Google Cloud operations suite (formerly Stackdriver) is a platform for monitoring, troubleshooting, and improving application performance in the Google Cloud environment. The data from resources running on Google Cloud 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.