In many geometric problems the curvature tensor of a Riemannian manifold has large nullity. We show that, under certain regularity assumptions, a Riemannian manifold with almost maximal nullity is isometric to an n-dimensional graph manifold. As a consequence we show that Nomizu's conjecture holds for finite volume manifolds. This is joint work with Luis Florit.