Chalapathi Koneni et al. 2025. A CLOUD-NATIVE APPROACH TO STATISTICAL ANOMALY DETECTION AND AUTOMATED DATA QUALITY VALIDATION. International Journal of Data Science and IoT Management System. 4, 4 (Dec. 2025), 533–543. DOI:https://doi.org/10.64751/ijdim.2025.v4.n4.pp533-543.