I was scratching my head, looking at the docs and asking myself "Ok do I need a database? Is the scheduler separated from workers? Does it have a UI?"

Being just a lib is actually quite refreshing compared to complex behemoths like Airflow. I guess you could just use your favorite service runner (systemd, k8s, nomad, none at all...).