Golberg is a surname. Notable people with the surname include:
Aleksandr Golberg (1879–1919), Russian anarchist politician Argo Golberg (born 1982), Estonian runner Mécislas Golberg (1869–1907), Polish French philosopher and anarchist Pål Golberg (born 1990), Norwegian cross country skier
See also Colberg Goldberg (surname)