Monthly Statement Numbers Mismatch: Reconciling Dashboard Snapshots with Live Queries
Short answer: Generate each monthly statement from one immutable, versioned data snapshot; when its numbers differ from a dashboard snapshot or live query, compare the cutoff, filters, timezone, metric definition, and revision before touching the PDF template. That is the result worth optimizing for: repeatable explanations, not accidental visual agreement. The evaluation constraint is equally…
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