Exemplary embodiments may employ techniques for dynamically dispatching requests to resources operating in a distributed computing environment, such as a computing cloud, according to one or more policies. Embodiments may further dynamically adjust resources in the computing environment using predictive models that use current loads as an input. Embodiments may still further maintain a state for a processing environment independent of the type or configuration of a device used to access the environment on behalf of a user.