The Ultimate Cloud Run Guide: From Zero to Production Demo Walkthrough, Part 4

What I Learned How to Deploy an nginx image How to Deploy from your source code How to Rollback a deployment How to Preview a deployment How to Use the Developer Knowledge MCP server tool How to Use secret manager with Cloud Run How to Connect to an Internal Cloud Run service within a VPC How to Deploy an ADK agent to Cloud Run I worked with Gemini CLI What you'll need A web browser such as Chrome A Google Cloud project with billing enabled Steps: 1 - Introduction 2 - Deploy from Image 3 - Deploy from source 4 - Rollbacks and Preview links 5 - Developer Knowledge MCP server 6 - Using Secret Manager 7 - Connect to a VPC 8 - Deploy an ADK Agent 9 - Clean up https://codelabs.developers.google.co... WSGI HTTP server https://www.fullstackpython.com/wsgi-... Flask=2.0.0 gunicorn=20.0.0 https://flask.palletsprojects.com/en/... https://pypi.org/project/Flask/ https://github.com/benoitc/gunicorn/r... Google Cloud Region Picker https://cloud.withgoogle.com/region-p... Grant the service account the Vertex AI User role https://docs.cloud.google.com/iam/doc... Connect to the Developer Knowledge MCP server https://developers.google.com/knowled... Create and grant roles to service agents https://docs.cloud.google.com/iam/doc... Direct VPC with a VPC network https://docs.cloud.google.com/run/doc... https://cloud.google.com/blog/product... Connect to the Developer Knowledge MCP server https://developers.google.com/knowled... Application Default Credentials (ADC) https://docs.cloud.google.com/docs/au... Valid OIDC identity token https://docs.cloud.google.com/docs/au...