Podman is an open-source, Docker compatible containerization tool. It is known for its capabilities without root access. It also does not feature a deamon.
Use podman compose up
Podman Compose
Make sure to enable the Podman Socket first:
systemctl --user enable podman.socket
systemctl --user start podman.socket