Palazzolo is an Italian surname. Notable people with the surname include:
Jack Palazzolo, Australian association football player Jim Palazzolo, American football coach Luigi Maria Palazzolo (1827–1886), Italian Roman Catholic priest Tom Palazzolo (born 1937), American filmmaker, photographer and artist Vito Roberto Palazzolo (born 1947), Italian businessman