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Testing Frameworks and Strategy Choice

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Problem

Scenario

You’ve worked in QA roles where you needed to decide how much to automate, which frameworks to use, and how to fit testing into the delivery process without slowing releases.

Question

What testing frameworks and strategies have you used in previous QA roles, and how did you decide when to use UI automation, API testing, manual testing, and CI/CD-based test execution?