3 min read
Mutually exclusive tests: stopping two experiments from contaminating each other
Two experiments on the same funnel produce four combinations and one confused conclusion. Mutual exclusion is how you keep the answer readable.
Everything we have published on Ecommerce CRO: guides, experiments and what we learned along the way.
16 articles
3 min read
Two experiments on the same funnel produce four combinations and one confused conclusion. Mutual exclusion is how you keep the answer readable.
3 min read
Responsive design made one page serve every screen. It didn't make one experiment serve every screen — and most flat results are a mobile win cancelling a desktop loss.
3 min read
A first-time visitor needs to be convinced. A returning one needs to be let through. Showing both the same page is the most common unforced error in CRO.
3 min read
Shipping expectations, payment habits, price sensitivity and trust signals vary by market. Averaging across them is how you get neutral results that hide real effects.
4 min read
No theme edits, no app that slows your storefront, no developer. From hypothesis to live experiment on a real product page, step by step.
2 min read
Show new visitors, returning customers and abandoned carts the right message. Personalize your Shopify store by segment with no code: AI builds the flow, your team ships it.
2 min read
Every app you add to Shopify slows your store and splits your metrics. See how to run A/B tests from a single AI-first integration that adds no extra weight.
2 min read
Each stage of the buyer journey has its own job. Learn how to personalize your home, product page and checkout to lift conversion without hurting the experience.
2 min read
Real urgency and scarcity move indecisive buyers; fake countdowns and invented stock destroy trust. Learn how to use them honestly and measure their true effect.
2 min read
Cart abandonment sits near 70%. Recovery acts on buyers who already showed intent. Here are the email sequences, timing and messaging that rescue the most sales.
2 min read
Mobile drives most of your traffic but converts worse than desktop. Speed, thumb-friendly design and a shorter checkout close that gap.
2 min read
Your product page is where the sale happens. Learn which elements to A/B test first—images, copy, price, reviews and CTA—to convert more buyers.
2 min read
Trust signals lift conversion when they show up exactly where doubt does. Learn which types exist, where to place them, and how to measure their real impact.
2 min read
How many fields to ask for, one step or several, and which trust signals turn purchase intent into an actual sale. Decisions you can validate with experiments.
2 min read
Around 70% of carts are abandoned. Learn the real causes, stage-by-stage fixes and recovery tactics to win back the sales you were quietly losing.
2 min read
Cart abandonment hovers around 70%. These actionable checkout ideas cut friction and turn high-intent shoppers into completed orders and real revenue.