Bazoer has represented the Netherlands at various youth levels. He participated in the 2012 UEFA European Under-17 Championship, helping to contribute to the Netherlands' second consecutive continental title in that age group by defeating Germany 5–4 on penalties in the final, after extra time following a 1–1 deadlock.