> Gitlab CI just runs shell commands, it's pretty trivial to pull the same image its using in the job, and run the same commands locally.

In fact, they already provide a utility for doing this: gitlab-runner exec[0].

[0]: https://docs.gitlab.com/runner/commands/#gitlab-runner-exec