Google Cloud Tech's demo shows how to wire an ADK-powered agent directly to BigQuery and ship it on Cloud Run in minutes. The real value isn't the flashy chat interface—it's the serverless path from schema to grounded answers without managing GPUs or custom APIs. ROI shows up fast for analytics teams tired of RAG boilerplate, though production queries will still need cost guards and eval loops. Worth cloning if your data lives in BigQuery already. Have you shipped an agent on Cloud Run yet, or did latency kill the idea? Full video link https://youtu.be/o3aE4tw3vrI