Plain old docker compose since it seems to come with by far the fewest surprises and is most widely supported.

Nearly every project of interest has a compose.yml available, which is hardly true for systemd services, nix services, or for podman/kubernetes.

I was using podman-compose briefly, but it is just different enough to break in unclear ways and I kept having to fight with it so I went back to docker docker to eliminate the headache.