In August 1979, Kaneko was selected the Japan U-20 national team for 1979 World Youth Championship. On July 25, 1986, he debuted for the Japan national team against Syria. He also played at 1986 Asian Games. In 1987, he was selected Japan for 1988 Summer Olympics qualification. He played 7 games and scored 1 goal for Japan until 1987.