diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index aa4a1a0..240fa51 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,9 +1,17 @@
 stages:
   - test
+variables:
+  DOCKER_HOST: tcp://localhost:2375/
+  DOCKER_DRIVER: overlay2
 
 test:
   stage: test
-  image: python:3.8-buster
+  image: docker:stable-dind
+  services:
+    - docker:dind
+  before_script:
+    - docker version
+    - docker login -u "$CI_REGISTRY_USER" -p "$CI_REGISTRY_PASSWORD" $CI_REGISTRY
   except:
     - tags
   script:
diff --git a/tests/utils/gitlab/hcloud.sh b/tests/utils/gitlab/hcloud.sh
index 19f8364..3993c18 100755
--- a/tests/utils/gitlab/hcloud.sh
+++ b/tests/utils/gitlab/hcloud.sh
@@ -12,4 +12,4 @@ hcloud_api_token=${HCLOUD_TOKEN}
 " >> $(pwd)/tests/integration/cloud-config-hcloud.ini
 # shellcheck disable=SC2086
 export HOSTNAME="gitlab-$(cat /dev/urandom | tr -dc 'a-zA-Z0-9' | fold -w 10 | head -n 1)"
-ansible-test integration --color --local -v "${target}" ${COVERAGE:+"$COVERAGE"} ${CHANGED:+"$CHANGED"} ${UNSTABLE:+"$UNSTABLE"}
+ansible-test integration --color --docker --python "${python}" -v "${target}" ${COVERAGE:+"$COVERAGE"} ${CHANGED:+"$CHANGED"} ${UNSTABLE:+"$UNSTABLE"}