When are native cloud cost tools enough?
When the estate is essentially one provider, spend is below roughly half a million a year, and no one is asking for cost per product or cost per customer. Native tools are free and immediate, but they are single-provider by construction: they cannot see the other cloud, the data platform, the Kubernetes pod boundary, the AI provider or the on-premise estate, and they offer no allocation evidence or governed execution. The trigger for replacing them is a second provider, material AI spend, or a chargeback someone has to defend.