Membership Tier Distribution

Observation:
This chart shows how users are split between different membership levels like standard and premium.


App Engagement vs. Use Count

Observation:
Users with higher engagement tend to use the service more often. Premium members appear slightly more active, but there’s a broad spread.


Average Basket Size by Gender

Observation:
Both genders show similar median basket sizes, but there are some notable outliers. This gives a good view into spending behavior.


App Access vs. Push Notifications

Observation:
Most users with the app have push notifications enabled, showing a strong overlap in mobile engagement channels.


Reward Points Used vs. Auto-Renewal

Observation:
Users with auto-renewal enabled tend to use reward points more consistently, with less variation. This could indicate deeper engagement or loyalty.