Hertzberg is a surname. Notable people with the surname include:
Arthur Hertzberg (1921-2006), Polish-born American rabbi
Daniel Hertzberg, American journalist
Ebbe Carsten Horneman Hertzberg, Norwegian member of the Council of State Division in Stockholm 1884
Ewald Friedrich, Count von Hertzberg (1725-1795), Prussian statesman
Frederick Hertzberg (1923-2000), American psychologist
Gustav Hertzberg (1826-1907), German historian
Hendrik Hertzberg, American journalist
Nils Christian Egede Hertzberg, Norwegian Minister of Education and Church Affairs 1882-1884
Robert Hertzberg, American attorney, businessman and politician
Sidney Hertzberg (1922-2005), American pro basketball player