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AI’s role in DevSecOps has been shaped by a multi‑year evolution, shifting from fragmented, reactive security practices to today’s intelligent, predictive systems deeply embedded in the CI/CD pipeline.
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Discover why ETL testing needs observability and how QualityKiosk strengthens data reliability across modern, complex data ecosystems.