diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 59ed57d..44adcab 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,8 +1,11 @@
+stage:
+  build
+
 docker-build:
   image: docker:latest
   stage: build
   services:
-    - ezkrg/buildx:latest
+    - docker:dind
   before_script:
     - docker login -u "$CI_REGISTRY_USER" -p "$CI_REGISTRY_PASSWORD" $CI_REGISTRY
   # Default branch leaves tag empty (= latest tag)
@@ -16,8 +19,8 @@ docker-build:
         tag=":$CI_COMMIT_REF_SLUG"
         echo "Running on branch '$CI_COMMIT_BRANCH': tag = $tag"
       fi
-    - docker buildx use default
-    - docker buildx build -t "$CI_REGISTRY_IMAGE${tag}" --platform=linux/arm64,linux/amd64 . --push
+    - docker build --pull -t "$CI_REGISTRY_IMAGE${tag}" .
+    - docker push "$CI_REGISTRY_IMAGE${tag}"
   # Run this job in a branch where a Dockerfile exists
   rules:
     - if: $CI_COMMIT_BRANCH