Hirschfelder is a German surname. Notable people with the surname include:
David Hirschfelder (born 1960), Australian musician and film score composer Egbert Hirschfelder (1942–2022), German rower Gerhard Hirschfelder (1907–1942), German Catholic priest and martyr Joseph O. Hirschfelder (1911–1990), American physicist