>If it's a drop in replacement, why can't I alias podman as docker and use docker-compose like normal?
Podman is (mostly) a drop-in replacement for docker. However, docker-compose is a separate package from docker that requires explicit installation. So too is podman-compose separate from podman, though unfortunately it still needs more work.