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

Angelo Zanelli (1879–1942), Italian sculptor Geoff Zanelli (born 1974), American composer Juan Zanelli (1906–1944), Chilean racing driver Renan Zanelli (born 1992), Brazilian footballer Renato Zanelli (1892–1935), Chilean opera singer