Karanka only played once for Spain at senior level, on 26 April 1995 against Armenia in Yerevan (2–0 win) for the UEFA Euro 1996 qualifiers. He made 14 appearances for the under-21s and was a member of the team that finished runners-up at the 1996 European Championship in a final lost to Italy.