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Gameiro represented France at the Under-18, Under-20, and Under-21 youth international levels. He made his debut for the Under-18 team in 2004 and went on to score 10 goals in 16 appearances. He also played for the Under-20 team, scoring 4 goals in 11 appearances, and the Under-21 team, scoring 6 goals in 19 appearances.