In one aspect, a system for dynamically recycling a pool of Docker containers is disclosed. The system includes a processor; a memory; and one or more modules stored in the memory and executable by a processor to perform operations. The operations include operations to manage for multiple accounts, monitored data received from agents installed at machines connected over a network, wherein the managed monitored data are associated with applications running over the machines for the multiple accounts; generate a model to estimates a Docker container pool capacity that can service the multiple accounts; receive performance alert action requests associated with the managed monitored data for at least a subset of the multiple accounts; based on the model, dynamically allocate a number of Docker containers in the pool that satisfies the estimated capacity; and update the model by performing simulations that uses additional data of Docker container usage.