Fineberg is a surname. Notable people with the surname include:
Harvey V. Fineberg (born 1945), American physician Joseph Fineberg (1886–1957), Polish translator Joshua Fineberg (born 1969), American composer Larry Fineberg (born 1945), Canadian playwright Richard A. Fineberg, American investigative journalist