Kunaparaju, V. 2025. Preventive Data Quality Enforcement at the Source: A Shift-Left Approach for FinTech and HealthTech. International Journal of Emerging Trends in Computer Science and Information Technology. (May 2025), 277–283. DOI:https://doi.org/10.56472/ICCSAIML25-136.