Google Cloud advocates for the use of ephemeral clusters due to their quick startup times, eliminating the need for continuously running clusters to avoid lengthy initialization periods. Additionally, leveraging Cloud Storage for persistent data storage is recommended to prevent the necessity of data transfer before shutting down or restarting clusters. This approach aligns with best practices for efficiency and cost-effectiveness. For more details, refer to the Dataproc Best Practices Guide.