# Q4 - Scalability & Load Balancing ## 1. Architecture See `architecture.png`. --- ## 2. Container Calculation ### Given - Required traffic = **15,000 requests/second** - One container capacity = **500 requests/second** - Safety margin = **30%** ### Effective Capacity Effective capacity per container: 500 × 70% = **350 requests/second** ### Required Containers 15000 ÷ 350 = **42.86** Rounded up: **43 Containers** --- ## 3. Cold Start Strategy To reduce startup latency: - Keep 2–3 warm containers running. - Enable Auto Scaling when CPU > 70%. - Pre-pull Docker images on worker nodes. - Use Readiness and Liveness probes. - Register new containers with the Load Balancer only after passing health checks. --- ## 4. Ghaymah Block Storage Ghaymah Block Storage provides persistent storage for stateful workloads. Examples: - PostgreSQL - MySQL - MongoDB - Redis persistence - User uploaded files Benefits: - Persistent storage after container restart. - High availability. - Supports snapshots and backups. - Suitable for databases and stateful applications.