Olum is a surname. Notable people with the surname include:

Dick Olum (born 1970), Ugandan major general Lawrence Olum (born 1984), Kenyan footballer Paul Olum (1918–2001), American mathematician, professor, and university administrator Joash Olum, Kenyan politician Ailill Aulom, 3rd-century Irish king