The book Flash Boys deals with this. It's a long time since I read it, but IIRC brokers need to split large orders and route them to different exchanges to get the best price (which is required under 'best-effort execution'). These orders will hit the exchanges at different times giving enough time for HFT to observe them at one exchange and front-run them at the other.