Building data products often stalls due to unclear business requirements, manual transformations, and governance gaps. Finance teams wrestle with inconsistent metrics, customer data remains siloed, and operational dashboards fail to provide real-time visibility. Without a modern architecture, data products become brittle, costly, and slow to deliver.