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Best Shopify Analytics Apps in 2026
Compare Shopify reporting and analytics tools for store performance, customer behavior, and marketing decisions, with guidance on workflow fit.
Category
Analytics
Year
2026
Updated
Updated March 2026
Summary
The apps below were selected from a larger Shopify app dataset and filtered for relevance to analytics.
The ranking favors apps with strong ratings, meaningful review volume, visible install traction, and current growth signals.
Use the picks as a shortlist, then confirm each app's current Shopify listing, plan limits, integrations, and support quality before installing.
Why these apps
Why these apps made the list
This section defines the shortlist logic first so the ranking and recommendations stay tied to the same evaluation lens.
Quality signals
The score combines Bayesian-adjusted rating, review volume, estimated total installs, daily install momentum, and launch freshness.
Practical constraints
The final list limits duplicate developers and favors apps with enough public marketplace evidence to compare fairly.
Ranked apps
Rankings and app notes
The order below is based on Shopify localization fit, maintenance cost, and workflow depth.
#1
Microsoft Clarity: AI Insights
Best overall
Optimize Your Store Conversions with AI-Powered Visual Analytics, Session Recordings and Heatmaps Unlock real-time insights that reveal exactly how visitors...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFree plan available
Strengths
- 977 merchant reviews
- Estimated 19,540 total installs
- Shows current install momentum
- Includes a free plan or free entry point
Watchouts
- Newer app with less long-term operating history
#2
Report Pundit: Custom Reports
Best free plan
Create and analyze UNLIMITED advanced REPORTS & ANALYTICS with seamless integration and automation. Report Pundit is the advanced custom reporting tool for...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFree plan available; paid plans from $9 / month
Strengths
- Strong 4.9-star rating
- 1,800 merchant reviews
- Estimated 36,000 total installs
- Shows current install momentum
Watchouts
- Confirm feature fit and plan limits before installing
#3
TP: True Profit Analytics
Fast-growing
Instantly track your True Profit. Sync costs & report on Net profit, profit & loss, LTV, profit calc TrueProfit is a Net Profit Analytics platform that lives up...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFrom $35 / month $0.3 per extra order. Maximum surcharge $300.
Strengths
- Strong 5.0-star rating
- 740 merchant reviews
- Estimated 14,800 total installs
- Shows current install momentum
Watchouts
- No clearly listed free plan in the dataset
#4
Mipler ‑ Advanced Reports
Best free plan
Build custom sales, financial, inventory, and tax reports. Schedule automated exports. Mipler allows you to analyze your store's performance with ease. Create...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFree plan available; paid plans from $9.99 / month or $95.88/year and save 20%
Strengths
- Strong 5.0-star rating
- 557 merchant reviews
- Estimated 11,140 total installs
- Shows current install momentum
Watchouts
- Confirm feature fit and plan limits before installing
#5
BR ‑ Better Reports
Fast-growing
Powerful reporting & analytics. Explore your data and automate reports. Custom report service. Analyze your sales, payments, inventory, customers, payouts and...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFrom $19.90 / month
Strengths
- Strong 4.9-star rating
- 1,123 merchant reviews
- Estimated 22,460 total installs
- Shows current install momentum
Watchouts
- No clearly listed free plan in the dataset
#6
Lifetimely Profit Analytics
Best free plan
Track Profit & Loss with custom reports & analytics, customer cohort reporting to CAC and LTV. Lifetimely gives brands true profit, LTV & customer insights with...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFrom Free to install
Strengths
- Strong 4.8-star rating
- 463 merchant reviews
- Estimated 9,260 total installs
- Shows current install momentum
Watchouts
- Confirm feature fit and plan limits before installing
#7
Report Toaster: Custom Reports
Best free plan
Advanced reports, using real-time data that you can report, customize, automate, export, and share. Report Toaster is a powerful reporting and analytics app for...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFree plan available; paid plans from $18 / month
Strengths
- Strong 4.9-star rating
- 210 merchant reviews
- Estimated 4,200 total installs
- Shows current install momentum
Watchouts
- Confirm feature fit and plan limits before installing
#8
GoProfit: Profit Analytics
Best free plan
Stop guessing! GoProfit provides real-time tracking for net profit, ad spend, P&L, product analytics Profit tracking is spread across many spreadsheets? Not...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFree plan available; paid plans from $29.99 / month $0.1 per extra order (max of $500)
Strengths
- Strong 4.8-star rating
- Estimated 1,680 total installs
- Shows current install momentum
- Includes a free plan or free entry point
Watchouts
- Confirm feature fit and plan limits before installing
#9
Attribuly: AI Attribution
Best free plan
Fix pixel tracking, feed high-intent data to Klaviyo & boost ROAS Is your pixel blind? iOS 14 & blockers kill 30%+ of your tracking. Attribuly fixes this...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFree plan available; paid plans from $19 / month or $99/year and save 57%
Strengths
- 141 merchant reviews
- Estimated 2,820 total installs
- Shows current install momentum
- Includes a free plan or free entry point
Watchouts
- Confirm feature fit and plan limits before installing
#10
Juicy Attribution & Profit
Best free plan
Track true profit per order and the exact ad that drove it – all in one simple, powerful dashboard. Juicy Attribution & Profit lets you track profits, costs, and...
Best forreporting, attribution, forecasting, and operational dashboards
PricingFree plan available; paid plans from $29 / month
Strengths
- Strong 5.0-star rating
- Shows current install momentum
- Includes a free plan or free entry point
Watchouts
- Smaller review base than more established apps
- Newer app with less long-term operating history
How to compare
How to compare these apps
Start with the comparison lens before the feature list, otherwise high-volume information tends to blur the real tradeoffs.
Start with the workflow
Choose a analytics app based on the exact workflow you need, not only the highest score.
Check plan limits
Free and entry-level plans often limit orders, impressions, automations, seats, or advanced integrations.
Validate theme and stack compatibility
Before committing, test the app with your theme, checkout flow, fulfillment setup, and existing marketing tools.
How to choose
How to choose the right app for your store
The right pick depends on your store stage, operating complexity, and how often your content changes later.
Small stores
Prioritize simple setup, a free or low-cost plan, and features you can use immediately.
Growing brands
Look for automation, integrations, analytics, and plan tiers that will not force a migration too soon.
Larger operations
Evaluate support responsiveness, permissions, reporting depth, data handling, and operational controls.
Next step
How to choose the right analytics app
The best option is the one that fits your store's current bottleneck and can scale with your operating model.
Use this ranking to build a shortlist, then compare current pricing, recent reviews, support quality, and implementation effort on the live Shopify App Store.