Magicbean Research
Original data on Shopify apps. We analyze app store reviews, pricing, and real merchant data so you can choose apps based on evidence, instead marketing claims.
Latest studies
What Shopify App Store Reviews Reveal About Loyalty Apps
We coded 3,564 merchant reviews across 25 loyalty apps to find the most common complaints, what merchants praise, and the feature gaps.
Published October 2026
Shopify Loyalty App Reviews Study 2026: Results by App
App-by-app results for all 25 loyalty apps, covering ratings, top complaints, and strengths.
Published October 2026
How we research
Every study uses public data, a documented method, and a downloadable dataset where possible. You’re free to cite our findings with a link back.