Scalability and capacity planning for modern systems

Build traffic models from historical data and simulate growth scenarios. Identify bottlenecks early and design for graceful degradation.

Plan scaling tests and validate horizontal scaling behaviour under realistic conditions.

Balance performance with cost: sometimes slightly lower SLOs are more economical and acceptable to customers.

Use autoscaling with sensible cooldowns and safeguard minimum capacity for stability.