Onkar Khadke

End-to-End Data Integrity in Automated Testing Pipelines: A Multi-Stage Validation Framework for CI/CD Environments

Data defects escaping automated pipelines into production systems represent a persistent and costly failure mode in contemporary software engineering practice. Although code-level test automation has matured substantially across unit, integration, and regression testing disciplines, data-layer integrity assurance withi...