In most organizations, data does not start as clean, structured, or reliable. It arrives from multiple systems, in different formats, owned by different teams, and created for different purposes. Over time, this naturally leads to inconsistency. The challenge is not collecting data—it is making it usable across the enterprise. This is exactly