@feng-tao Thank you very much for reviewing. The scheduling delay is generated 
by a monitoring task that is running on the cluster with 5m interval. It will 
compare the current timestamp against the expected scheduling 
timestamp(execution_date + 5m) and send the time diff in min as one data point 
on the metric graph, e.g. monitoring task with execution_date 
2018-01-01T00:00:00 started at 2018-01-01T00:06:00 will put a 1m scheduling 
delay data point onto the metric graph.(I'll update the description too)

[ Full content available at: 
https://github.com/apache/incubator-airflow/pull/3830 ]
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