Analytics Shopify Apps – Reviews & Rating Trends
(Updated October 2026) Compare reviews and ratings for analytics Shopify apps and see which apps are gaining the most install momentum. Review counts are the closest proxy to actual installs — Shopify doesn't publish install numbers — so review velocity is one of the strongest signals of merchant adoption for analytics apps.
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 |
|---|---|---|
 Data Export IO: Report | 1,99611 | 5.0 |
 Report Pundit: Custom Reports | 1,97928 | 5.0 |
 Microsoft Clarity: AI Insights | 1,821236 | 4.6 |
 BR ‑ Better Reports | 1,17315 | 5.0 |
 TP: True Profit Analytics | 86522 | 5.0 |
 Lucky Orange Heatmaps & Replay | 85615 | 4.7 |
 Peek! ‑ Better Replay & Survey | 6353 | 4.8 |
 Mipler ‑ Advanced Reports | 61313 | 4.9 |
 Propel Replay, Survey, Heatmap | 61227 | 4.9 |
 Zigpoll Customer Surveys | 53412 | 5.0 |
Showing 1-10 out of 91
Key Insights:
- Data Export IO: Report leads analytics apps with 1,996 total reviews — 17 more than Report Pundit: Custom Reports (1,979).
- Top 3 apps (Data Export IO: Report, Report Pundit: Custom Reports, Microsoft Clarity: AI Insights) hold 52.3% of all reviews across the top 10 tracked analytics apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+236) — 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 | 2,31846 |
| Report Pundit: Custom Reports | 1,91633 | 1,95236 | 1,98230 | 2,01937 | 2,04526 | 2,0494 |
| Data Export IO: Report | 1,96719 | 1,98619 | 1,99610 | 2,0026 | 2,01614 | 2,0171 |
| BR ‑ Better Reports | 1,14622 | 1,15812 | 1,17416 | 1,18713 | 1,19811 | 1,1991 |
| TP: True Profit Analytics | 81533 | 84530 | 86621 | 88923 | 90213 | 9064 |
Key Insights:
- Microsoft Clarity: AI Insights's cumulative reviews grew from 1 to 2,318 over the charted period — 2,317 new reviews accumulated.
- Microsoft Clarity: AI Insights's 2,318 cumulative reviews sit 2.6× above TP: True Profit Analytics's 906 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 | 2,266 |
| Report Pundit: Custom Reports | 51 | 2,045 |
| Data Export IO: Report | 74 | 2,014 |
| BR ‑ Better Reports | 101 | 1,198 |
| TP: True Profit Analytics | Not yet reached | 903 |
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 903 cumulative.
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Most-Reviewed Analytics Shopify Apps
Data Export IO: Report leads analytics Shopify apps with 1,996 cumulative reviews and a 5.0★ average rating. Report Pundit: Custom Reports (1,979 reviews) and Microsoft Clarity: AI Insights (1,821 reviews) round out the top 3. Combined, the top 3 apps hold 52.3% 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 (+236) — a strong recent install signal.
Analytics reviews are spread broadly — Data Export IO: Report (1,996), Report Pundit: Custom Reports (1,979), and Microsoft Clarity: AI Insights (1,821) 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 2,317 new reviews from Jul 2025 to Oct 2026, growing from 1 to 2,318 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 2,318 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 903 cumulative reviews. TP: True Profit Analytics is closest to the milestone — its current count puts it roughly 90% 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 49 reviews for analytics at a 4.9★ average.
- Microsoft Clarity: AI Insights — Has accumulated 2,318 reviews for analytics at a 4.6★ average.
- BR ‑ Better Reports — Has accumulated 1,199 reviews for analytics at a 5.0★ average.
- Juicy Profit Analytics — Has accumulated 86 reviews for analytics at a 4.9★ average.
Analytics Shopify Apps — Frequently Asked Questions
1. Which analytics app has the most reviews on Shopify?
Data Export IO: Report has the most reviews among analytics Shopify apps with 1,996 total reviews, ahead of Report Pundit: Custom Reports at 1,979. 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 236 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 8,426 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. Why does the most-reviewed analytics app differ from the highest-share app on Shopify?
Data Export IO: Report has accumulated the most reviews over time (1,996), but Microsoft Clarity: AI Insights currently holds higher market share. Cumulative reviews reflect long-running merchant adoption, while market share is computed from recent review velocity — so a faster-ramping newer app can lead share before its cumulative reviews catch up.
7. 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.
