Schwartzberg is a surname. Notable people with the surname include:
Allan Schwartzberg (born 1942), American rock drummer Hirsch Schwartzberg (born 1907), Jewish leader of Holocaust survivors under the Allied occupation of Berlin Joseph E. Schwartzberg (born 1928), American geographer Louis Schwartzberg, American director, producer, and cinematographer