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The Right Way to A/B Test Landing Pages on Meta Ads for Ecommerce

Marketing Operators · with null · June 30, 2026 · 64 min

Summary

This episode challenges traditional A/B testing on Meta Ads, revealing how over-testing and fragmented landing pages can hinder performance. It provides actionable strategies for optimizing landing page variations to improve conversion rates, particularly for direct-to-consumer brands. Listeners will learn how to leverage Meta's algorithm effectively and avoid common testing pitfalls that lead to wasted ad spend.

Key takeaways

Themes

paid acquisitionconversion & crodtc strategy

Topics covered

meta ads a/b testinglanding page optimizationconversion rate optimizationmeta algorithmad spend allocationoperational cost of landing pagesproduct launch strategy

Episode description

“It’s not a test. It’s diversity for the Meta algorithm.” Can running more landing pages hurt your ability to make decisions? Connor MacDonald (CMO, Ridge) and Cody Plofker (CEO, Jones Road Beauty) dig into landing page optimization strategy, conversion rate optimization for Meta ads, and when structured testing is the wrong tool entirely. They cover what Jones Road learned from overdeveloping pages and what a disastrous A/B test on a new offer taught Ridge about how Meta allocates spend. They examine the operational cost of landing page sprawl, how to structure a site-wide theme A/B test without introducing too many variables, and whether DTC brands at scale should slow down product launches or double down on them. AG1’s move into creatine opens a broader conversation about the limits of single-SKU subscription businesses along with where product expansion makes sense. Powered By Motion Creative Benchmarks 2026 https://motionapp.com/thumbstop-pulse/creative-benchmarks-2026?utm_campaign=marketing-operators&utm_medium=sponsor&utm_content=creative-benchmarks-2026&utm_source=marketing-operators-podcast Aftersell https://9ops.co/aftersell-mops Haus https://www.haus.io/operators Richpanel https://9ops.co/richpanel Operators Newsletter https://9operators.com/

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Frequently asked about this episode

What does this episode say about paid acquisition?
Focus on diversity for Meta's algorithm rather than strict A/B testing, as over-developing pages can hurt decision-making.
What does this episode say about conversion & cro?
Beware of the operational cost and diminishing returns of excessive landing page variations; prioritize quality over quantity.
What does this episode say about dtc strategy?
Structure site-wide theme A/B tests carefully to avoid introducing too many variables and invalidating results.
What does this episode say about paid acquisition?
Understand that Meta's ad allocation can be unpredictable with new offers, requiring careful monitoring and adaptation rather than rigid A/B test methodologies.
What does this episode say about paid acquisition?
Consider slowing down product launches or reassessing product expansion if it leads to an unmanageable sprawl of landing pages and testing complexity.

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