The Day the Traffic Surged Every machine learning team celebrates the day their AI service goes live. Your model is serving predictions, your FastAPI endpoints respond in milliseconds, and your Amazon EKS cluster runs quietly in the background. Then comes the real-world test. A marketing campaign launches, a major enterprise customer integrates your API, or a downstream batch processing job fires at midnight. Within minutes, request traffic spikes from 10 requests per s