Podman is pretty mutch a drop in replacement for docker but it runs in user context instead if root.

All docker commands work with podman by just replacing the name including podman compose.

(You do have to specify docker.io as a repository if you want to pull images from docker hub but that is literally the only difference In usage I ever noticed)