Introduction Managing cloud spend is a persistent challenge for engineering organizations. A single misconfigured autoscaling policy, forgotten test environment, or unexpected traffic pattern can result in thousands of dollars in unplanned expenses. Checking AWS Cost Explorer manually or waiting for monthly billing statements means we often discover cost spikes days