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

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