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Sources & notes

Shopify recommends short post-purchase surveys about discovery and buying influences, with different questions for new and returning customers. Fillo writes the questions, options, and routing.

After checkout, as an optional survey. Supply known purchase status instead of asking again when possible.

Separate first-time and returning customers. Compare remembered influences with acquisition data; an answer does not prove that a channel caused the purchase.