
+            org.opencontainers.image.description=CNI Plugins
+            org.opencontainers.image.licenses=Apache License 2.0
+
+      # See: https://github.com/docker/build-push-action/blob/v2.6.1/docs/advanced/cache.md#github-cache
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v2
+
+      - name: Set up Docker Buildx
+        id: buildx
+        uses: docker/setup-buildx-action@v2
+
+      - name: Cache Docker layers
+        uses: actions/cache@v3
+        with:
+          path: /tmp/.buildx-cache
+          key: ${{ runner.os }}-buildx-${{ github.sha }}
+          restore-keys: |
+            ${{ runner.os }}-buildx-
+
+      - name: Login to Docker Hub registry
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Login to GitHub Container Registry
+        uses: docker/login-action@v2
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - uses: actions/download-artifact@v3
+        with:
+          name: binaries-${{ github.sha }}
+
+      - run: |
+          ls -al release*/
+
+      - name: Build and push
+        id: build-and-push
+        # TODO: Remove pull_request before merging
+        if: github.event_name == 'pull_request' || github.ref == 'refs/heads/main' || startsWith(github.ref, 'refs/tags/')
+        uses: docker/build-push-action@v3
+        with:
+          build-args: |
+            TAG=${{ env.TAG }}
+          context: '.'
+          file: Dockerfile
+          platforms: linux/amd64,linux/arm,linux/arm64,linux/mips64le,linux/ppc64le,linux/riscv64,linux/s390x
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          cache-from: type=local,src=/tmp/.buildx-cache
+          cache-to: type=local,dest=/tmp/.buildx-cache-new,mode=max
+
+      - name: Install cosign
+        uses: sigstore/cosign-installer@c3667d99424e7e6047999fb6246c0da843953c65 # v3.0.1
+
+      # This signs the image using ACTIONS_ID_TOKEN_REQUEST_TOKEN
+      - name: Sign the published Docker image
+        run: echo "${{ steps.meta.outputs.tags }}" | xargs -I {} cosign sign --yes {}@${{ steps.build-and-push.outputs.digest }}
+
+      # Temp fix
+      # https://github.com/docker/build-push-action/issues/252
+      # https://github.com/moby/buildkit/issues/1896
+      - name: Move cache
+        run: |
+          rm -rf /tmp/.buildx-cache
+          mv /tmp/.buildx-cache-new /tmp/.buildx-cache
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 000000000..d595ec166
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,42 @@
+FROM busybox as test
+
+ADD docker-installer/install_cni_plugins.sh /script/install_cni_plugins.sh
+ADD docker-installer/test_install_cni_plugins.sh /script/test_install_cni_plugins.sh
+WORKDIR /script
+RUN /script/test_install_cni_plugins.sh
+
+FROM busybox as build
+ARG TAG
+# Get buildx automatic platform vars: https://docs.docker.com/engine/reference/builder/#automatic-platform-args-in-the-global-scope
+ARG TARGETPLATFORM
+ARG TARGETOS
+ARG TARGETARCH
+ARG TARGETVARIANT
+ARG BUILDPLATFORM
+ARG BUILDOS
+ARG BUILDARCH
+ARG BUILDVARIANT
+RUN echo TARGETPLATFORM=$TARGETPLATFORM
+RUN echo TARGETOS=$TARGETOS
+RUN echo TARGETARCH=$TARGETARCH
+RUN echo TARGETVARIANT=$TARGETVARIANT
+RUN echo BUILDPLATFORM=$BUILDPLATFORM
+RUN echo BUILDOS=$BUILDOS
+RUN echo BUILDARCH=$BUILDARCH
+RUN echo BUILDVARIANT=$BUILDVARIANT
+# Use buildx automatic platform vars
+COPY release-$TAG/cni-plugins-$TARGETOS-$TARGETARCH-$TAG.tgz cni-plugins-$TARGETOS-$TARGETARCH-$TAG.tgz
+COPY release-$TAG/cni-plugins-$TARGETOS-$TARGETARCH-$TAG.tgz.sha512 cni-plugins-$TARGETOS-$TARGETARCH-$TAG.tgz.sha512
+RUN set -eux; \
+    sha512sum -c cni-plugins-$TARGETOS-$TARGETARCH-$TAG.tgz.sha512; \
+    mkdir -p /opt/cni/bin; \
+    tar -xvf cni-plugins-$TARGETOS-$TARGETARCH-$TAG.tgz -C /opt/cni/bin;
+
+# This is the final, minimal container
+FROM busybox as final
+COPY docker-installer/install_cni_plugins.sh /script/install_cni_plugins.sh
+COPY --from=build /opt/cni/bin /opt/cni/bin
+ENV FORCE=
+WORKDIR /opt/cni/bin
+VOLUME /host/opt/cni/bin
+CMD ["/script/install_cni_plugins.sh","/opt/cni/bin","/host/opt/cni/bin"]
diff --git a/docker-installer/README.md b/docker-installer/README.md
new file mode 100644
index 000000000..212c0084f
--- /dev/null
+++ b/docker-installer/README.md
@@ -0,0 +1,9 @@
+This scripts are used in the docker image.
+
+The docker image installs the plug-ins to /host/opt/cni/bin which should be bind-mounted to /opt/cni/bin on the host.
+
+The installer-script keeps track of plug-ins it installs and ensures:
+- that no existing plug-ins that have been installed or updated by someone else are overwriten
+- that plug-ins installed by this script are updated if a new version of this image is used
+
+A unit-test shell script for the installer script is part of the docker build process.
diff --git a/docker-installer/install_cni_plugins.sh b/docker-installer/install_cni_plugins.sh
new file mode 100755
index 000000000..55e619d61
--- /dev/null
+++ b/docker-installer/install_cni_plugins.sh
@@ -0,0 +1,69 @@
+#!/bin/sh
+
+set -eu
+
+if [ $# -ne 2 ]; then
+  echo "USAGE: $0 source-dir dest-dir"
+  echo "Env vars:"
+  echo "  FORCE		Overwrite existing binaries"
+  exit 1
+fi
+
+SRC=$1
+DST=$2
+FORCE=${FORCE:-}
+
+install_cni_plugin() {
+	NAME=$1
+	MD5=$( md5sum $SRC/$NAME | awk '{ print $1 }' )
+	if [ -e $DST/$NAME ]; then
+		if [ ! -e $DST/$NAME.by_cni_installer_image ]; then
+			# The file already exists but there's no marker that
+			# it was installed by this installer -> keep untouched
+			if [ -z "$FORCE" ]; then
+				echo "* '$NAME' ignored (exists but not installed by me)"
+				return
+			fi
+		else
+			OTHER_MD5=$( md5sum $DST/$NAME | awk '{ print $1 }' )
+			INSTALLED_MD5=$( cat $DST/$NAME.by_cni_installer_image )
+
+			if [ "$OTHER_MD5" != "$INSTALLED_MD5" ]; then
+				# The file was previously installed by this installer
+				# but later changed -> keep untouched
+				if [ -z "$FORCE" ]; then
+					echo "* '$NAME' ignored (previously installed by me but changed by someone else)"
+					return
+				fi
+			fi
+
+			if [ "$OTHER_MD5" == "$MD5" ]; then
+				# The file was previously installed by this installer
+				# and is up-to-date
+				echo "* '$NAME' is up-to-date"
+				return
+			fi
+		fi
+
+		# The file was previously installed by this installer
+		# but needs an update
+		cp -a $SRC/$NAME $DST/.$NAME.new
+		mv $DST/.$NAME.new $DST/$NAME
+		echo $MD5 > $DST/$NAME.by_cni_installer_image
+		echo "* '$NAME' updated"
+
+	else
+		cp -a $SRC/$NAME $DST/.$NAME.new
+		mv $DST/.$NAME.new $DST/$NAME
+		echo $MD5 > $DST/$NAME.by_cni_installer_image
+		echo "* '$NAME' installed"
+	fi
+}
+
+echo "Installing CNI plug-ins to $DST"
+echo
+
+for FILE in $( find $SRC -maxdepth 1  -type f ); do
+	NAME=$( basename $FILE )
+	install_cni_plugin $NAME
+done
diff --git a/docker-installer/test_install_cni_plugins.sh b/docker-installer/test_install_cni_plugins.sh
new file mode 100755
index 000000000..ae0697f0d
--- /dev/null
+++ b/docker-installer/test_install_cni_plugins.sh
@@ -0,0 +1,152 @@
+#!/bin/sh
+
+set -e
+
+prepare() {
+	echo
+	echo
+	echo "=== Testing: $1 ==="
+	echo
+	rm -rf test
+	mkdir -p test/src
+	mkdir -p test/dst
+}
+
+assert_file_missing() {
+	FILE=test/dst/$1
+
+	if [ -e $FILE ]; then
+		echo "File $1 exists but must not exist."
+		echo
+		echo "=== Test failed. ==="
+		exit 1
+    fi
+}
+
+assert_file_content() {
+	FILE=test/dst/$1
+
+	if [ ! -e $FILE ]; then
+		echo "Expected file $1 is missing."
+		echo
+		echo "=== Test failed. ==="
+		exit 1
+    fi
+
+	EXPECTED_CONTENT=$2
+	ACTUAL_CONTENT=$( cat $FILE )
+
+	if [ "$EXPECTED_CONTENT" != "$ACTUAL_CONTENT" ]; then
+		echo "File $1 has wrong content"
+		echo "Expected: $EXPECTED_CONTENT"
+		echo "Actual  : $ACTUAL_CONTENT"
+		echo
+		echo "=== Test failed. ==="
+		exit 1
+	fi
+}
+
+
+#############################################################
+
+prepare "Installation if not exists yet"
+
+echo "cni1.0" > test/src/cni1
+./install_cni_plugins.sh test/src test/dst
+
+assert_file_content cni1 "cni1.0"
+assert_file_content cni1.by_cni_installer_image "7ec08d6ee0e5237cb34be4a31d9146c1"
+
+echo
+echo "Test passed."
+
+#############################################################
+
+prepare "Keep when up-to-date"
+
+echo "cni1.0" > test/src/cni1
+./install_cni_plugins.sh test/src test/dst
+echo "cni1.0" > test/src/cni1
+./install_cni_plugins.sh test/src test/dst
+
+assert_file_content cni1 "cni1.0"
+assert_file_content cni1.by_cni_installer_image "7ec08d6ee0e5237cb34be4a31d9146c1"
+
+echo
+echo "Test passed."
+
+#############################################################
+
+prepare "Upgrade when installed by this installer"
+
+echo "cni1.0" > test/src/cni1
+./install_cni_plugins.sh test/src test/dst
+
+echo "cni1.1" > test/src/cni1
+./install_cni_plugins.sh test/src test/dst
+
+assert_file_content cni1 "cni1.1"
+assert_file_content cni1.by_cni_installer_image "286f99e881938508552bb58ea1c2c565"
+
+echo
+echo "Test passed."
+
+#############################################################
+
+prepare "Installed by someone else"
+
+echo "cni1.0" > test/src/cni1
+echo "cni1.other" > test/dst/cni1
+./install_cni_plugins.sh test/src test/dst
+
+assert_file_content cni1 "cni1.other"
+assert_file_missing cni1.by_cni_installer_image
+
+echo
+echo "Test passed."
+
+#############################################################
+
+prepare "Installed by me, altered by someone else"
+
+echo "cni1.0" > test/src/cni1
+./install_cni_plugins.sh test/src test/dst
+
+echo "cni1.other" > test/dst/cni1
+./install_cni_plugins.sh test/src test/dst
+
+assert_file_content cni1 "cni1.other"
+assert_file_content cni1.by_cni_installer_image "7ec08d6ee0e5237cb34be4a31d9146c1"
+
+echo
+echo "Test passed."
+
+#############################################################
+
+prepare "Force install overwrites plugin installed by someone else"
+
+echo "cni1.other" > test/dst/cni1
+echo "cni1.0" > test/src/cni1
+FORCE=1 ./install_cni_plugins.sh test/src test/dst
+
+assert_file_content cni1 "cni1.0"
+assert_file_content cni1.by_cni_installer_image "7ec08d6ee0e5237cb34be4a31d9146c1"
+
+prepare "Force install overwrites plugin installed by me, altered by someone else"
+
+echo "cni1.0" > test/src/cni1
+./install_cni_plugins.sh test/src test/dst
+echo "cni1.other" > test/dst/cni1
+
+FORCE=1 ./install_cni_plugins.sh test/src test/dst
+
+assert_file_content cni1 "cni1.0"
+assert_file_content cni1.by_cni_installer_image "7ec08d6ee0e5237cb34be4a31d9146c1"
+
+echo
+echo "Test passed."
+
+#############################################################
+
+echo
+echo "All tests passed."
diff --git a/scripts/release.sh b/scripts/release.sh
index 5002428ed..7d6b1e169 100755
--- a/scripts/release.sh
+++ b/scripts/release.sh
@@ -16,7 +16,7 @@ rm -Rf ${SRC_DIR}/${RELEASE_DIR}
 mkdir -p ${SRC_DIR}/${RELEASE_DIR}
 mkdir -p ${OUTPUT_DIR}
 
-$DOCKER run -ti -v ${SRC_DIR}:/go/src/github.com/containernetworking/plugins:z --rm golang:1.20-alpine \
+$DOCKER run -v ${SRC_DIR}:/go/src/github.com/containernetworking/plugins:z --rm golang:1.20-alpine \
 /bin/sh -xe -c "\
     apk --no-cache add bash tar;
     cd /go/src/github.com/containernetworking/plugins; umask 0022;