If you find yourself here in 2025, add these lines to your gitlab-ci.yml stage:

hooks:
    pre_get_sources_script:
      - sudo chown -R gitlab-runner:gitlab-runner .

The "pre_clone_script" tag in the accepted answer is now deprecated.