Should, but there are still edge cases where people use weird edge features of Docker's implementation that don't always work out of the box with Podman (it's a lot better now, though, and most of my compose files are fine either way).

I've tried several times over the last few years and it always messes up somewhere, usually with networking. I stopped trying.