How do I combine data from different systems into one dashboard?

Define common identifiers such as customer, location, order, or date so records from different systems can be matched correctly. Clean and transform the data before it reaches the dashboard, and agree on the calculation for each metric. The dashboard should read from a controlled reporting layer rather than rebuilding logic in every chart.