Pierlot is a French surname. Notable people with the surname include:
Hubert Pierlot (1883–1963), Belgian Prime Minister between 1939 and 1945 Francis Pierlot (1875–1955), American film actor Philippe Pierlot (born 1958), Belgian viol player and conductor Pierre Pierlot (1921–2007), French classical oboist