Checkout Analytics Shopify Apps – Reviews & Rating Trends
(Updated September 2026) Compare reviews and ratings for checkout 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 checkout analytics apps.
Checkout Analytics Shopify Apps — Full Reviews Table
All tracked checkout 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 | 1,99411 | 5.0 |
 Microsoft Clarity: AI Insights | 1,828224 | 4.6 |
 BR ‑ Better Reports | 1,17915 | 5.0 |
 TP: True Profit Analytics | 87321 | 5.0 |
 Lucky Orange Heatmaps & Replay | 86315 | 4.7 |
 Peek! ‑ Better Replay & Survey | 6353 | 4.8 |
 Propel Replay, Survey, Heatmap | 62827 | 4.9 |
 Mipler ‑ Advanced Reports | 61813 | 4.9 |
 Lifetimely Profit Analytics | 51916 | 4.9 |
 Google Ads Pixel by Nabu | 4891 | 4.9 |
Showing 1-10 out of 86
Key Insights:
- Data Export IO: Report leads checkout analytics apps with 1,994 total reviews — 166 more than Microsoft Clarity: AI Insights (1,828).
- Top 3 apps (Data Export IO: Report, Microsoft Clarity: AI Insights, BR ‑ Better Reports) hold 52.0% of all reviews across the top 10 tracked checkout analytics apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+224) — strong recent install momentum.
- 10 of 10 top-reviewed checkout analytics apps gained new reviews this period; 0 saw no net additions.
Checkout Analytics Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 checkout analytics Shopify apps over the past year — a longitudinal view of which apps keep accumulating reviews and which have flattened.
Charts Data
| App | Apr 2026 | May 2026 | Jun 2026 | Jul 2026 | Aug 2026 | Sep 2026 |
|---|---|---|---|---|---|---|
| Microsoft Clarity: AI Insights | 1,141186 | 1,387246 | 1,615228 | 1,848233 | 2,070222 | 2,196126 |
 Report Pundit: Custom Reports | 1,88645 | 1,91933 | 1,95536 | 1,98429 | 2,02036 | 2,04020 |
| Data Export IO: Report | 1,94614 | 1,96519 | 1,98419 | 1,99410 | 2,0006 | 2,01010 |
| BR ‑ Better Reports | 1,13015 | 1,15222 | 1,16412 | 1,18016 | 1,19414 | 1,2028 |
| TP: True Profit Analytics | 79031 | 82434 | 85430 | 87319 | 89522 | 9038 |
Key Insights:
- Microsoft Clarity: AI Insights's cumulative reviews grew from 1 to 2,196 over the charted period — 2,195 new reviews accumulated.
- Microsoft Clarity: AI Insights's 2,196 cumulative reviews sit 2.4× above TP: True Profit Analytics's 903 at the bottom of the plotted checkout analytics set — a wide spread between long-running leaders and newer entrants.
Fastest to 1,000 Reviews — Checkout Analytics Shopify Apps
Race-style view of how the top 5 checkout 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 | 2,004 |
| Data Export IO: Report | 74 | 1,902 |
| BR ‑ Better Reports | 101 | 1,147 |
| Lucky Orange Heatmaps & Replay | Not yet reached | 822 |
| TP: True Profit Analytics | Not yet reached | 810 |
Key Insights:
- Microsoft Clarity: AI Insights reached 1,000 reviews fastest — in 10 months since launch.
- Data Export IO: Report crossed 1,000 reviews in 74 months — 64 months behind Microsoft Clarity: AI Insights.
- 2 of the top 5 checkout analytics apps haven't yet crossed 1,000 reviews — Lucky Orange Heatmaps & Replay is closest at 822 cumulative.
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Most-Reviewed Checkout Analytics Shopify Apps
Data Export IO: Report leads checkout analytics Shopify apps with 1,994 cumulative reviews and a 5.0★ average rating. Microsoft Clarity: AI Insights (1,828 reviews) and BR ‑ Better Reports (1,179 reviews) round out the top 3. Combined, the top 3 apps hold 52.0% 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 (+224) — a strong recent install signal.
Checkout Analytics reviews are spread broadly — Data Export IO: Report (1,994), Microsoft Clarity: AI Insights (1,828), and BR ‑ Better Reports (1,179) all carry meaningful review bases. With this distribution, review velocity and rating differentiate checkout analytics apps better than total reviews alone.
Checkout Analytics Shopify Apps — Long-Term Review Trends
Microsoft Clarity: AI Insights accumulated 2,195 new reviews from Jul 2025 to Sep 2026, growing from 1 to 2,196 cumulative reviews — a steep addition rate for checkout analytics apps. Across the top 5 plotted checkout 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 checkout 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 2,196 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Review Growth Velocity in Checkout 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 checkout analytics apps tracked here. 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.
2 apps on this chart haven't yet crossed 1,000 reviews: Lucky Orange Heatmaps & Replay at 822, TP: True Profit Analytics at 810 cumulative reviews. Lucky Orange Heatmaps & Replay is closest to the milestone — its current count puts it roughly 82% 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 checkout 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 Checkout Analytics
- Zuko Checkout Analytics — Has accumulated 6 reviews for checkout analytics at a 5.0★ average.
- MIDA Replay, Heatmap & Insight — Has accumulated 577 reviews for checkout analytics at a 4.9★ average.
- Propel Replay, Survey, Heatmap — Has accumulated 695 reviews for checkout analytics at a 4.9★ average.
- Microsoft Clarity: AI Insights — Has accumulated 2,196 reviews for checkout analytics at a 4.6★ average.
- Ⓩ Facebook Pixel Tiktok Pixel — Has accumulated 165 reviews for checkout analytics at a 5.0★ average.
Checkout Analytics Shopify Apps — Frequently Asked Questions
1. Which checkout analytics app has the most reviews on Shopify?
Data Export IO: Report has the most reviews among checkout analytics Shopify apps with 1,994 total reviews, ahead of Microsoft Clarity: AI Insights at 1,828. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure checkout 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 checkout 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 checkout analytics app is gaining reviews fastest on Shopify?
Microsoft Clarity: AI Insights is gaining the most new reviews this month among checkout analytics apps, adding 224 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
4. Which checkout 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 checkout 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 checkout analytics Shopify apps?
The top 5 checkout analytics apps average 4.8★ across 6,685 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 checkout analytics app differ from the highest-share app on Shopify?
Data Export IO: Report has accumulated the most reviews over time (1,994), 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 checkout 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.
