Adding category links aimed to improve navigation and boost engagement. Discover how this change impacted key metrics.
Category Links on Collection Pages


If we add category links to collection pages, then conversions will increase because users can explore related collections more easily.
What We Changed
- Added links to all main categories on main category pages.
- Added links to relevant subcategories on subcategory pages.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Add-to-cart rate change
Add-to-cart rate change
Click-through rate change
Key Learnings
- Mobile performance declined, affecting overall revenue negatively.
- Desktop users benefited more, with increased add-to-cart and conversion rates, however the sample size was really small.
- All the signs pointed to this change causing more UI confusion and making shopping harder. The test ended before significance was reached, and we've declared it as "loss prevented", so this change will not be rolled out.
Detailed results breakdown
Add-to-cart rate change
+6.0%
Average order value
-9.9%
Click-through rate change
+1.7%
Lift in conversion rate
-0.4%
Change in revenue per visitor
-9.5%
Start with 3 experiments.
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Who qualifies?
30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
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Investing in paid traffic.
We work with stores committed to growth, not hobbyists.
Ready to invest in systematic CRO.
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The best proof is results. Three real experiments show you exactly how we work and whether it drives revenue for your specific store. You keep everything - no strings attached.
Our bet
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Other experiments we've run

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+1.8% Clickthrough rate

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"Hand-Printed & Made with American Jobs" Badge
"Hand-Printed & Made with American Jobs" badge was added to product pages to highlight craftsmanship. Learn how this impacted customer engagement.
-2.4% Conversion rate

Search & Navigation
Enhanced search results with clickable categories increase user engagement and conversions
We revamped the search feature to boost product relevance and category discovery. Discover how these changes drove significant improvements in key metrics.
+1.2% Clickthrough rate