Purce is a surname. Notable people with this surname include:

Charles L. Purce (1856–1905), American educator Jill Purce (born 1947), British voice teacher, therapist, and author Les Purce (born 1946), American academic administrator and former politician Midge Purce (born 1995), American soccer player

See also Purie Purse (surname)