Gailly is a French surname. Notable people with the surname include:Christian Gailly (1943–2013), French writer Étienne Gailly (1922–1971), Belgian soldier and Olympic runner Jean-Loup Gailly, French computer programmer Paul Gailly (1894–1969), Belgian water polo player