VMware vCenter is a server management software that provides a centralized platform for controlling vSphere environments for visibility across hybrid clouds. By integration with vCenter, one of the data sources in VM environments, Federator.ai can monitor and track operational metrics and continuously provide machine learning-based workload predictions and resource recommendations for VM clusters. A single installation of Federator.ai enables the management of multiple clusters, both locally and remotely, freeing up administrators and enhancing cost-effectiveness and performance in IT operations.