Gerstenberg is a German surname. Notable people with the surname include:

• Alfred Gerstenberg (1893–1959), German Luftwaffe general
• Alice Gerstenberg (1885–1972), American playwright, actress and activist
• Detlef Gerstenberg (1957–1993), East German hammer thrower
• Heinrich Wilhelm von Gerstenberg (1737–1823), German poet and critic
• Kurt Gerstenberg (1886–1968), German art historian

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