Parlato is an Italian surname. Notable people with the surname include:
Carmine Parlato (born 1970), Italian footballer and manager Charlie Parlato (1919–2007), American trumpet musician Dennis Parlato (born 1947), American dancer, actor, and singer Frank Parlato Jr. (born 1955), American Publisher Giuseppe Parlato (1956–2025), Italian historian Gretchen Parlato (born 1976), American jazz singer Luca Parlato (born 1991), Italian rower Salvatore Parlato (born 1986), Italian basketball player