How would you answer an interview or practical scenario involving denormalization in Data Modeling?

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