diff --git a/.drone.yml b/.drone.yml
deleted file mode 100644
index becae0d..0000000
--- a/.drone.yml
+++ /dev/null
@@ -1,77 +0,0 @@
----
-kind: pipeline
-type: docker
-name: verify
-steps:
-- name: install
-  image: node:14
-  commands:
-    - npm install
-- name: lint
-  image: node:14
-  commands:
-    - npm run lint
-- name: build-dry-run
-  image: plugins/docker
-  settings:
-    repo: lblod/notulen-prepublish-service
-    dry_run: true
-    purge: true
-trigger:
-  event:
-    - push
----
-kind: pipeline
-type: docker
-name: push-latest-build
-steps:
-- name: push-latest-build
-  image: plugins/docker
-  settings:
-    repo: lblod/notulen-prepublish-service
-    username:
-      from_secret: docker_username
-    password:
-      from_secret: docker_password
-trigger:
-  branch:
-    - master
-  event:
-    exclude:
-    - pull_request
----
-kind: pipeline
-type: docker
-name: release
-steps:
-- name: build-dry-run
-  image: plugins/docker
-  settings:
-    repo: lblod/notulen-prepublish-service
-    dry_run: true
-- name: push-tagged-build
-  image: plugins/docker
-  settings:
-    repo: lblod/notulen-prepublish-service
-    tags: ${DRONE_TAG##v}
-    username:
-      from_secret: docker_username
-    password:
-      from_secret: docker_password
-    purge: true
-trigger:
-  event:
-    - tag
----
-kind: secret
-name: docker_username
-data: lI+pVVKw37YqgJSRkHzFBO838q3CpXcWfALx+oL4i3g1xaoIZyQi3w==
----
-kind: secret
-name: docker_password
-data: Rlh766Mh1Ikv3vCBRSA3tYa/qYZS6EmMf1RYhwsW6qbLT0TlZhW7MHQiKu6yYbdg4HQ8MyRROFSqAFW1Zdxx7A==
----
-kind: signature
-hmac: a3257e10990c444685c184e83bb026e3d0af8eed07c3f691215dec8cae29c87b
-
-...
diff --git a/.woodpecker/.latest.yml b/.woodpecker/.latest.yml
new file mode 100644
index 0000000..f9e210e
--- /dev/null
+++ b/.woodpecker/.latest.yml
@@ -0,0 +1,13 @@
+steps:
+  build-latest:
+    image: woodpeckerci/plugin-docker-buildx
+    settings:
+      repo: "${CI_REPO_OWNER}/${CI_REPO_NAME}"
+      tags: latest
+      platforms: linux/amd64
+      # Can enable arm64 when moving to mu-javascript-template version >1.8
+      # platforms: linux/amd64, linux/arm64
+    secrets: [ docker_username, docker_password ]
+when:
+  branch: master
+  event: push
diff --git a/.woodpecker/.release.yml b/.woodpecker/.release.yml
new file mode 100644
index 0000000..db25fb5
--- /dev/null
+++ b/.woodpecker/.release.yml
@@ -0,0 +1,13 @@
+steps:
+  build-release:
+    image: woodpeckerci/plugin-docker-buildx
+    settings:
+      repo: "${CI_REPO_OWNER}/${CI_REPO_NAME}"
+      tags: "${CI_COMMIT_TAG##v}" # drops v from version tag
+      platforms: linux/amd64
+      # Can enable arm64 when moving to mu-javascript-template version >1.8
+      # platforms: linux/amd64, linux/arm64
+    secrets: [ docker_username, docker_password ]
+when:
+  event: tag
+  ref: refs/tags/v*
diff --git a/.woodpecker/.test-build.yml b/.woodpecker/.test-build.yml
new file mode 100644
index 0000000..3ca8069
--- /dev/null
+++ b/.woodpecker/.test-build.yml
@@ -0,0 +1,23 @@
+steps:
+  install:
+    image: node:14-alpine
+    commands:
+      - npm i
+      # Our lockfile is incompatible with the version of npm used with node:14. The old scripts just
+      # `npm i`, so we do that. We should update to a sane node version and change this.
+      # - npm ci
+  lint:
+    image: node:14-alpine
+    commands:
+      - npm run lint
+  build-dry-run:
+    image: woodpeckerci/plugin-docker-buildx
+    settings:
+      repo: "${CI_REPO_OWNER}/${CI_REPO_NAME}"
+      platforms: linux/amd64
+      # Can enable arm64 when moving to mu-javascript-template version >1.8
+      # platforms: linux/amd64, linux/arm64
+      dry_run: true
+when:
+  event:
+    - pull_request