A comprehensive guide for MLOps and Data teams on deploying Vertex AI Workbench using Terraform to minimize manual operations and reduce costs associated with cloud resource management. It highlights the advantages of using Terraform for standardized and reproducible configurations, addressing common issues when relying on UI for instance creation. The article includes a maturity model for notebook management and a practical Terraform module example for implementation.