diff --git a/.woodpecker/publish-release-plz-update-pr-image.yml b/.woodpecker/publish-release-plz-update-pr-image.yml
index c6b4799..1cea5a3 100644
--- a/.woodpecker/publish-release-plz-update-pr-image.yml
+++ b/.woodpecker/publish-release-plz-update-pr-image.yml
@@ -9,13 +9,13 @@ when:
     ]
 
 steps:
-  publish:
-    image: plugins/kaniko
+  build-latest-container:
+    image: woodpeckerci/plugin-docker-buildx:6.0.4
     settings:
-      repo: jasterv/release-plz-update-pr
-      tags: 0.3.156,0.3,latest,dev
-      username:
-        from_secret: DOCKERHUB_USERNAME
+      registry: codeberg.org
+      username: ${CI_REPO_OWNER}
       password:
-        from_secret: DOCKERHUB_PASSWORD
-      dockerfile: release-plz/update-pr.Dockerfile
+        from_secret: CONTAINER_REGISTRY_TOKEN
+      repo: codeberg.org/${CI_REPO_OWNER}/release-plz-update-pr
+      dockerfile: "release-plz/update-pr.Dockerfile"
+      tags: 0.3.156,0.3,latest