Bocci is an Italian surname. Notable people with the surname include:

Anelio Bocci (born 1953), Italian retired male long-distance runner Beatrice Bocci (born 1970), Italian showgirl, beauty pageant winner and television presenter Cesare Bocci (born 1957), Italian actor Eraldo Bocci (born 1942), Italian retired racing cyclist Gildo Bocci (1886–1964), Italian film actor Marco Bocci (pseudonym of Marco Bocciolini; born 1978), Italian actor

See also Bocci, Canadian design and manufacturing company Bocchi