Source unification + ETL
Data pulls automatically from wherever it already lives: Stripe for revenue, Google Analytics for traffic, a CRM for pipeline, and any other API-accessible tool, all into one warehouse,
On a schedule, without anyone manually exporting a CSV again. The ETL layer handles the translation work: different tools use different field names and different definitions for similar concepts, and that gets normalized once, centrally, instead of being re-interpreted by whoever happens to be building this month's report. Because this runs on a schedule rather than a manual trigger, the dashboard is never more than a few hours stale, which is the difference between a report that describes last month and a dashboard that describes right now. For a business running on four or five disconnected tools, this single step usually eliminates the majority of the manual reporting workload.
