I always felt that Gitlab CI was a lot more understandable. But in Gitlab CI, just as in Github Actions, you're usually running some container. And aside from the container you're also running some globally defined actions.

That's the most obfuscated part for me, the globally defined actions that can belong to any organisation in Github.

In Gitlab it was at most a globally defined git repo with templates, but you could somehow understand it better.