Zerbini is an Italian surname. Notable people with the surname include:
Euryclides de Jesus Zerbini (1912–1993), Brazilian physician and cardiac surgeon Giovanni Zerbini (born 1927), Italian-born Brazilian Roman Catholic bishop Luciano Zerbini (born 1960), Italian discus thrower and shot putter Therezinha Zerbini (1928–2015), Brazilian attorney and feminist