Start with the highest-leverage, lowest-effort tests: paywall headline copy, CTA button text, pricing display format (monthly vs annual anchoring), and trial length. These elements directly impact conversion and can be tested without engineering changes if you use a remote config tool like Botsi. Save complex tests (onboarding flow redesigns, feature changes) for later.
Set a goal of running N tests per month (start with 2). Create a simple experiment tracking doc with hypothesis, metric, sample size, and results. Celebrate learning, not just wins — a test that shows no difference is still valuable. Make experimentation part of your sprint planning, not an afterthought. Over time, testing becomes a habit that compounds.
For a typical paywall A/B test detecting a 10-15% relative improvement with 95% confidence, you need roughly 2,000-5,000 users per variant. Apps with lower traffic can test bigger changes (which require smaller samples to detect) or use Bayesian methods for faster decision-making. Even apps with 1,000 monthly paywall views can run meaningful tests on high-impact changes.
The rules — often enforced by Apple or Google — that determine whether a user qualifies for specific offers such as introductory pricing or free trials. These are typically based on the user’s subscription history within a subscription group or platform account.
The process of collecting a user’s email address during or before account creation. Email capture enables lifecycle communication across channels like onboarding emails, upgrade prompts, and win-back campaigns — and is particularly important when a user does not convert immediately.
A metric that measures how frequently and deeply users interact with your app over time — including actions like sessions, feature use, and content consumption. Higher engagement is typically correlated with improved retention, trial conversion, and LTV.
The specific features, content, or access levels a user is granted based on their subscription status. Entitlements are typically managed through server-side systems like StoreKit, or Botsi, and are essential for maintaining access across platforms and devices.
Trackable in-app user actions such as app open, paywall view, subscription start, cancellation, or feature use. Events are the building blocks of behavioral analytics and are helpful for measuring funnel performance, targeting lifecycle messaging, and powering experimentation.
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