Real-world arbitrage often involves a limited number of large financial intermediaries (e.g. dealers, hedge funds) with … price impact. I study a multi-period model of imperfectly competitive arbitrage, in which supply shocks generate price di …-varying. The model also off ers new testable predictions, in particular that the market structure is a driver of arbitrage speed …