Gillison is a surname. Notable people with the surname include:
Andrew Gillison (1868–1915), Scottish-born Australian Army chaplain James Allan Gillison (1892–1975), British-Australian medical doctor Maura L. Gillison, American oncologist and molecular epidemiologist Samantha Gillison (born 1967), Australian-born American writer