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For years, production data has been the default foundation for software testing. Teams copy it, mask it, and reuse it across environments to simulate real-world conditions. While this approach provides realism, it also introduces limitations—privacy risks, slow provisioning, and gaps in test coverage. Modern software delivery has exposed these...