Piccioli is an Italian surname. Notable people with the surname include:
Fernandino Maria Piccioli (1821–1900), Italian entomologist Gianfranco Piccioli (1944–2022), Italian film director, producer and screenwriter Luigi Piccioli (1812–1862), Italian musician and singer Pierpaolo Piccioli (born 1967), Italian fashion designer