Coville is a surname. Notable people with the surname include:
Arthur Coville (born 1997), French rugby union player Bruce Coville (born 1950), American author of young-adult fiction Christopher Coville (born 1945), British retired senior Royal Air Force commander Frederick Vernon Coville (1867–1937), American botanist Marion E. Coville (1870–1960), American educator, writer, activist, and philanthropist Thomas Coville (born 1968), French yacht racer