Personalized PDP Layout for Returning Visitors

Discover how personalized product pages for new and returning users improved engagement.

Metric

Conversion rate

Lift change

-2.8%

Personalized PDP Layout for Returning Visitors – Control screenshot

Control

Personalized PDP Layout for Returning Visitors – Variation screenshot

Variation

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.

Detailed breakdown

Conversion Rate

+1.0%

Click-Through Rate

+8.2%

Bounce Rate

-12.2%

Add-to-Cart Rate

-10.7%

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.