When building scalable test automation frameworks , how you create and manage objects (pages, services, helpers) matters as much as the tests themselves. Two commonly used patterns are the Fixture Approach and the Lazy Approach . Each has its own strengths — and choosing the right one can significantly impact performance, readability, and maintainability.