The disclosed technology relates to cloud computing and, more specifically, to a cloud computing platform that manages cloud infrastructure to provide autonomous management of containers hosting applications. Based on prediction computations, the disclosed technology can scale up a VM or container, scale down a VM or container, shutdown a VM or container, change the location of a container, open a new container, or close a container.