For CI specifically, you should IMO check out
https://dagger.io. It abstracts and generalizes CI in exactly the way you need: repeatable, locally runnable, and also cacheable on remote servers. Write once, run anywhere CI - what you have locally will be _exactly_ what runs remotely.