Gulotta is an Italian surname. Notable people with the surname include:
Frank Gulotta (1907–1989), American judge and lawyer Guglielmo Gulotta (born 1939), Italian academic Loreta Gulotta (born 1987), Italian fencer Thomas Gulotta (1944–2019), American politician and lawyer Tony Gulotta (1903–1981), American racing driver