Abstract: An embodiment of the present invention is directed to dynamic caches that handle a large request load using limited resources. An embodiment of the present invention is directed to exploring forecasting request loads to provide an optimal cache based of historical data. For example, the prediction engine may first forecast the most likely requests for the next day. Then, the timing of those requests may be forecasted. Optimization may be performed on the forecasted request load to provide an appropriate cache based on user priority and/or content size of the payload.