Colville is a surname. Notable people with the surname include:
Alex Colville (1920–2013), Canadian painter
Alexander Colville, 7th Lord Colville of Culross (1717-1770), British admiral
Andrew Colville, London governor of the Hudson's Bay Company
Bob Colville (born 1963), professional footballer
Charles Colville (1770–1843), British military leader during the Peninsular War
Maj.-Gen. Sir Henry Edward Colville (1852–1907), British military leader in Africa
Jock Colville civil servant and diarist
John Colville (disambiguation), the name of various persons
Mac Colville (1916–2003), professional ice hockey player
Mikael Colville-Andersen (born 1968), writer/director
Neil Colville (1914–1987), professional ice hockey player