Erpelding is a surname of Luxembourgish origin. Notable people with the surname include:
Diane Erpelding (born 1982), Luxembourgish dressage rider Mat Erpelding (born 1975), American politician Félicie Erpelding-Schlesser (1883–1970), Luxembourgish municipal politician
See also Erbelding