We’ll take a hands-on look at using DuckLake behind dbt: how inserts land, how to time travel your data, and how to see what changed between runs. I’ll show some handy dbt macros plus a few tricks for skipping a heavy metrics layer and leaning on AI to suggest columns and comments instead.