Mazzoleni is an Italian surname. Notable people with the surname include:
- Eddy Mazzoleni (born 1973), Italian bicycle racer
- Marc'Antonio Mazzoleni, Italian instrument maker
- Ettore Mazzoleni (1905-1968), Canadian conductor
- Roberto Mazzoleni, Italian sprinter