(Updated October 2026) Compare reviews and ratings for analytics and reporting 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 and reporting apps.
All tracked analytics and reporting 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 |
|---|---|---|
3,87384 | 4.9 | |
2,05024 | 5.0 | |
2,01811 | 5.0 | |
1,742129 | 4.9 | |
1,1997 | 5.0 | |
90715 | 5.0 | |
70911 | 4.9 | |
65225 | 4.9 | |
55725 | 4.9 | |
2804 | 5.0 |
Key Insights:
Monthly cumulative review count for the top 5 analytics and reporting Shopify apps over the past year — a longitudinal view of which apps keep accumulating reviews and which have flattened.
| App | May 2026 | Jun 2026 | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 |
|---|---|---|---|---|---|---|
3,450110 | 3,561111 | 3,65493 | 3,767113 | 3,85184 | 3,88231 | |
1,91633 | 1,95236 | 1,98230 | 2,01937 | 2,04526 | 2,0538 | |
1,96719 | 1,98619 | 1,99610 | 2,0026 | 2,01614 | 2,0182 | |
1,263111 | 1,35794 | 1,484127 | 1,587103 | 1,710123 | 1,76151 | |
1,14622 | 1,15812 | 1,17416 | 1,18713 | 1,19811 | 1,2013 |
Key Insights:
Race-style view of how the top 5 analytics and reporting 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.
| App | Months to Reach 1,000 Reviews | Current Review Count |
|---|---|---|
51 | 2,045 | |
52 | 3,843 | |
74 | 2,014 | |
96 | 1,704 | |
101 | 1,198 |
Key Insights:
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UpPromote Affiliate Marketing leads analytics and reporting Shopify apps with 3,873 cumulative reviews and a 4.9★ 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 56.8% of all reviews across the top tier — a fragmented review landscape with reviews spread broadly. Notable mover: Matrixify: Data Export Import added the most new reviews this month (+129) — a strong recent install signal.
Analytics And Reporting reviews are spread broadly — UpPromote Affiliate Marketing (3,873), Report Pundit: Custom Reports (2,050), and Data Export IO: Report (2,018) all carry meaningful review bases. With this distribution, review velocity and rating differentiate analytics and reporting apps better than total reviews alone.
UpPromote Affiliate Marketing accumulated 2,019 new reviews from Jan 2025 to Oct 2026, growing from 1,863 to 3,882 cumulative reviews — a steep addition rate for analytics and reporting apps. Across the top 5 plotted analytics and reporting 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 and reporting apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while UpPromote Affiliate Marketing's 3,882 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Report Pundit: Custom Reports reached 1,000 reviews in 51 months since launch — the fastest ramp among the top 5 analytics and reporting apps tracked here. UpPromote Affiliate Marketing in 52 months, Data Export IO: Report in 74 months, Matrixify: Data Export Import in 96 months, and BR ‑ Better Reports took 101 months to cross the same milestone, a 50-month spread between the fastest and slowest in the set.
All 5 apps in this set have crossed 1,000 reviews, with current cumulative counts now ranging from 1,198 (BR ‑ Better Reports) to 3,843 (UpPromote Affiliate Marketing) — a 3.2× difference, showing how far ahead the leader has continued to build past the milestone.
The 50-month gap between Report Pundit: Custom Reports's and BR ‑ Better Reports's time-to-1,000 highlights how unevenly product-market fit landed across this analytics and reporting 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.
UpPromote Affiliate Marketing has the most reviews among analytics and reporting Shopify apps with 3,873 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.
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 and reporting 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.
Matrixify: Data Export Import is gaining the most new reviews this month among analytics and reporting apps, adding 129 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
Report Pundit: Custom Reports hit 1,000 reviews in 51 months since launch — the fastest review ramp among tracked analytics and reporting 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.).
The top 5 analytics and reporting apps average 5.0★ across 10,804 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.
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.
Rankings and trends across every Shopify app, category, and keyword.