Pecorini is an Italian surname. Notable people with the surname include:
Caroline Pecorini (born 1959), English–Australian actress, screenwriter and producer Margaret Bucknell Pecorini (1879–1963), American painter Nicola Pecorini (born 1957), Italian cinematographer Simone Pecorini (born 1993), Italian footballer