Teams that ship features fast need dashboards that answer questions instantly. The usual pattern is to recalculate answers on every refresh, or to ship all your data to a hosted analytics service and wait for it to ingest. Both approaches have the same problem: the dashboard either waits for the query, or you pay for scale you don’t need most of the time. In either case, answering a question about your product becomes a friction point.