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Decision Guide

Best A/B Testing Tool for Shopify Plus Checkout

Updated December 2026
12 min read
TL;DR

For Shopify Plus checkout testing: Use ExperimentHQ with checkout.liquid scripts or checkout extensibility. Test trust badges, express checkout placement, and shipping options first (low risk). Avoid testing payment flows or required fields without extensive QA. Always track revenue, not just conversion rate.

Shopify Plus Checkout: What You Can Test

Shopify Plus gives you access to:

  • checkout.liquid — Full HTML/CSS/JS control (legacy, being deprecated)
  • Checkout extensibility — UI extensions, app blocks (new standard)
  • Scripts — Discount logic, shipping rules
  • Checkout branding — Colors, typography, layout

⚠️ Critical: Never break the payment flow. Test visual/UX changes, not core functionality.

Tool Comparison

ToolPriceCheckout SupportRevenue TrackingVerdict
ExperimentHQ$29/moBest Value
VWO$10,000+/yrEnterprise
Convert$699/moMid-market

Checkout Tests by Risk Level

TestRiskImpact
Trust badges placementLowMedium
Express checkout prominenceLowHigh
Shipping options orderLowMedium
Field labels and help textLowLow
Payment method orderMediumMedium
Guest vs account creationHighHigh

Our Recommendation

For Shopify Plus checkout: ExperimentHQ with checkout.liquid or extensibility integration. $29/month with automatic revenue tracking.

Start with low-risk tests: Trust badges, express checkout prominence, shipping options. Avoid payment flow changes.

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