Profit Insights Shopify Apps – Reviews & Rating Trends
(Updated September 2026) Compare reviews and ratings for profit insights 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 profit insights apps.
Profit Insights Shopify Apps — Full Reviews Table
All tracked profit insights 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 |
 Report Pundit: Custom Reports | 1,98527 | 5.0 |
 BR ‑ Better Reports | 1,17915 | 5.0 |
 TP: True Profit Analytics | 87321 | 5.0 |
 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 |
 MIDA Replay, Heatmap & Insight | 47919 | 4.9 |
 Trackify Facebook Pixel,TikTok | 3835 | 4.8 |
Showing 1-10 out of 87
Key Insights:
- Data Export IO: Report leads profit insights apps with 1,994 total reviews — 9 more than Report Pundit: Custom Reports (1,985).
- Top 3 apps (Data Export IO: Report, Report Pundit: Custom Reports, BR ‑ Better Reports) hold 55.5% of all reviews across the top 10 tracked profit insights apps.
- Report Pundit: Custom Reports is gaining reviews fastest this month (+27) — strong recent install momentum.
- 10 of 10 top-reviewed profit insights apps gained new reviews this period; 0 saw no net additions.
Profit Insights Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 profit insights 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 |
|---|---|---|---|---|---|---|
| Report Pundit: Custom Reports | 1,89045 | 1,92333 | 1,95936 | 1,98829 | 2,02436 | 2,04824 |
| Data Export IO: Report | 1,94614 | 1,96519 | 1,98419 | 1,99410 | 2,0006 | 2,01212 |
| 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 |
| Propel Replay, Survey, Heatmap | 54139 | 56827 | 60234 | 63028 | 65525 | 70045 |
Key Insights:
- Report Pundit: Custom Reports's cumulative reviews grew from 1,417 to 2,048 over the charted period — 631 new reviews accumulated.
- Report Pundit: Custom Reports's 2,048 cumulative reviews sit 2.9× above Propel Replay, Survey, Heatmap's 700 at the bottom of the plotted profit insights set — a wide spread between long-running leaders and newer entrants.
- Data Export IO: Report'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 — Profit Insights Shopify Apps
Race-style view of how the top 5 profit insights 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 |
|---|---|---|
| Report Pundit: Custom Reports | 51 | 1,890 |
| Data Export IO: Report | 74 | 1,902 |
| BR ‑ Better Reports | 101 | 1,147 |
| TP: True Profit Analytics | Not yet reached | 810 |
| Peek! ‑ Better Replay & Survey | Not yet reached | 578 |
Key Insights:
- Report Pundit: Custom Reports reached 1,000 reviews fastest — in 51 months since launch.
- Data Export IO: Report crossed 1,000 reviews in 74 months — 23 months behind Report Pundit: Custom Reports.
- 2 of the top 5 profit insights apps haven't yet crossed 1,000 reviews — TP: True Profit Analytics is closest at 810 cumulative.
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Most-Reviewed Profit Insights Shopify Apps
Data Export IO: Report leads profit insights Shopify apps with 1,994 cumulative reviews and a 5.0★ average rating. Report Pundit: Custom Reports (1,985 reviews) and BR ‑ Better Reports (1,179 reviews) round out the top 3. Combined, the top 3 apps hold 55.5% of all reviews across the top tier — a tight oligopoly where the leader's review flywheel is hard to break. Notable mover: Report Pundit: Custom Reports added the most new reviews this month (+27) — a strong recent install signal.
Data Export IO: Report's 1,994-review base reflects long-running merchant adoption in profit insights — a tenure signal for merchants who weight track record alongside current fit. Report Pundit: Custom Reports (1,985 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.
Profit Insights Shopify Apps — Long-Term Review Trends
Report Pundit: Custom Reports accumulated 631 new reviews from Jan 2025 to Sep 2026, growing from 1,417 to 2,048 cumulative reviews — a steep addition rate for profit insights apps. Across the top 5 plotted profit insights 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.
Report Pundit: Custom Reports's lead in cumulative reviews compounds in concentrated profit insights 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 2,048 cumulative base.
Review Growth Velocity in Profit Insights — Which Apps Grew Fastest
Report Pundit: Custom Reports reached 1,000 reviews in 51 months since launch — the fastest ramp among the top 5 profit insights apps tracked here. Data Export IO: Report in 74 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.
2 apps on this chart haven't yet crossed 1,000 reviews: TP: True Profit Analytics at 810, Peek! ‑ Better Replay & Survey at 578 cumulative reviews. TP: True Profit Analytics is closest to the milestone — its current count puts it roughly 81% of the way to 1,000.
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 profit insights 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 Profit Insights
- MIDA Replay, Heatmap & Insight — Has accumulated 581 reviews for profit insights at a 4.9★ average.
- Propel Replay, Survey, Heatmap — Has accumulated 700 reviews for profit insights at a 4.9★ average.
- Trackify Facebook Pixel,TikTok — Has accumulated 397 reviews for profit insights at a 4.8★ average.
- Juicy Profit Analytics — Has accumulated 80 reviews for profit insights at a 4.9★ average.
- TiXel: Meta Pixel TikTok Pixel — Has accumulated 90 reviews for profit insights at a 4.2★ average.
Profit Insights Shopify Apps — Frequently Asked Questions
1. Which profit insights app has the most reviews on Shopify?
Data Export IO: Report has the most reviews among profit insights Shopify apps with 1,994 total reviews, ahead of Report Pundit: Custom Reports at 1,985. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure profit insights 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 profit insights 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 profit insights app is gaining reviews fastest on Shopify?
Report Pundit: Custom Reports is gaining the most new reviews this month among profit insights apps, adding 27 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
4. Which profit insights app reached 1,000 reviews fastest on Shopify?
Report Pundit: Custom Reports hit 1,000 reviews in 51 months since launch — the fastest review ramp among tracked profit insights 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 profit insights Shopify apps?
The top 5 profit insights apps average 4.9★ across 6,327 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 profit insights 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.
