Cohort Analysis Shopify Apps – Reviews & Rating Trends
(Updated October 2026) Compare reviews and ratings for cohort analysis 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 cohort analysis apps.
Cohort Analysis Shopify Apps — Full Reviews Table
All tracked cohort analysis 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 | 2,333214 | 4.6 |
 Report Pundit: Custom Reports | 2,05024 | 5.0 |
 Data Export IO: Report | 2,01811 | 5.0 |
 BR ‑ Better Reports | 1,1997 | 5.0 |
 TP: True Profit Analytics | 90715 | 5.0 |
 Lucky Orange Heatmaps & Replay | 89019 | 4.7 |
 Propel Replay, Survey, Heatmap | 70646 | 4.9 |
 Mipler ‑ Advanced Reports | 65225 | 4.9 |
 MIDA Replay, Heatmap & Insight | 59738 | 4.9 |
 Lifetimely Profit Analytics | 55725 | 4.9 |
Showing 1-10 out of 83
Key Insights:
- Microsoft Clarity: AI Insights leads cohort analysis apps with 2,333 total reviews — 283 more than Report Pundit: Custom Reports (2,050).
- Top 3 apps (Microsoft Clarity: AI Insights, Report Pundit: Custom Reports, Data Export IO: Report) hold 53.7% of all reviews across the top 10 tracked cohort analysis apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+214) — strong recent install momentum.
- 10 of 10 top-reviewed cohort analysis apps gained new reviews this period; 0 saw no net additions.
Cohort Analysis Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 cohort analysis 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 | 2,36088 |
| Report Pundit: Custom Reports | 1,91633 | 1,95236 | 1,98230 | 2,01937 | 2,04526 | 2,05510 |
| Data Export IO: Report | 1,96719 | 1,98619 | 1,99610 | 2,0026 | 2,01614 | 2,0182 |
| BR ‑ Better Reports | 1,14622 | 1,15812 | 1,17416 | 1,18713 | 1,19811 | 1,2013 |
| TP: True Profit Analytics | 81533 | 84530 | 86621 | 88923 | 90213 | 9097 |
Key Insights:
- Microsoft Clarity: AI Insights's cumulative reviews grew from 1 to 2,360 over the charted period — 2,359 new reviews accumulated.
- Microsoft Clarity: AI Insights's 2,360 cumulative reviews sit 2.6× above TP: True Profit Analytics's 909 at the bottom of the plotted cohort analysis set — a wide spread between long-running leaders and newer entrants.
Fastest to 1,000 Reviews — Cohort Analysis Shopify Apps
Race-style view of how the top 5 cohort analysis 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 Cohort Analysis Shopify Apps
Microsoft Clarity: AI Insights leads cohort analysis Shopify apps with 2,333 cumulative reviews and a 4.6★ average rating. Report Pundit: Custom Reports (2,050 reviews) and Data Export IO: Report (2,018 reviews) round out the top 3. Combined, the top 3 apps hold 53.7% of all reviews across the top tier — a clear leadership tier with a meaningful long tail behind them. Notable mover: Microsoft Clarity: AI Insights added the most new reviews this month (+214) — a strong recent install signal.
Microsoft Clarity: AI Insights (2,333) and Report Pundit: Custom Reports (2,050) sit close enough on cumulative reviews that current velocity matters more than the totals — for cohort analysis merchants, the apps adding reviews fastest right now (rather than the ones with the highest absolute count) are usually a better signal of current product-market fit.
Cohort Analysis Shopify Apps — Long-Term Review Trends
Microsoft Clarity: AI Insights accumulated 2,359 new reviews from Jul 2025 to Oct 2026, growing from 1 to 2,360 cumulative reviews — a steep addition rate for cohort analysis apps. Across the top 5 plotted cohort analysis 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 cohort analysis 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 2,360 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Review Growth Velocity in Cohort Analysis — Which Apps Grew Fastest
Microsoft Clarity: AI Insights reached 1,000 reviews in 10 months since launch — the fastest ramp among the top 5 cohort analysis 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 cohort analysis 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 Cohort Analysis
- MIDA Replay, Heatmap & Insight — Has accumulated 603 reviews for cohort analysis at a 4.9★ average.
- Propel Replay, Survey, Heatmap — Has accumulated 709 reviews for cohort analysis at a 4.9★ average.
- Microsoft Clarity: AI Insights — Has accumulated 2,360 reviews for cohort analysis at a 4.6★ average.
- Grapevine Post Purchase Survey — Has accumulated 232 reviews for cohort analysis at a 5.0★ average.
- Trackify Facebook Pixel,TikTok — Has accumulated 398 reviews for cohort analysis at a 4.8★ average.
Cohort Analysis Shopify Apps — Frequently Asked Questions
1. Which cohort analysis app has the most reviews on Shopify?
Microsoft Clarity: AI Insights has the most reviews among cohort analysis Shopify apps with 2,333 total reviews, ahead of Report Pundit: Custom Reports at 2,050. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure cohort analysis 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 cohort analysis 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 cohort analysis app is gaining reviews fastest on Shopify?
Microsoft Clarity: AI Insights is gaining the most new reviews this month among cohort analysis apps, adding 214 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
4. Which cohort analysis 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 cohort analysis 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 cohort analysis Shopify apps?
The top 5 cohort analysis 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. How often are review counts for cohort analysis 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.
