Candidates should demonstrate expertise in framework design, API automation, CI/CD integration, scalable test architecture, asynchronous workflow handling, dynamic data validation, flaky test analysis, parallel execution, and quality ownership across the SDLC. Strong analytical thinking, debugging skills, and the ability to design maintainable, scalable, and production-ready automation solutions are essential.