I started with Docker and then migrated to Podman for the integrated Cockpit dashboard support. All my docker-compose files work transparently on top of rootful Podman so the migration was relatively easy. Things get finicky when you try to go rootless though.

I say try both. Rootful podman is gonna be closest to the Docker experience.