For Lightdash alternatives, recreate one dashboard from its underlying modeled data. Compare dimensions, metrics, filters, permissions, and drill-down to source records. Change a model definition and check how reports update; then export charts and investigate cache or timezone effects. A visual match is not evidence that the business metric means the same thing.