Introduction Enterprise data platforms are under unprecedented pressure. As organizations scale analytics, AI, and real-time decision-making, the underlying data pipelines often become the weakest link—fragile, inconsistent, and difficult to govern. This is where medallion architecture has emerged as a foundational design pattern in modern data engineering. Instead of treating data pipelines as linear flows, medallion architecture introduces a layered approach—bronze, silver, and gold—where data progressively