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

Gerry McCarville (born 1955/1956), Irish Gaelic footballer who played for Monaghan Janel McCarville (born 1982), American basketball player Krista McCarville (born 1982), Canadian curler Maureen McCarville (born 1958), American politician in Wisconsin Mike McCarville, Canadian curler Paul McCarville (1901–1979), American politician in Iowa See also McCarvill Mac Cearbhaill, a Gaelic Irish clan