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