diff --git a/.woodpecker/build.yaml b/.woodpecker/build.yaml
new file mode 100644
index 0000000..21fa21b
--- /dev/null
+++ b/.woodpecker/build.yaml
@@ -0,0 +1,28 @@
+---
+matrix:
+  ARCH:
+    - amd64
+    - arm64
+
+steps:
+  - name: build
+    image: woodpeckerci/plugin-kaniko
+    backend_options:
+      kubernetes:
+        nodeSelector:
+          kubernetes.io/arch: ${ARCH}
+        tolerations:
+          - key: arch
+            operator: Equal
+            value: ${ARCH}
+            effect: NoSchedule
+    settings:
+      repo: ${CI_REPO}
+      registry: harbor.codemowers.eu
+      tags: latest-${ARCH}
+      username:
+        from_secret: docker_username
+      password:
+        from_secret: docker_password
+    when:
+      - branch: master
diff --git a/.woodpecker/manifest.yaml b/.woodpecker/manifest.yaml
new file mode 100644
index 0000000..e19430f
--- /dev/null
+++ b/.woodpecker/manifest.yaml
@@ -0,0 +1,30 @@
+---
+skip_clone: true
+
+steps:
+  - name: manifest
+    image: mirror.gcr.io/mplatform/manifest-tool:alpine-v2.1.6
+    secrets:
+      - docker_username
+      - docker_password
+    commands:
+      - |
+        cat << EOF > spec.yaml
+        image: "harbor.woodpecker.eu/${CI_REPO}:latest"
+        manifests:
+          - image: "harbor.woodpecker.eu/${CI_REPO}:latest-amd64"
+            platform:
+              architecture: amd64
+              os: linux
+          - image: "harbor.woodpecker.eu/${CI_REPO}:latest-arm64"
+            platform:
+              architecture: arm64
+              os: linux
+        EOF
+      - /manifest-tool --username $docker_username --password $docker_password push from-spec spec.yaml > stdout
+      - cat stdout
+    when:
+      - branch: master
+
+depends_on:
+  - build