Google Cloud Tutorial: Deploy and Scale Production-Grade AI Agents on Cloud Run
leslysandra · x · 2026-08-01
Google Cloud's official blog released updates to its Accelerate AI with Cloud Run tutorial series and roadshow, focusing on moving AI agents from prototype to production.
Using a hands-on 'Coffee Shop Journey' use case, the curriculum covers the full AI agent lifecycle:
- Basics: Deploying a simple web app on Cloud Run to understand platform fundamentals.
- RAG Recommendation Agent: Building a personalized assistant using Google's Agent Development Kit (ADK) and RAG.
- Data Analysis & MCP: Using Gemma 4 and the BigQuery MCP server to analyze data and identify optimal business locations.
- Productivity Assistant: Creating an agent to help store managers with daily operational tasks and scheduling.
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