Personalizing product pages for returning visitors aimed to boost conversion rates. Discover the impact on user engagement and sales.
Personalized PDP Layout for Returning Visitors
Goal
Conversion rate
Result
-2.8% Conversion rate
Category
Product Page (PDP)
Outcome
Inconclusive
Before
After
IF we tailor PDP content based on whether a user is new or returning THEN the PDP conversion rate for both segments will increase, BECAUSE new users will get the information needed to build confidence, while returning users will see a faster, sales-driven path to purchase.
What We Changed
- Returning visitors experienced a streamlined layout with stronger CTAs.
- Reduced distractions for returning visitors to enhance conversion focus.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
+9.7%
Change in amount of clicks
+8.2%
Click-through rate change
+2.3%
Lift in conversions
Key Learnings
- Personalizing content increased user engagement, as seen in CTR improvements.
- New visitors benefited from detailed information, reducing bounce rates.
- The simplified layout for returning visitors did not significantly boost conversions.
- A tailored approach can improve engagement but may need further refinement for conversion.
Detailed results breakdown
Add-to-cart rate change
-10.7%
Average order value
-3.7%
Click-through rate change
+8.2%
Lift in conversion rate
+1.0%
Change in revenue per visitor
-5.0%
Free Trial
Start with 3 experiments.
Zero cost.
Get a taste of our service. We'll analyze your store, pinpoint low-hanging fruit, design, implement and test solutions to lift your conversion rate in 30 days.
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.
Limited spots
We take only 4 free trials monthly to maintain quality. Each trial gets our full attention and expertise. If you qualify, secure your spot before this month fills up.
Other experiments we've run
Product Page (PDP)
Simplified Text Input Flow Boosts PDP Conversion and User Clarity
We simplified the text input process on the product pages. Learn how this change impacted user engagement and sales.
-3.1% Revenue per visitor (RPV)
Homepage
Relocating 'Shop by Category' Below the Hero to Boost Visibility and User Engagement
The "Shop by Category" section was moved beneath the homepage hero to boost visibility and early engagement. Discover the impact on user behavior and conversions.
-0.1% Clickthrough rate
Collection Page (PLP)
Enhanced Product Cards
Discover how redesigning product cards impacted user engagement and conversion rates. Learn about the changes and key insights from the test.
-1.0% Conversion rate