There is a wrapper for podman supporting compose.

But maybe it’s time to use kubernetes deployments or pods instead of compose files…

Wow, I was sure Raspberry Pi were pretty good about mainline support, especially since multiple distros support the platform.
Software support is still very good compared to pretty much every other arm board.