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Upasana Bhaumik

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Open access 2026

DataFlow AI: A Stacked, Confidence-Aware Framework for Enterprise Data-Integrity Validation and Cross-Dialect SQL Migration on Real Public Datasets

Enterprise data platforms lose substantial value to poor data quality, and database migrations routinely overrun, because integrity validation and query translation are treated as disconnected problems. We present DataFlow AI, a deployment-oriented framework coupling a stacked anomaly-detection ensemble with an audit-g...

Upasana Bhaumik, M. Berlin · 0 citations

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