How would you answer an interview or practical scenario involving capacity testing in Performance Testing?

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