Best Shopify analytics apps in 2026
Compare Shopify analytics apps for reports, LTV, profit, attribution, dashboards, exports, and cleaner data layers.
Quick answer
Start with Mipler, Report Pundit, Report Toaster, or Better Reports if the problem is custom reporting. Choose True Profit when contribution margin and profit are the main issue. Choose Peel for retention, cohorts, LTV, and subscription analytics. Polar and Triple Whale are better for larger brands with paid media, attribution, and multiple data sources. Littledata is not a reporting app first; choose it when tracking quality and GA4 data layer accuracy are the problem.
If you only need a shortlist:
- Best overall starting point: Mipler - Advanced Reports
- Best alternative to compare: Report Pundit: Custom Reports
- Best specialist option: BR - Better Reports
Quick comparison
Research checked in June 2026. Shopify App Store listings can change, so verify current pricing, plan limits, and trial terms before installing.
| App | Best for | App Store pricing note | What to check |
|---|---|---|---|
| Mipler - Advanced Reports | custom reports, dashboards, and exports | Free plan; paid from $19.99/month with 7-day trial | Built for Shopify; strong for sales, inventory, payouts, metafields, and Google Sheets |
| Report Pundit: Custom Reports | Shopify data extracts and special reports | Free plan; paid from $9/month with 14-day trial | 150+ prebuilt reports, calculated fields, and many app integrations |
| BR - Better Reports | premium reports and deeper data analysis | From $19.90/month with 14-day trial | Good when report quality and custom fields matter more than the lowest price |
| Report Toaster: Custom Reports | real-time reports, scheduling, and multi-store | Free plan; paid from $18/month, trial on higher plans | Built for Shopify; AI report builder, live links, and delivery by email, SMS, or Slack |
| TP: True Profit Analytics | net profit, COGS, P&L, and LTV | From $35/month with 14-day trial | Good for margins, but profit data depends on correct cost inputs |
| Peel: Retention Analytics | LTV, cohorts, churn, and subscriptions | Free for Smartrr users; otherwise from $199/month with 7-day trial | Focused on retention, not general Shopify reporting |
| Polar: AI-Analytics Platform | multichannel BI, LTV, profit, and attribution | GMV-based pricing, often from around $300/month; external charges may apply | Relevant for brands with many data sources and GMV-based pricing |
| Triple Whale | ecommerce intelligence, attribution, and AI agents | From $149/month; no permanent free plan, external charges may apply | Strongest when paid media, pixel data, and measurement are central |
| Littledata - The Data Layer | server-side tracking and GA4/ads data quality | Free to install; order-based Flex plan and 30-day trial | Best when the data layer is the problem, not the report layout |
How we evaluated these apps
This comparison uses Shopify App Store category pages and the individual app listings as the primary sources. Vendor pages can still be useful for enterprise details, but the App Store listing is the clearest common baseline for Shopify merchants.
The main criteria were:
- Custom report flexibility
- Profit and COGS support
- Cohorts and LTV
- Attribution and paid media
- Data exports
- Multi-store or multi-channel fit
- Data layer quality
How to choose the right app
Define the decision you need analytics to improve. A merchandising team needs inventory and product reports. A finance team needs margin and payout confidence. A growth team needs attribution, LTV, and cohort views. The best app is the one your team will trust and use every week.
Avoid choosing from rating alone. A high-rating app can still be wrong if the plan limits, workflow, data model, or support model do not match your store.
Mipler - Advanced Reports
Mipler - Advanced Reports is a strong fit for custom reports, dashboards, and exports. Built for Shopify; strong for sales, inventory, payouts, metafields, and Google Sheets
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
Report Pundit: Custom Reports
Report Pundit: Custom Reports is a strong fit for Shopify data extracts and special reports. 150+ prebuilt reports, calculated fields, and many app integrations
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
BR - Better Reports
BR - Better Reports is a strong fit for premium reports and deeper data analysis. Good when report quality and custom fields matter more than the lowest price
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
Report Toaster: Custom Reports
Report Toaster: Custom Reports is a strong fit for real-time reports, scheduling, and multi-store. Built for Shopify; AI report builder, live links, and delivery by email, SMS, or Slack
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
TP: True Profit Analytics
TP: True Profit Analytics is a strong fit for net profit, COGS, P&L, and LTV. Good for margins, but profit data depends on correct cost inputs
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
Peel: Retention Analytics
Peel: Retention Analytics is a strong fit for LTV, cohorts, churn, and subscriptions. Focused on retention, not general Shopify reporting
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
Polar: AI-Analytics Platform
Polar: AI-Analytics Platform is a strong fit for multichannel BI, LTV, profit, and attribution. Relevant for brands with many data sources and GMV-based pricing
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
Triple Whale
Triple Whale is a strong fit for ecommerce intelligence, attribution, and AI agents. Strongest when paid media, pixel data, and measurement are central
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
Littledata - The Data Layer
Littledata - The Data Layer is a strong fit for server-side tracking and GA4/ads data quality. Best when the data layer is the problem, not the report layout
Use it when that specific workflow is more important than simply choosing the cheapest app. Before installing, check the current Shopify App Store plan details, test the feature with real store data, and confirm what happens with refunds, edge cases, limits, and support ownership.
FAQ
Which Shopify analytics apps should most stores try first?
Start with Mipler - Advanced Reports if its main use case matches your store. It is the first app in this comparison because it covers the broadest practical need for the category, but Report Pundit: Custom Reports may be a better fit if your workflow is closer to its strengths.
Is a free plan enough?
Sometimes. Free plans are useful for testing setup, UI, and basic workflows, but the limits usually appear around volume, automation, branding, integrations, or advanced controls. Always compare the plan at your real order volume and team size.
Can I use more than one app in this category?
You can, but avoid overlapping responsibilities. Two apps trying to control the same storefront widget, customer message, tracking script, or operational workflow can create duplicate work and hard-to-debug errors.
What should I test before launch?
Test the app on real products, orders, customers, themes, and edge cases. Check mobile layout, speed, notifications, permissions, data sync, uninstall behavior, and who on the team owns the workflow after launch.
How often should I re-check the app choice?
Review the setup whenever order volume, markets, team size, theme, fulfillment process, or paid media mix changes. Also re-check pricing and plan limits before major sales periods.
Sources
Research checked in June 2026. Shopify App Store listings can change, so verify current pricing, plan limits, and trial terms before installing.