Leip is a surname. Notable people with the surname include

Ed Leip (1910–1983), American baseball player Hans Leip (1893–1983), German novelist, poet and playwright Rudolf Leip (1890 –1947), German footballer

See also Dave Leip's Atlas of U.S. Presidential Elections, American political website