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In application-level DDoS attacks, attackers mimic legitimate client behavior by sending proper-looking requests via bots. The previous DDoS solutions focus on bandwidth flooding attacks, and have encountered significant difficulty in deployment. This paper presents a deployable architecture that counts the application-level DDoS attacks against Web servers by combining overlay and IP anycast. In this architecture, when a protected Web server is under attacks, the traffic to the server will be redirected to an overlay via IP anycast. The overlay nodes provide effective protection to the server by the distributed filter, the distributed traffic control, and also by building a temporary collaborative edge Web cache. We demonstrate that this novel architecture has strong incentives to deploy and is able to be deployed by a single ISP without any modifications to implementation of routers and end host. We then discuss its properties and design challenges.