Starting Databricks clusters can incur significant unexpected costs due to data downloads during VM startup, especially when routed through Azure Firewall, leading to charges exceeding €3,000 monthly. Best practices to mitigate these costs include using Private Endpoints, careful monitoring of network traffic, and testing configurations in isolated environments before production deployment.