diff --git a/.woodpecker.yml b/.woodpecker.yml
index 7de8ac8..14172ab 100644
--- a/.woodpecker.yml
+++ b/.woodpecker.yml
@@ -30,10 +30,11 @@ steps:
 
   docker-dryrun:
     group: compliant
-    image: plugins/kaniko
+    image: woodpeckerci/plugin-docker-buildx
     settings:
       dockerfile: Dockerfile
-      no_push: true
+      dry-run: true
+      platforms: linux/amd64,arm64
       tags: latest
     when:
       event: [ "pull_request", "push" ]
@@ -82,11 +83,12 @@ steps:
       event: [ "tag" ]
 
   docker-next:
-    image: plugins/kaniko
+    image: woodpeckerci/plugin-docker-buildx
     settings:
       registry: codeberg.org
       dockerfile: Dockerfile
       repo: codeberg.org/codeberg/pages-server
+      platforms: linux/amd64,arm64
       tags: next
       username:
         from_secret: bot_user
@@ -97,11 +99,12 @@ steps:
       branch: ${CI_REPO_DEFAULT_BRANCH}
 
   docker-tag:
-    image: plugins/kaniko
+    image: woodpeckerci/plugin-docker-buildx
     settings:
       registry: codeberg.org
       dockerfile: Dockerfile
       repo: codeberg.org/codeberg/pages-server
+      platforms: linux/amd64,arm64
       tags: [ latest, "${CI_COMMIT_TAG}" ]
       username:
         from_secret: bot_user