Data pipelines formulate the foundation for effective business intelligence. A robust pipeline delivers consistent data, streamlined to support data-driven decision-making. Implementing a multi-stage pipeline involves stages such as data ingestion, transformation, cleansing, and loading into a suitable data repository. This ensures data integrity