If you want to do a straight migration you can start the socket unit and expose it via the DOCKER_HOST environment variable and use the standard docker tooling or use podman-docker to make it seamless. As long as you make no other changes everything should just work.

Where people frequently run into issues is when they want to utilize the rootless feature, and that definitely requires adjustments and work.