How would you answer an interview or practical scenario involving static analysis in Code Quality?

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