Zylberberg is a surname. Notable people with the surname include:
Fernando Zylberberg (born 1977), Argentine field hockey player Julieta Zylberberg (born 1983), Argentine actress Régine Zylberberg (1929 - 2022), French singer Joel Hyatt Zylberberg (born 1950), American entrepreneur and politician