Data Integrity and Deplication Alert System

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.

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Publication Details

Journal
International Journal of Research and Development in Engineering Sciences
Published
2025-02-12
DOI
https://doi.org/10.63328/ijrdes-v7ri1p7
Primary Topic
Data Quality and Management
Type
article
Field-Weighted Citation Impact
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article

Data Integrity and Deplication Alert System

Reddy Prasad M, Dilli Babu S
International Journal of Research and Development in Engineering Sciences
Data Quality and Management
article

Data Integrity and Deplication Alert System

Reddy Prasad M, Dilli Babu S
article en

Abstract

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.

International Journal of Research and Development in Engineering SciencesVol. 7(1)
Sri Venkateswara University (IN)
Openalex Percentile: Top 67%
Data Quality and Management
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Data Integrity and Deplication Alert System — Reddy Prasad M, Dilli Babu S · International Journal of Research and Development in Engineering Sciences (2025) | TGRS Research Map | TGRS