Capacity planning empowers fullstack developers to balance performance and cost in the cloud by analyzing workload patterns, utilization, scalability needs, and budgets; it curbs resource sprawl and last-minute scaling risks via right-sizing, reserved capacity, auto-scaling/load balancing, containers/serverless, and continuous monitoring, illustrated by an e-commerce spike-season workflow.