A/B Testing
TL;DR
A/B testing (also called split testing) is a method of comparing two or more variations of a product experience to determine which version performs better...
What is A/B Testing?
Related Terms
Paywall Optimization
Mobile app paywall optimization refers to the process of fine-tuning the design and user experience of an app's paywall to maximize revenue from paid subscriptions or in-app purchases. This involves analyzing user behavior and identifying the most effective paywall placement, messaging, pricing, and incentives.
Paywall A/B Testing
Paywall A/B testing is a research method that involves conducting a randomized controlled experiment to assess the effectiveness of mobile app paywalls.
Conversion Rate (CVR)
Mobile app conversion rate (CR or CVR) is the percentage of users who achieve a specific goal within the app, such as making a purchase, creating an account, subscribing to a service, or completing a survey. Conversion rates are an important metric for mobile app developers and marketers as they indicate the effectiveness of the app in driving user engagement and achieving business goals. A higher conversion rate typically means that the app is successfully guiding users towards the desired action, while a lower conversion rate may indicate that there are issues with the user experience or the app's marketing strategy.
Web Landing Page Optimization
Web landing page optimization is the systematic process of improving the conversion rate of a web page by testing and refining its design, copy, layout, imagery, social proof, pricing presentation, and call-to-action elements. For mobile subscription apps using web funnels, landing page optimization directly impacts the cost-effectiveness of every paid acquisition channel feeding traffic to that page. Key optimization areas include: headline and subheadline testing (communicating the core value proposition in seconds), hero imagery and video (demonstrating the product experience), social proof elements (ratings, testimonials, press mentions, user counts), pricing display format (how plans, discounts, and savings are presented), CTA button design (color, copy, placement, urgency signals), page load speed (every second of delay reduces conversion), mobile responsiveness (the majority of traffic arrives on mobile devices), and trust signals (security badges, money-back guarantees, privacy assurances). Best-in-class subscription app landing pages typically run continuous A/B and multivariate tests, iterating weekly on individual elements while tracking conversion rate, revenue per visitor, and bounce rate as primary metrics.
Funnel Analysis
Funnel analysis is the process of tracking and measuring how users progress through a defined sequence of steps toward a desired outcome, such as installing an app, starting a free trial, or completing a subscription purchase. Each step in the funnel represents a conversion point where some users proceed and others drop off. For mobile subscription apps, common funnel stages include: ad impression → ad click → landing page view → app install or web checkout → onboarding completion → paywall view → trial start → paid conversion. By measuring the conversion rate between each stage, product and growth teams can identify where the largest drop-offs occur and prioritize optimization efforts accordingly. Funnel analysis is essential for both in-app flows (onboarding to paywall to purchase) and web-to-app flows (ad click to landing page to web checkout to app activation). Advanced funnel analysis segments users by acquisition source, geography, device type, or cohort to identify which segments convert best and where each segment encounters friction.
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