How would you answer an interview or practical scenario involving latency percentiles in Performance Testing?

In an interview or practical scenario involving latency percentiles, clarify scale, constraints, security, reliability, data, and operational requirements. Explain the design, alternatives, tradeoffs, failure handling, testing, and monitoring.