# Scalability Calculations ## Requirement Design an architecture capable of handling **15,000 requests per second**. --- ## Container Capacity Each container can handle: - **500 requests/second** --- ## Required Containers Without safety margin: 15000 / 500 = 30 containers --- ## Safety Margin A 30% safety margin is required. 30 × 1.3 = 39 containers --- ## Final Result **39 containers** are required to safely handle the expected traffic. --- # Cold Start Strategy To reduce startup latency for new containers: - Keep 2–3 warm containers ready. - Use lightweight Docker images. - Configure health checks before routing traffic. - Trigger auto-scaling at 70% CPU or 80% memory utilization. --- # Using Ghaymah Block Storage Ghaymah Block Storage is used for stateful workloads where data must persist even if containers are recreated. Typical use cases include: - PostgreSQL - MySQL - MongoDB - Application uploads - Persistent logs - Backup storage Application containers remain stateless, while persistent data is stored on Block Storage.