In this paper, we show that a certain rigidity condition (∑-flatness) for open nonnegatively curved manifolds M is preserved by Riemannian submersions. The result can be applied to quotients of M by groups of isometries. ∑-flat metrics are also used to derive a splitting theorem for distance tubes of maximal volume growth.