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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 Watch more Serverless Expeditions → https://goo.gle/ServerlessExpeditions 🔔 Subscribe to Google Cloud Tech → https://goo.gle/GoogleCloudTech #Serverless #GoogleCloud Speakers: Martin Omander, Ana Esqueda Products Mentioned: BigQuery, Cloud Run, Agent Development Kit, Gemini