How would you answer an interview scenario involving consistency and availability tradeoffs?
For an interview scenario involving consistency and availability tradeoffs, I would first clarify the business goal, scale, constraints, and the failure or quality attribute the interviewer wants to explore. Distributed systems often trade immediate consistency, availability, latency, and partition tolerance depending on the operation. In this scenario, a social feed can tolerate stale likes but bank transfers cannot. Explain the different consistency choices. For production, classify invariants, use strong consistency where required, tolerate staleness where acceptable, and design reconciliation paths. I would then explain the main alternatives and tradeoffs, identify likely failure modes, and describe how I would validate the solution through testing, observability, security controls, and recovery or rollback planning.