Amazon CloudWatch is a monitoring service that provides data for Amazon Web Services (AWS) infrastructure resources. The data from resources running on the AWS EC2 platform can be collected and tracked in real time, allowing Federator.ai to monitor these 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,  freeing up administrators and enhancing cost-effectiveness and performance in IT operations.