Scurlock is a surname. Notable people with the surname include:
Addison N. Scurlock (1883–1964), American photographer
Doc Scurlock (1850–1929), American old west figure; part of Lincoln County War
Eddy C. Scurlock (1905–1988), American oil tycoon and entrepreneur
James Scurlock (born 1971), American documentary filmmaker
Kliph Scurlock (born 1973), American musician
Mary Steele, née Scurlock (1678–1718), Welsh wife of Irishman Sir Richard Steele
Mial Scurlock (1809–1836), a defender in the Battle of the Alamo
Mike Scurlock (born 1972), American football player
Ovie Scurlock (born 1918), American jockey in Thoroughbred horse racing
