CI CD and Test Framework Architecture Questions

Covers architecture and best practices for continuous integration and continuous delivery pipelines and for test automation frameworks. Topics include pipeline structure, modular pipelines, dependency management, test orchestration, test data management, page object models, test isolation, scalability of pipelines, and design patterns that enable maintainable automated test suites. Candidates should discuss reliability, speed, and how CI CD and test frameworks integrate into the delivery lifecycle.