From its docs, I understand that it has a task status logging layer[1] which can persist to SQL/Mongo (using another framework called Red Bird[2]). I haven't tried them out though.
Seconding this. I would love a middle tier job scheduler / manager for Python that has persistence. I feel like there's a missing middle between cron+scripts and the enterprise grade tooling built for ETL tasks.