Goulbourne is a surname. Notable people with the surname include:

Elva Goulbourne (born 1980), Jamaican track and field athlete Tyrell Goulbourne (born 1994), Canadian ice hockey player Stokeley Clevon Goulbourne (born 1996), American rapper and songwriter