Burnap is a surname. Notable people with the surname include:
- Andrew Burnap (born 1991), American actor
- Campbell Burnap (1939–2008), British jazz trombonist, vocalist, and broadcaster
- Daniel Burnap (1759–1838), American clockmaker
- George Washington Burnap (1802–1859), Unitarian clergyman of the United States
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