Cluster Policies would help with this not only from a cost management perspective but also standardization of resources across the organization as well simplification for a better user experience. You can find Best Practices on leveraging cluster policies - https://docs.databricks.com/administration-guide/clusters/policies-best-practices.html

You can also use combination of chargeback and usage logs to drive good resource usage behavior across the enterprise