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Scale Test Automation Framework

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Problem

Scenario

You are evaluating how to improve test automation for a growing engineering organization. The team has some automated coverage already, but the framework is inconsistent across services and releases, making it harder to trust results and move quickly.

Question

What is your experience with test automation frameworks, and how would you approach selecting, standardizing, and scaling one for a team so it improves release confidence without creating excessive maintenance overhead?