Our paper is the first to link bank liquidity performance and core-periphery network structures. We show that core-periphery structures can improve the liquidity performance of banks. We also find that network centrality plays a major role in bank liquidity performance. In particular, central players often display better liquidity performance than peripheral members. Our results are relevant for policy-making and financial regulation.