Decision guides

Choose an A/B testing app by fit.

Start with the changes you need to test, then compare delivery, attribution, decision support, workflow, and total cost.

Compare test surfaces, reporting, workflow, and published entry pricing before choosing a Shopify experimentation app.

Compare Sofcy and ABConvert by test type, workflow, reporting, attribution, and current published pricing.

Compare Shopify experimentation apps by test surface, attribution, reporting, pricing, proof, and operating fit.

Use a practical checklist to evaluate features, data quality, storefront safety, pricing, and team workflow.