Mazzolini is a surname. Notable people with the surname include:
Paul Mazzolini (born 1960), Italian singer, songwriter, musician, and record producer Serafino Mazzolini (1890–1945), Italian politician Stéphane Mazzolini (born 1966), French football player Sylvester Mazzolini (1456/1457–1527), Italian theologian