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.
7
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7/8 lessons
Author
Ranfeng WeiLast reviewed
2026-07-27
Review scope
Reviewed against Shopify, Google Search, ads, analytics, and ecommerce operating workflows.
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Progress
7/8 lessons
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Shopify Behavior Analysis: Heatmaps, Recordings, and Feedback
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Shopify Monthly CRO Review: Experiment Roadmap and Profit
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A systematic cross-border ecommerce knowledge system8lessons
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