Docker (Compose) has some quirks compared to Podman (Compose), e.g. when using gvisor or a lot of internal networks. Depending on what you do your milage will vary, though.
And one nice thing about podman-compose is that it's ONE PYTHON FILE. You can just copy it into your source tree.