International Journal of Research and Development in Engineering Sciences https://www.ijrdes.com Dillibabu 7 1 (January - February) 2025 02 January-February enData IntegrityDuplication detectionData ValidationAnomaly DetectionAutomated alerts. The key challenges in solving big data units are the integrity and duplication of facts as mistakes and layoffs can easily degrade choice making and operational efficiency This venture applies to the development of sturdy statistics integrity and duplicate caution system which ambitions to discover confirm and alleviate statistics and transmissions throughout exclusive facts assets The procedure integrates records ingestion validation and determination to preserve the individuality of records For established and unstructured information it makes use of a solution primarily based on rules hash primarily based determination and anomaly detection with advanced strategies for efficient processing In addition the mixing of the warning mechanism guarantees instantaneous bulletins of viable troubles that allow on the spot remedies The implementation of audit protocols ensures the traceability and duty in fixing the detected anomalies and their possible resolutions The scalp and flexible system helps integration with exceptional databases Copyright (c) 2026 International Journal of Research and Development in Engineering Sciences. All rights reserved. 2025 All Rights Reserved