Scope before conclusions
Record account, currency, date range, attribution settings, and Shopify comparison period before judging performance.
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Audit the evidence in the same order Metrico investigates paid growth: confirm scope first, then delivery, commerce impact, product mapping, creative patterns, and operational constraints.
Record account, currency, date range, attribution settings, and Shopify comparison period before judging performance.
Keep Meta-attributed outcomes separate from Shopify orders and revenue instead of forcing them to reconcile into one number.
Review which Shopify products the spend is actually promoting, their economics, and whether inventory can support more demand.
Write these down before opening campaign tables.
Identify concentration, deterioration, and unsupported conclusions.
Bring the store back into the decision.
Turn the audit into a small action list.