The story
From earlier pitteral. Perhaps a diminutive of Peter, with reference to St. Peter's walking on the water (Matthew 14:29). A derivation from patter or pitter-patter has been suggested, for instance by ornithologist Elliott Ladd Coues.
Etymology from Wiktionary, CC BY-SA 4.0.