Introduction: The Imperative of a Scalable Data Engineering Framework In today’s data-driven world, organizations are increasingly reliant on their ability to extract valuable insights from vast and diverse datasets. This necessitates a robust and scalable data engineering framework that can efficiently manage the entire data lifecycle, from ingestion to consumption. Building such a framework is