Purse is an English and Scottish surname. Notable people with the surname include:
Daniel Gugel Purse Sr. (1839–1908), American businessman Darren Purse (born 1977), English footballer John Purse (born 1972), American cyclist Charles Sanders Peirce (pronounced "Purse") (1839–1914), American philosopher and scientist