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How to A/B test on Shopify

To A/B test on Shopify, use a testing app that splits visitors between two versions of a page or theme, change one thing at a time, and run the test until you have enough orders for a reliable result. With low traffic, focus on best-practice improvements instead.

By Abdullah Ashraf, Shopify expert · Last updated: October 2026

Quick summary

  • Change one thing at a time.
  • You need enough traffic and orders.
  • Measure sales, not just clicks.

What to test

  • Product page layout
  • Headlines and images
  • Free delivery thresholds
  • Offers and bundles

How long

Run tests for at least two weeks, covering weekdays and weekends, until results are clear.

Low traffic

Below a few thousand visitors a month, tests rarely reach clear results. Make best-practice changes and watch trends.

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