Shopify Mobile App Analytics: What to Measure and Why (2026)

Last updated: May 2026 | Reading time: 8 minutes

A Shopify mobile app generates more commercial data than any other channel. The challenge isn't getting data — it's knowing which metrics drive decisions.

The metrics that matter

Install growth

• Monthly new installs: 200-800/month is healthy for a brand with active marketing in Year 1
• Install source breakdown: email campaign, post-purchase redirect, packaging inserts, paid App Install campaigns, organic App Store search

Push notification performance

• Opt-in rate: 55-70% is achievable with a well-designed permission prompt. Below 45% indicates issues.
• Send-to-open rate benchmarks by type:
  • Transactional (order/shipping): 85-95%
  • Personalised promotional (wishlist price drop, back-in-stock): 28-40%
  • Segmented promotional (new collection to category buyers): 18-25%
  • Broad promotional (full list sale): 12-18%
• Revenue per notification send: recipients × open rate × purchase rate × AOV

App commerce metrics

• App conversion rate: 3-5% benchmark. Compare to mobile web (1.5-2.5%).
• Cart abandonment rate in-app: below 65% is the target
• Average order value in-app: typically 10-25% higher than mobile web

Retention metrics

• Day-30 retention: target 30-45% for a fashion/lifestyle app with active notification programme
• Sessions per active user per month: 4-8 for a brand with weekly notification sends

The one metric most brands miss

Push notification list health — the percentage of opted-in users who have been active in the past 90 days. Sending to a 50% inactive list degrades deliverability for everyone.

Re-engagement campaigns for inactive users (90+ days no open) should run quarterly: one high-value notification ("We've missed you — here's 15% off"), then move non-responders to a low-frequency track.

Published by Talmee, a Manchester-based Shopify mobile app agency. Analytics setup and monthly performance review are included in our managed app service. From £1,999/month, no revenue share. talmee.com