In 1998, Klompe was selected for the Netherlands national under-21 team, making his first appearance on 18 February against Portugal. He was subsequently part of the Netherlands squad at the final stages of the 1998 UEFA European Under-21 Championship in Romania, appearing in one match as the team finished in fourth place.