Introduction: The Imperative of a Scalable Data Engineering Framework In the era of data-driven decision-making, a robust and scalable data engineering framework is no longer a luxury but a necessity. Organizations across industries are grappling with ever-increasing volumes, velocities, and varieties of data. This article provides a comprehensive guide for data engineers, data architects, and