The symptom and the cause
Leadership meetings that begin with a debate about which number is right have a data foundation problem, not a visualization problem. Each team has built its own extract, applied its own logic and published its own view.
Define once, use everywhere
A shared semantic layer — agreed definitions for revenue, customer, margin and the rest — removes most of these debates. It also makes AI and self-service analytics far safer, because every consumer draws on the same logic.
Engineer for reliability
Pipelines deserve the same discipline as applications.
- Automated tests on critical transformations.
- Freshness and volume monitoring with clear alerts.
- Lineage so any figure can be traced to its source.
Then build the dashboards
With a trusted foundation in place, dashboards become quick to build and easy to change. The effort moves from reconciling numbers to understanding them.