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Intermediate40 minutesStep 7Pro

Shopify A/B Testing: Priorities, Sample Size, and Stop Rules

Run Shopify CRO through experiment hard rules before A/B testing: low sample is not a formal conclusion, no-peeking means no early stop, MDE / power / baseline CVR must be explainable, and traffic, discount, inventory, payment, speed, and tracking counter-evidence must be cleared before choosing formal A/B, directional validation, qualitative validation, or direct repair.

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7/8 lessons

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2026-07-27

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Reviewed against Shopify, Google Search, ads, analytics, and ecommerce operating workflows.

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