Many brands paid for external tools that inject scripts and skew performance. Shopify's native approach keeps experiments closer to the theme — provided sections are modular and analytics are wired correctly.
What still matters
- Hypothesis documentation and success metrics
- Clean section architecture for variant swaps
- Statistical rigour — not peeking at early winners
- Post-test implementation without fragmenting the codebase
