Õunpuu is an Estonian surname. Notable people with the surname include:
Cindy Õunpuu (born 1966), Canadian-Estonian swimmer Kethy Õunpuu (born 1987), Estonian footballer Veiko Õunpuu (born 1972), Estonian film director and screenwriter Vello Õunpuu (1943–2021), Estonian rally driver