It seems the “First Rain of the Day” alarm will repeat itsself if WD has been shut down and restarted.
Had some rain overnight (after midnight, 2am), and alarm was triggered. In the morning, I shut down and restarted WD. A few hours later, had some more rain, and the first rain alarm triggered again.