How would you answer an interview or practical scenario involving flaky test management in Test Automation?

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