You don't need podman-compose, docker-compose is perfectly viable with podman. They've even fixed some long standing bugs/problems lately, so docker-compose v2 can also be used with podman [1].
That's good to hear! I think Podman is going to be one of those projects that just get better and better with every subsequent release and might displace Docker for particular workloads rather easily.