Zanolini is an Italian surname. Notable people with the surname include:

Danilo Zanolini (born 1980), Brazilian kickboxer Gualtiero Zanolini, member of the World Scout Committee Paul Zanolini (1898–1989), American sport wrestler Umberto Zanolini (1887–1973), Italian gymnast