Let S be a smooth irreducible curve defined over a number field k and consider an abelian scheme scriptA over S and a curve scriptC inside scriptA, both defined over k. In previous works, we proved that, when scriptA is a fibred product of elliptic schemes, if scriptC is not contained in a proper subgroup scheme of scriptA, then it contains at most finitely many points that belong to a flat subgroup scheme of codimension at least 2. In this article, we continue our investigation and settle the crucial case of powers of simple abelian schemes of relative dimension g⩾2. This, combined with the above‐mentioned result and work by Habegger and Pila, gives the statement for general abelian schemes which has applications in the study of solvability of almost‐Pell equations in polynomials.