The story
From the way a duck puts its head down and bottom up in the air when diving underwater.
Etymology from Wiktionary, CC BY-SA 4.0.
duck dive
Today it means: To push one's surfboard (usually a shortboard) underwater nose-first, to get the surfer and board under a wave that has broken or is just about to break. Full definition →