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Why we picked it 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.
