my team switched to podman due to docker desktop licensing (and only using engine pain). personally it has been quite annoying to work with on windows with cuda.
the need to spin its own wsl instance (which takes a lot of disk space) and gpu workarounds are just not there yet.
others have mentioned about podman compose but the old docker-compose do work to be fair.