Adding a product category link on product pages increased product discovery and improved certain engagement metrics. Discover the detailed outcomes and insights from this test.
Adding Category Links on Product Pages


If we add a product category link on product pages, then conversions will increase because customers can explore more related products easily.
What We Changed
- Added a link to related product categories on product detail pages.
- Provided a direct path for customers to explore similar products.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Click-through rate change
Change in amount of clicks
Add-to-cart rate change
Key Learnings
- Direct links to related products improved customer engagement.
- Easier navigation led to more clicks and a lower bounce rate.
- While overall conversion rate dipped slightly, product discovery increased.
- Highlighting related products can enhance average order value.
Detailed results breakdown
Add-to-cart rate change
+1.3%
Average order value
+0.4%
Click-through rate change
+8.7%
Lift in conversion rate
-1.1%
Change in revenue per visitor
-0.3%
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.
Our specialty - we don't work with other platforms.
Investing in paid traffic.
We work with stores committed to growth, not hobbyists.
Ready to invest in systematic CRO.
You understand testing takes time - no magic bullets.
Why free?
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
We're confident enough in our process to invest our time upfront. If the tests work, you'll see the value in continuing at $5,950/month. If not, you got free optimization work.
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Other experiments we've run

Product Page (PDP)
Refined Free Shipping Message on PDP
Displaying a dynamic free shipping message on the PDP improved the conversion rate by 7.1%. Check out the full breakdown of this test.
+7.1% Conversion rate

Collection Page (PLP)
Category Links on Collection Pages
Adding category links aimed to improve navigation and boost engagement. Discover how this change impacted key metrics.
-0.4% Conversion rate

Homepage
Adding Customer UGC to Homepage
Adding a user-generated content block to the homepage showcased real customer experiences and improved engagement. Discover how this change impacted key performance metrics.
+2.1% Clickthrough rate