In almost all cases podman will work as a drop-in replacement. Problems usually arise from podman not being rootful by default, which does make a difference in most scenarios that involve volume mounts, exposing ports or other kinds of host resource access. You can run podman as root and nowadays even docker as rootless (though at that point you might be better off with podman).