Guinovart (pronounced ɣinuˈβart in Central Catalan) is a Catalan surname. Notable people with the surname include:
Albert Guinovart (born 1962), Catalan composer and pianist Joan Guinovart (1947–2025), Spanish biochemist Josep Guinovart (1927–2007), Spanish Catalan painter