How do I create hypotheses for my A/B tests?

Identifying Conversion Opportunities in Your Cosmetics Store

Every cosmetics store has a specific bottleneck - the funnel step where the most revenue is lost. Identifying and fixing this bottleneck has more impact than optimizing any other step, because the bottleneck limits everything downstream. Systematic funnel analysis reveals where to invest optimization time and budget for maximum return.

Cosmetics Conversion Funnel Benchmarks

Funnel Diagnosis Process

• Step 1: Pull your current funnel rates from GA4 Funnel Exploration. Compare each step to cosmetics benchmarks above.
• Step 2: The step with the largest drop relative to benchmark is your primary bottleneck. Focus here first.
• Step 3: Use session recordings (Microsoft Clarity) on that specific page type to see what customers are doing before they leave.
• Step 4: Form a specific hypothesis: "Customers are leaving the cart page when they see shipping costs for the first time. If we show shipping costs earlier and add a free shipping threshold bar, cart-to-checkout rate will improve."
• Step 5: Test the hypothesis. Measure the specific step, not overall CVR.

Growth Suite Funnel Data

Growth Suite's Funnel Report provides real-time, unsampled funnel data specifically for the cart and conversion stages where Growth Suite operates. Cart Insights shows granular cart behavior - what products are being added, removed, and abandoned - identifying which specific products have the highest abandonment rates and may need product page optimization, price adjustment, or targeted recovery campaigns. These reports provide the conversion-stage-specific detail that GA4's broader attribution view doesn't isolate as effectively.