Introduction Capacity planning and trend analysis are critical disciplines for organizations running production workloads in the cloud. Unlike traditional on-premises environments, cloud infrastructure introduces elasticity, usage-based pricing, and a vast array of instance types that can significantly influence performance and cost outcomes. When deploying Windows Server workloads on Amazon Elastic Compute Cloud (EC2), understanding how