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
Watch more Serverless Expeditions → https://goo.gle/ServerlessExpeditions
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Speakers: Martin Omander, Ana Esqueda
Products Mentioned: BigQuery, Cloud Run, Agent Development Kit, Gemini
