Custom Reports Shopify Apps – Reviews & Rating Trends
(Updated October 2026) Compare reviews and ratings for custom reports 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 custom reports apps.
Custom Reports Shopify Apps — Full Reviews Table
All tracked custom reports 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 |
|---|---|---|
 QuickBooks Online | 3,19464 | 4.8 |
 Data Export IO: Report | 1,99411 | 5.0 |
 Report Pundit: Custom Reports | 1,98527 | 5.0 |
 Microsoft Clarity: AI Insights | 1,828224 | 4.6 |
 BR ‑ Better Reports | 1,17915 | 5.0 |
 Webgility ‑ QuickBooks Online | 8916 | 4.9 |
 TP: True Profit Analytics | 87321 | 5.0 |
 Propel Replay, Survey, Heatmap | 62827 | 4.9 |
 Mipler ‑ Advanced Reports | 61813 | 4.9 |
 Zigpoll Customer Surveys | 53612 | 5.0 |
Showing 1-10 out of 92
Key Insights:
- QuickBooks Online leads custom reports apps with 3,194 total reviews — 1,200 more than Data Export IO: Report (1,994).
- Top 3 apps (QuickBooks Online, Data Export IO: Report, Report Pundit: Custom Reports) hold 52.3% of all reviews across the top 10 tracked custom reports apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+224) — strong recent install momentum.
- 10 of 10 top-reviewed custom reports apps gained new reviews this period; 0 saw no net additions.
Custom Reports Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 custom reports 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 |
|---|---|---|---|---|---|---|
| QuickBooks Online | 3,08161 | 3,13251 | 3,19765 | 3,26871 | 3,34476 | 3,3517 |
| Microsoft Clarity: AI Insights | 1,387246 | 1,615228 | 1,848233 | 2,070222 | 2,263193 | 2,28623 |
| Report Pundit: Custom Reports | 1,92333 | 1,95936 | 1,98829 | 2,02436 | 2,05026 | 2,0544 |
| Data Export IO: Report | 1,96519 | 1,98419 | 1,99410 | 2,0006 | 2,01313 | 2,013 |
| BR ‑ Better Reports | 1,15222 | 1,16412 | 1,18016 | 1,19414 | 1,2028 | 1,2031 |
Key Insights:
- QuickBooks Online's cumulative reviews grew from 2,092 to 3,351 over the charted period — 1,259 new reviews accumulated.
- QuickBooks Online's 3,351 cumulative reviews sit 2.8× above BR ‑ Better Reports's 1,203 at the bottom of the plotted custom reports set — a wide spread between long-running leaders and newer entrants.
- QuickBooks Online's cumulative review lead compounds over time — an established review base acts as a trust signal for merchants comparing apps, and continued adoption keeps the review count climbing, a flywheel newcomers struggle to interrupt.
Fastest to 1,000 Reviews — Custom Reports Shopify Apps
Race-style view of how the top 5 custom reports 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 |
| QuickBooks Online | 56 | 3,323 |
| Data Export IO: Report | 74 | 2,014 |
| BR ‑ Better Reports | 101 | 1,198 |
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.
- All 5 apps in this set have crossed 1,000 reviews — months-to-1k ranges from 10 to 101, a 91-month spread.
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Most-Reviewed Custom Reports Shopify Apps
QuickBooks Online leads custom reports Shopify apps with 3,194 cumulative reviews and a 4.8★ average rating. Data Export IO: Report (1,994 reviews) and Report Pundit: Custom Reports (1,985 reviews) round out the top 3. Combined, the top 3 apps hold 52.3% of all reviews across the top tier — a tight oligopoly where the leader's review flywheel is hard to break. Notable mover: Microsoft Clarity: AI Insights added the most new reviews this month (+224) — a strong recent install signal.
QuickBooks Online's 3,194-review base reflects long-running merchant adoption in custom reports — a tenure signal for merchants who weight track record alongside current fit. Data Export IO: Report (1,994 reviews) and the rest of the top tier carry meaningful adoption too, and feature scope, support, and current trajectory often matter more than raw review totals when choosing between established options.
Custom Reports Shopify Apps — Long-Term Review Trends
QuickBooks Online accumulated 1,259 new reviews from Jan 2025 to Oct 2026, growing from 2,092 to 3,351 cumulative reviews — a steep addition rate for custom reports apps. Across the top 5 plotted custom reports 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.
QuickBooks Online's lead in cumulative reviews compounds in concentrated custom reports categories: more reviews lift App Store rank, which drives more installs, which add more reviews — newcomers face a steep curve to catch up to the 3,351 cumulative base.
Review Growth Velocity in Custom Reports — Which Apps Grew Fastest
Microsoft Clarity: AI Insights reached 1,000 reviews in 10 months since launch — the fastest ramp among the top 5 custom reports apps tracked here. Report Pundit: Custom Reports in 51 months, QuickBooks Online in 56 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.
All 5 apps in this set have crossed 1,000 reviews, with current cumulative counts now ranging from 1,198 (BR ‑ Better Reports) to 3,323 (QuickBooks Online) — a 2.8× difference, showing how far ahead the leader has continued to build past the milestone.
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 custom reports 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 Custom Reports
- Report Pundit: Custom Reports — Has accumulated 2,054 reviews for custom reports at a 5.0★ average.
- Report Toaster: Custom Reports — Has accumulated 219 reviews for custom reports at a 4.9★ average.
- Mipler ‑ Advanced Reports — Has accumulated 650 reviews for custom reports at a 5.0★ average.
- Data Export IO: Report — Has accumulated 2,013 reviews for custom reports at a 5.0★ average.
- MIDA Replay, Heatmap & Insight — Has accumulated 589 reviews for custom reports at a 4.9★ average.
Custom Reports Shopify Apps — Frequently Asked Questions
1. Which custom reports app has the most reviews on Shopify?
QuickBooks Online has the most reviews among custom reports Shopify apps with 3,194 total reviews, ahead of Data Export IO: Report at 1,994. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure custom reports 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 custom reports 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 custom reports app is gaining reviews fastest on Shopify?
Microsoft Clarity: AI Insights is gaining the most new reviews this month among custom reports 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 custom reports 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 custom reports 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 custom reports Shopify apps?
The top 5 custom reports apps average 4.8★ across 10,846 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 custom reports 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.
