Talk to your data: Build AI agents to query databases & analyze video (Google ADK)

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Try out the Agent Development Kit (ADK) → https://goo.gle/4u2dltM



Look, we’re all a little tired of "cute" AI chatbots that don't actually do anything. In this video, Ana Esqueda shows Martin Omander how to build a tool that provides real business value using the Agent Development Kit (ADK).



We’re moving beyond the sandbox to build a Marketing Optimizer Agent that democratizes data access. Instead of writing SQL, you can just "talk" to your database to pull performance metrics or use Gemini’s multi-modal capabilities to analyze the narrative of a YouTube video.



The Tech Stack:

1️⃣ Logic: Built with the ADK and deployed to agent engine.

2️⃣ Backend: A FastAPI app hosted on Cloud Run.

3️⃣ Data: Direct queries to BigQuery and video analysis via Gemini.

It’s a practical look at how to stop building toys and start building tools that combine quantitative data with qualitative insights.



Resources

Multi-tool sample code for ADK → https://goo.gle/46A4Goz

Deploy your agent → https://goo.gle/4u55yLU

BigQuery MCP server: https://goo.gle/3OUDQRQ



Chapters:

0:00 - Intro

1:27 - Marketing optimizer agent

2:07 - Ask questions about your data

3:15 - Analyze what makes videos successful

4:03 - Code walkthrough

5:50 - Tech used

6:20 - App architecture

6:52 - How to build this yourself

7:20 - Takeaways



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Speakers: Martin Omander, Ana Esqueda

Products Mentioned: BigQuery, Cloud Run, Agent Development Kit, Gemini