Join Fanout and Symmetric Aggregates: Why Your Looker Numbers Do Not Reconcile
September 9, 2026 · Vistelio
A practical tutorial on join fanout in Looker: how one_to_many joins inflate measures, how symmetric aggregates protect you, exactly where that protection stops, and how to design explores, primary keys, and data tests so your totals reconcile.
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