When there is a task running, Airflow will pop a notice saying the scheduler does not appear to be running and it kept showing until the task finished:
The scheduler does not appear to be running. Last heartbeat was received 5 minutes ago.
The DAGs list may not update, and new tasks will not be scheduled.
Actually, the scheduler process is running, as I have checked the process. After the task finished, the notice will disappear and everything back to normal.
My task is kind of heavy, may running for couple hours.