This paper establishes sufficient conditions that force a graph to contain a bipartite subgraph with a given structural property. In particular, let $β$ be any of the following graph parameters: Hadwiger number, Hajós number, treewidth, pathwidth, and treedepth. In each case, we show that there exists a function $f$ such that every graph $G$ with $β(G)\geq f(k)$ contains a bipartite subgraph $\hat{G}\subseteq G$ with $β(\hat{G})\geq k$.