No one brought up valid use cases for docker-in-docker. They brought up the issue that gitlab mandates docker as an interface (which I totally understand, btw.).

For instance the "how do I compose multiple docker containers" is trivial when you can just execute a script that runs docker or podman. If you really want, you can use docker-compose.