Modern software testing has shifted from end-of-cycle manual checks to continuous, API-first approaches that handle microservices, distributed systems, and rapid deployment cycles. Teams now rely on shift-left testing in CI/CD pipelines, contract testing to prevent integration failures, and risk-based strategies instead of
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