Käyhkö is a Finnish surname. Notable people with the surname include:
Karri Käyhkö (1937–2020), Finnish swimmer Kauko Käyhkö (1916–1983), Finnish musician and entertainer Tauno Käyhkö (born 1950), Finnish-Canadian ski jumper Tomas Käyhkö, Finish bowler