Scurlock is a surname. Notable people with the surname include:
Addison N. Scurlock (1883–1964), American photographerDoc Scurlock (1850–1929), American old west figure; part of Lincoln County WarEddy C. Scurlock (1905–1988), American oil tycoon and entrepreneurJames Scurlock (born 1971), American documentary filmmakerKliph Scurlock (born 1973), American musicianMary Steele, née Scurlock (1678–1718), Welsh wife of Irishman Sir Richard SteeleMial Scurlock (1809–1836), a defender in the Battle of the AlamoMike Scurlock (born 1972), American football playerOvie Scurlock (born 1918), American jockey in Thoroughbred horse racing