I use podman with the podman-docker compatibility layer and native docker-compose. Podman + podman-docker is a drop-in replacement for actual docker. You can run all the regular docker commands and it will work. If you run it as rootful, it behaves in exactly the same way. Docker-compose will work right on top of it.

I prefer this over native Docker because I get the best of both worlds. All the tutorials and guides for Docker work just fine, but at the same time I can explore Podman’s rootless containers. Plus I enjoy it’s integration with Cockpit.