Build a BigQuery AI agent with ADK & Cloud Run
In this video, Mazlum Tosun walks Martin Omander through building and deploying an AI data agent. Watch along as the team takes a BigQuery database (the company's data goldmine) and open it for plain English questions, using Agent Development Kit (ADK) and Model Context Protocol (MCP).
- Why do this?*
- Instead of writing endless custom SQL queries or building static dashboards every time a business stakeholder needs an update, this architecture allows non-technical team members to query data using plain natural language. Business teams get instant answers, and developers get out of the dashboard-maintenance loop.
Resource links:
- High-level project summary → https://goo.gle/3TbsDPbj
- Step-by-step blog post → https://goo.gle/4fu9mj9
- Code for this episode → https://goo.gle/4pB24yJ
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Speakers: Martin Omander, Mazlum Tosun
Products Mentioned: BigQuery, Agent Development Kit, Cloud Run