Analytics Shopify Apps — Full Reviews Table
All tracked analytics Shopify apps ranked by total review count, with new reviews gained vs 30 days ago and average rating. Filter by country and date range; sort by reviews or review velocity.
| App | Reviews | Rating |
|---|---|---|
 Microsoft Clarity: AI Insights | 2,396192 | 4.6 |
 Report Pundit: Custom Reports | 2,06121 | 5.0 |
 Data Export IO: Report | 2,0197 | 5.0 |
 BR ‑ Better Reports | 1,2027 | 5.0 |
 TP: True Profit Analytics | 91315 | 5.0 |
 Lucky Orange Heatmaps & Replay | 90018 | 4.7 |
 Propel Replay, Survey, Heatmap | 71633 | 4.9 |
 Mipler ‑ Advanced Reports | 65721 | 4.9 |
 MIDA Replay, Heatmap & Insight | 60729 | 4.9 |
 Lifetimely Profit Analytics | 56325 | 4.9 |
Showing 1-10 out of 91
Key Insights:
- Microsoft Clarity: AI Insights leads analytics apps with 2,396 total reviews — 335 more than Report Pundit: Custom Reports (2,061).
- Top 3 apps (Microsoft Clarity: AI Insights, Report Pundit: Custom Reports, Data Export IO: Report) hold 53.8% of all reviews across the top 10 tracked analytics apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+192) — strong recent install momentum.
- 10 of 10 top-reviewed analytics apps gained new reviews this period; 0 saw no net additions.
Analytics Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 analytics Shopify apps over the past year — a longitudinal view of which apps keep accumulating reviews and which have flattened.
Charts Data
| App | May 2026 | Jun 2026 | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 |
|---|---|---|---|---|---|---|
| Microsoft Clarity: AI Insights | 1,372243 | 1,597225 | 1,843246 | 2,075232 | 2,272197 | 2,396124 |
| Report Pundit: Custom Reports | 1,91733 | 1,95336 | 1,98330 | 2,02037 | 2,04626 | 2,06115 |
| Data Export IO: Report | 1,96719 | 1,98619 | 1,99610 | 2,0026 | 2,01614 | 2,0193 |
| BR ‑ Better Reports | 1,14622 | 1,15812 | 1,17416 | 1,18713 | 1,19811 | 1,2024 |
| TP: True Profit Analytics | 81533 | 84530 | 86621 | 88923 | 90213 | 91311 |
Key Insights:
- Microsoft Clarity: AI Insights's cumulative reviews grew from 1 to 2,396 over the charted period — 2,395 new reviews accumulated.
- Microsoft Clarity: AI Insights's 2,396 cumulative reviews sit 2.6× above TP: True Profit Analytics's 913 at the bottom of the plotted analytics set — a wide spread between long-running leaders and newer entrants.
Fastest to 1,000 Reviews — Analytics Shopify Apps
Race-style view of how the top 5 analytics Shopify apps reached 1,000 reviews — months since launch on the X-axis, cumulative review count on the Y-axis. Adjust the milestone or app set with the filters above.
Charts Data
| App | Months to Reach 1,000 Reviews | Current Review Count |
|---|---|---|
| Microsoft Clarity: AI Insights | 10 | 2,358 |
| Report Pundit: Custom Reports | 51 | 2,058 |
| Data Export IO: Report | 74 | 2,015 |
| BR ‑ Better Reports | 101 | 1,201 |
| TP: True Profit Analytics | Not yet reached | 917 |
Key Insights:
- Microsoft Clarity: AI Insights reached 1,000 reviews fastest — in 10 months since launch.
- Report Pundit: Custom Reports crossed 1,000 reviews in 51 months — 41 months behind Microsoft Clarity: AI Insights.
- TP: True Profit Analytics is still building toward 1,000 reviews — currently at 917 cumulative.
Most-Reviewed Analytics Shopify Apps
Microsoft Clarity: AI Insights leads analytics Shopify apps with 2,396 cumulative reviews and a 4.6★ average rating. Report Pundit: Custom Reports (2,061 reviews) and Data Export IO: Report (2,019 reviews) round out the top 3. Combined, the top 3 apps hold 53.8% of all reviews across the top tier — a fragmented review landscape with reviews spread broadly. Notable mover: Microsoft Clarity: AI Insights added the most new reviews this month (+192) — a strong recent install signal.
Analytics reviews are spread broadly — Microsoft Clarity: AI Insights (2,396), Report Pundit: Custom Reports (2,061), and Data Export IO: Report (2,019) all carry meaningful review bases. With this distribution, review velocity and rating differentiate analytics apps better than total reviews alone.
Analytics Shopify Apps — Long-Term Review Trends
Microsoft Clarity: AI Insights accumulated 2,395 new reviews from Jul 2025 to Oct 2026, growing from 1 to 2,396 cumulative reviews — a steep addition rate for analytics apps. Across the top 5 plotted analytics apps, the steepest ongoing slopes mark the ones still actively winning new merchants — absolute review counts matter less than recent acceleration when picking apps in a category that's still growing.
Comparing analytics apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while Microsoft Clarity: AI Insights's 2,396 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Review Growth Velocity in Analytics — Which Apps Grew Fastest
Microsoft Clarity: AI Insights reached 1,000 reviews in 10 months since launch — the fastest ramp among the top 5 analytics apps tracked here. Report Pundit: Custom Reports in 51 months, Data Export IO: Report in 74 months, and BR ‑ Better Reports took 101 months to cross the same milestone, a 91-month spread between the fastest and slowest in the set.
1 app on this chart hasn't yet crossed 1,000 reviews: TP: True Profit Analytics at 917 cumulative reviews. TP: True Profit Analytics is closest to the milestone — its current count puts it roughly 92% of the way to 1,000.
The 91-month gap between Microsoft Clarity: AI Insights's and BR ‑ Better Reports's time-to-1,000 highlights how unevenly product-market fit landed across this analytics set — the leader found its merchant audience early, while late-rampers took multiple years to reach the same review depth. For merchants comparing these apps today, slower-ramping apps may have closed the functionality gap but still operate on smaller review bases.
Top 5 Apps in Analytics
- AB : Google Analytics 4 (GA4) — Has accumulated 7 reviews for analytics at a 4.8★ average.
- Cartlytics ‑ Cart Analytics — Has accumulated 50 reviews for analytics at a 4.9★ average.
- Microsoft Clarity: AI Insights — Has accumulated 2,396 reviews for analytics at a 4.6★ average.
- Juicy Profit Analytics — Has accumulated 91 reviews for analytics at a 4.9★ average.
- BR ‑ Better Reports — Has accumulated 1,202 reviews for analytics at a 5.0★ average.
Analytics Shopify Apps — Frequently Asked Questions
1. Which analytics app has the most reviews on Shopify?
Microsoft Clarity: AI Insights has the most reviews among analytics Shopify apps with 2,396 total reviews, ahead of Report Pundit: Custom Reports at 2,061. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure analytics app popularity on Shopify?
Reviews are the closest publicly available proxy for install volume on Shopify — Shopify doesn't publish install counts, so cumulative reviews and review velocity are the standard way to measure adoption. For analytics apps, this page shows total reviews, new reviews per month, and time-to-1,000 reviews so you can compare both established scale and current momentum.
3. Which analytics app is gaining reviews fastest on Shopify?
Microsoft Clarity: AI Insights is gaining the most new reviews this month among analytics apps, adding 192 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
4. Which analytics app reached 1,000 reviews fastest on Shopify?
Microsoft Clarity: AI Insights hit 1,000 reviews in 10 months since launch — the fastest review ramp among tracked analytics Shopify apps. Use the "Fastest to 1,000 Reviews" chart above to compare against other apps or change the milestone (5,000, 10,000, etc.).
5. What is the average rating for top analytics Shopify apps?
The top 5 analytics apps average 4.9★ across 8,549 combined reviews — a strong overall quality benchmark. Individual ratings appear in the table above; sort by Reviews to see how rating varies across the most-installed apps.
6. How often are review counts for analytics apps updated on Shopify?
Review counts and rating data refresh weekly on this page. The Reviews Trend chart aggregates monthly intervals by default — switch to weekly granularity for shorter-term signals or yearly for macro trends.
