diff --git a/.forgejo/workflows/cleanup.yaml b/.forgejo/workflows/cleanup.yaml
index bf17be8..4b5256d 100644
--- a/.forgejo/workflows/cleanup.yaml
+++ b/.forgejo/workflows/cleanup.yaml
@@ -7,7 +7,7 @@ jobs:
   cleanup-staging:
     runs-on: docker
     container:
-      image: code.forgejo.org/oci/node:20-bookworm
+      image: code.forgejo.org/oci/node:22-bookworm
     steps:
       - name: Pipeline info PR
         run: |
diff --git a/.forgejo/workflows/deploy.yaml b/.forgejo/workflows/deploy.yaml
index affec8f..d7a00fa 100644
--- a/.forgejo/workflows/deploy.yaml
+++ b/.forgejo/workflows/deploy.yaml
@@ -10,22 +10,29 @@ env:
   TZ: Europe/Berlin
 
 jobs:
-  build:
+  pipeline-info:
     runs-on: docker
     container:
-      image: hugomods/hugo:debian-node-lts-0.148.1
+      image: code.forgejo.org/oci/node:22-bookworm
     steps:
       - name: Pipeline info
         run: |
           echo "Run triggered by ${{ github.event_name }} (${{ github.event.action }}) on ref ${{ github.ref_name }}"
 
+  build:
+    runs-on: docker
+    container:
+      image: ghcr.io/gohugoio/hugo:v0.148.1
+    steps:
       - name: Install packages
         run: |
-          apt update
+          apk update
+          # For CI actions.
+          apk add nodejs-current
           # For website build.
-          apt install -y curl jq git
+          apk add tzdata coreutils curl jq git
           # For uploading.
-          apt install -y rsync ssh
+          apk add rsync openssh
 
       - uses: actions/checkout@v4
         with: