Scalability and Performance Questions

Focuses on capacity planning, performance tradeoffs, and strategies for handling growth. Topics include the relationship between latency, throughput, consistency, and availability, when to accept eventual consistency, vertical versus horizontal scaling, caching, sharding, load distribution, back pressure and throttling patterns, performance testing and benchmarking, capacity forecasting, and triggers for scaling decisions. Candidates should be able to identify bottlenecks, justify tradeoffs between cost and performance, and recommend mitigation approaches for common performance problems.