I keep seeing teams reach for a full data warehouse when all they need is fast, in-process analytics next to their Spring AI code. DuckDB fills that gap better than I expected, and I wrote up the patterns with real Spring Boot samples. If you're wiring analytics into an AI-driven app, this one's worth a look.