In this talk, we’ll explore how to build a modern tabular data search system using Spring AI. We’ll walk through the fundamentals of Retrieval-Augmented Generation, project configuration, integrating vector databases, and creating chat interfaces powered by RAG and tool calling. The session will also cover adding text-to-SQL capabilities, enabling LLMs to answer complex questions directly from relational databases.