A trick I have used sucessfully is to use docker-compose with podman as the engine.

The way I do it is by starting podman's systemd service which exposes a docker compatible API over a Unix socket.

Then export DOCKER_HOST pointing to the socket and you can run docker-compose with podman transparently.