We use Buddy: https://buddy.works/

Each step of a pipeline is just a docker container of your choice and running whatever commands you want with a persistent workspace volume throughout the pipeline.

There's a few others that work this way like Semaphore, Drone CI, GoCD, CircleCI, Azure Devops but none are as fast, seamless and easy as Buddy.