diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 06e0a65..6ee704a 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -51,9 +51,6 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
       - name: Log in to Gitea Registry
         uses: docker/login-action@v3
         with:
@@ -74,11 +71,9 @@ jobs:
           context: .
           file: .containers/python/Dockerfile
           push: true
-          tags: ${{ steps.meta.outputs.tags }}
+          tags: ${{ steps.meta.outputs.image }}:latest,${{ steps.meta.outputs.image }}:${{ github.sha }}
           build-args: |
             PACKAGE=${{ matrix.app }}
-          cache-from: type=registry,ref=${{ steps.meta.outputs.image }}:buildcache
-          cache-to: type=registry,ref=${{ steps.meta.outputs.image }}:buildcache,mode=max
 
       - name: Image summary
         run: |