Shopify A/B Testing Framework

A rigorous A/B testing methodology for Shopify merchants to systematically improve conversion rates. This skill generates a prioritized testing roadmap, hypothesis templates, sample size calculators, and statistical significance guidelines for ongoing CRO experiments.

Usage

AB testing plan: <store niche or URL>
split testing strategy: <conversion problem>
shopify testing framework: <store type>
what to AB test: <store URL>

What You Get

1. Testing Prioritization Matrix — ICE scoring to rank tests by impact and effort
2. Hypothesis Templates — Structured test hypothesis with expected outcomes
3. Element Testing Roadmap — Headlines, CTAs, images, layout, pricing display
4. Sample Size & Duration — How long to run tests for statistical validity
5. Tool Stack Recommendations — Native and third-party A/B testing tools for Shopify
6. Results Analysis Framework — How to interpret data and avoid common pitfalls
7. Iterative Testing Calendar — 12-week rolling test schedule and documentation