I switched a few years back and use Quadlets instead of compose now. Converting compose files to Quadlets is pretty mechanical once you get the hang of it.

Highly recommend Podman overall; there are some quirky edge cases, but for the most part it’s a smooth replacement for Docker.

If you don’t want to give up compose entirely, podman-compose exists. I just prefer Quadlets so I haven’t used it much myself.