"Engineered an automated data-cleansing framework to audit, normalize, and restructure high-error transactional records. By resolving systemic data anomaliesāincluding string irregularities, duplicate entity entries, schema mismatches, and null variancesāthis pipeline elevated raw, unreliable logs into clean, decision-ready assets primed for business intelligence modeling."