“From Reactive Cleanup to Real-Time Observability: Modernizing Enterprise Data Quality for RAG Pipelines”. Journal of Science Technology and Social Transformation, vol. 2, no. 01, Jan. 2026, pp. 35-44, https://doi.org/10.64235/66rymx81.