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Snowflake-flavored FinOps engine on DuckDB. Reconciles per-query attribution against billed warehouse credits, surfaces the auto-suspend idle-padding gap (21% of the bill on the demo), and attributes every credit to a team via fair-share allocation per warehouse-hour.