Systems, and methods are provided for predicting a cache policy based on application input data. Inputs provided to an application and corresponding to a usage pattern of the application can be received. The inputs can be used with a predictive model to determine a cache policy corresponding to a datastore. The cache policy can include output data to be provided via in the datastore and subsequently provided to a computing device in a just-in-time manner. The predictive model can be trained to output the cache policy based on input data received from a usage point, a provider point, or a datastore configuration.