When it comes to optimizing eCommerce performance, few strategies are as impactful as Conversion Rate Optimization (CRO). Specifically, focusing on CRO testing for Product Detail Pages (PDPs) and Product Listing Pages (PLPs) can deliver measurable improvements in user engagement and sales. These two types of pages are critical touchpoints in the customer journey and often represent the tipping point between browsing and buying. But with endless variables to test, a pressing question arises: What should you test first?
Understanding PDPs and PLPs
Before diving into tests, it’s important to distinguish between PDPs and PLPs and understand their roles within a user’s journey.
- Product Listing Pages (PLPs): These are category or collection pages that feature multiple products. Think of them as the gateway that filters and directs users deeper into the catalog.
- Product Detail Pages (PDPs): These pages provide in-depth information about a specific product—description, images, specs, and purchase options.
CRO testing for these pages aims to reduce friction, increase clarity, and guide users to complete their journey. While both page types serve different purposes, together they play a crucial role in driving conversions.
Where to Start with CRO on PLPs
Testing on PLPs should focus on improving the discoverability, organization, and presentation of product information. Here are the top elements to test first:
1. Filters and Sorting
A well-structured filtering system allows customers to narrow down choices quickly. Experimenting with placement, types of filters (e.g., color, price, ratings), and filter logic can significantly reduce bounce rates.
- Test left-sidebar vs top-bar filter layouts
- Try auto-applying filters vs clicking “Apply”
- Experiment with collapsible vs expanded filter panels
2. Product Card Design
The product tiles on PLPs should convey the right amount of information and visual appeal to inspire clicks. Each component—from product images to price—should be optimized.
- Test number of products shown per row
- Include customer ratings within the card
- Show hover features such as alternate images or quick-add buttons

3. Pagination vs Infinite Scroll
How users access additional product options matters. Infinite scroll can enhance the mobile experience, but it may affect performance and cause decision fatigue. Testing alternatives like “Load More” buttons or classic pagination can impact both usability and sales.
Key CRO Tests on PDPs
If a customer lands on a PDP, they’re closer to considering a purchase. Optimizations here should aim to reinforce the decision-making process and reduce remaining barriers.
1. Product Images
Images are central to the buying experience. Shoppers can’t physically interact with the product, so visuals need to do the heavy lifting. Consider testing:
- Number of images shown
- Zoom functionality and hover magnification
- Videos or 360-degree visuals
2. Call-to-Action (CTA) Buttons
The “Add to Cart” or “Buy Now” button must stand out and encourage action. Testing different button colors, placements, microcopy, and size can make a big difference in conversion rates.

3. Product Descriptions and Trust Signals
Descriptions should address potential concerns, highlight features, and tell a persuasive story. Trust signals such as reviews, badges, and guarantees can help hesitant buyers take the leap.
- Test short vs detailed descriptions
- Include bullet points for specs
- Highlight return/refund policies near CTAs
What to Test First Based on Priorities
Not all tests are created equal. To determine what to test first, consider the following factors:
- Traffic Volume: PLPs generally get more traffic than PDPs, making them ideal for running tests with faster statistical confidence.
- Conversion Impact: PDPs offer higher value per conversion improvement, as they are closer to the point of sale.
- Ease of Implementation: Start with tests that require fewer development resources but have the potential for big wins.
Best practice: Many CRO professionals recommend prioritizing tests on PLPs for initial improvements in engagement, then transitioning to PDPs to solidify purchase decisions.
Combining Quantitative and Qualitative Data
Identifying what to test should be rooted in data, not guesswork. Tools like Google Analytics, Hotjar, and session replay software allow marketers to track issues like:
- High exit rates from product listing pages
- Scroll depth and interaction on PDPs
- CTAs that aren’t being used
Layer this with qualitative feedback such as surveys, chat logs, and user testing to uncover deeper insights—and stronger hypotheses for testing.

Testing Methodology
When conducting CRO tests, always use a disciplined approach:
- Define your goal: E.g., improve PDP add-to-cart rate by 10%.
- Formulate a hypothesis: Adding product reviews near the CTA will increase trust and purchases.
- Test one variable at a time: Avoid testing multiple changes at once unless using multivariate testing.
- Measure results statistically: Ensure your sample size and time frame support statistically significant outcomes.
Conclusion
CRO testing on PDPs and PLPs can unlock hidden potential for online retailers. By starting with high-impact elements such as filters, product cards, images, and CTAs, teams can build momentum quickly and learn what truly motivates their users. A smart strategy combines data, creativity, and consistency—to turn browsers into buyers, one test at a time.
FAQs
- Q: How long should a CRO test run?
A: Tests should run until reaching statistical significance, usually between 2 to 4 weeks depending on site traffic and conversion volume. - Q: Should I test on desktop and mobile separately?
A: Yes, user behavior varies greatly between devices. Segment your audience and run device-specific tests for best results. - Q: What if a test has no clear winner?
A: An inconclusive result is still valuable—it tells you that variable may not be impactful. Use this to refine further tests. - Q: Can small design changes really make a big difference?
A: Absolutely. Even minor adjustments to button color, font size, or layout can lead to measurable improvements in conversions. - Q: How often should I be testing?
A: CRO is continuous. Once one test ends, use the insights to launch another. Ongoing optimization is key to staying competitive.