Peiper is a surname. Notable people with the surname include:
- Allan Peiper (born 1960), Australian road cyclist and team manager
- Joachim Peiper (1915–1976), German war criminal and SS leader
- Tadeusz Peiper (1891–1969), Polish poet, art critic, and theoretician of literature