The story
From waterfowl hunting; ducks resting or swimming on the water are stationary and much easier to hit than ducks in flight; became popular military slang during World War II.
Etymology from Wiktionary, CC BY-SA 4.0.
sitting duck
Today it means: An obvious, vulnerable target. Full definition →