Analytics Dashboard Shopify Apps – Reviews & Rating Trends
(Updated September 2026) Compare reviews and ratings for analytics dashboard 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 dashboard apps.
Analytics Dashboard Shopify Apps — Full Reviews Table
All tracked analytics dashboard 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 |
|---|---|---|
 Report Pundit: Custom Reports | 1,98127 | 5.0 |
 Microsoft Clarity: AI Insights | 1,828224 | 4.6 |
 BR ‑ Better Reports | 1,17915 | 5.0 |
 MLV Auto Currency Switcher | 9843 | 4.8 |
 TP: True Profit Analytics | 87321 | 5.0 |
 Lucky Orange Heatmaps & Replay | 86315 | 4.7 |
 CWILL Loyalty & Referrals | 8156 | 4.9 |
 Peek! ‑ Better Replay & Survey | 6353 | 4.8 |
 Propel Replay, Survey, Heatmap | 62827 | 4.9 |
 Mipler ‑ Advanced Reports | 61813 | 4.9 |
Showing 1-10 out of 92
Key Insights:
- Report Pundit: Custom Reports leads analytics dashboard apps with 1,981 total reviews — 153 more than Microsoft Clarity: AI Insights (1,828).
- Top 3 apps (Report Pundit: Custom Reports, Microsoft Clarity: AI Insights, BR ‑ Better Reports) hold 47.9% of all reviews across the top 10 tracked analytics dashboard apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+224) — strong recent install momentum.
- 10 of 10 top-reviewed analytics dashboard apps gained new reviews this period; 0 saw no net additions.
Analytics Dashboard Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 analytics dashboard 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 | 2,171101 |
| Report Pundit: Custom Reports | 1,88645 | 1,91933 | 1,95536 | 1,98429 | 2,02036 | 2,03414 |
| BR ‑ Better Reports | 1,13015 | 1,15222 | 1,16412 | 1,18016 | 1,19414 | 1,2028 |
| MLV Auto Currency Switcher | 9781 | 9791 | 9812 | 9843 | 9851 | 985 |
| TP: True Profit Analytics | 79031 | 82434 | 85430 | 87319 | 89522 | 9038 |
Key Insights:
- Microsoft Clarity: AI Insights's cumulative reviews grew from 1 to 2,171 over the charted period — 2,170 new reviews accumulated.
- Microsoft Clarity: AI Insights's 2,171 cumulative reviews sit 2.4× above TP: True Profit Analytics's 903 at the bottom of the plotted analytics dashboard set — a wide spread between long-running leaders and newer entrants.
Fastest to 1,000 Reviews — Analytics Dashboard Shopify Apps
Race-style view of how the top 5 analytics dashboard 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 |
| Report Pundit: Custom Reports | 51 | 1,890 |
| BR ‑ Better Reports | 101 | 1,147 |
| MLV Auto Currency Switcher | Not yet reached | 942 |
| TP: True Profit Analytics | Not yet reached | 810 |
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.
- 2 of the top 5 analytics dashboard apps haven't yet crossed 1,000 reviews — MLV Auto Currency Switcher is closest at 942 cumulative.
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Most-Reviewed Analytics Dashboard Shopify Apps
Report Pundit: Custom Reports leads analytics dashboard Shopify apps with 1,981 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 47.9% 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.
Analytics Dashboard reviews are spread broadly — Report Pundit: Custom Reports (1,981), 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 analytics dashboard apps better than total reviews alone.
Analytics Dashboard Shopify Apps — Long-Term Review Trends
Microsoft Clarity: AI Insights accumulated 2,170 new reviews from Jul 2025 to Sep 2026, growing from 1 to 2,171 cumulative reviews — a steep addition rate for analytics dashboard apps. Across the top 5 plotted analytics dashboard 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 dashboard 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 2,171 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Review Growth Velocity in Analytics Dashboard — 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 dashboard apps tracked here. Report Pundit: Custom Reports in 51 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: MLV Auto Currency Switcher at 942, TP: True Profit Analytics at 810 cumulative reviews. MLV Auto Currency Switcher is closest to the milestone — its current count puts it roughly 94% 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 dashboard 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 Dashboard
- Juicy Profit Analytics — Has accumulated 77 reviews for analytics dashboard at a 4.9★ average.
- MIDA Replay, Heatmap & Insight — Has accumulated 573 reviews for analytics dashboard at a 4.9★ average.
- Parkour: Facebook Pixel & Feed — Has accumulated 193 reviews for analytics dashboard at a 5.0★ average.
- IndexGPT: AI SEO for ChatGPT — Has accumulated 144 reviews for analytics dashboard at a 4.9★ average.
- Microsoft Clarity: AI Insights — Has accumulated 2,171 reviews for analytics dashboard at a 4.6★ average.
Analytics Dashboard Shopify Apps — Frequently Asked Questions
1. Which analytics dashboard app has the most reviews on Shopify?
Report Pundit: Custom Reports has the most reviews among analytics dashboard Shopify apps with 1,981 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 analytics dashboard 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 dashboard 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 dashboard app is gaining reviews fastest on Shopify?
Microsoft Clarity: AI Insights is gaining the most new reviews this month among analytics dashboard 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 analytics dashboard 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 dashboard 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 dashboard Shopify apps?
The top 5 analytics dashboard apps average 4.9★ across 6,793 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 dashboard app differ from the highest-share app on Shopify?
Report Pundit: Custom Reports has accumulated the most reviews over time (1,981), 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 dashboard 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.
