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A Shopify-specific breakdown that acknowledges the real data-quality challenges (multi-channel orders, guest checkout, refunds) that make LTV harder to calculate cleanly than the textbook formula suggests.

Shopify LTV: Formula, Metrics & Challenges (2026)

From sarasanalytics.com by Saras Analytics

  • Shopify's native reporting undercounts true LTV without added tooling.
  • Refunds, RTO and guest checkout all distort a naive LTV calculation.
  • Lists common analytics-tool options for cleaner Shopify LTV tracking.
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Answers How do I calculate customer LTV for my D2C brand - on revenue or on margin? What tools should I use to actually build cohort and LTV dashboards without hiring a data team?
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