Attribution Shopify Apps – Reviews & Rating Trends
(Updated September 2026) Compare reviews and ratings for attribution 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 attribution apps.
Attribution Shopify Apps — Full Reviews Table
All tracked attribution 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 |
|---|---|---|
5,82937 | 4.9 | |
 Simprosys Google Shopping Feed | 4,772104 | 4.9 |
 Report Pundit: Custom Reports | 1,98527 | 5.0 |
 Hulk Contact Form Builder | 1,93863 | 4.8 |
 Microsoft Clarity: AI Insights | 1,828224 | 4.6 |
 Referral Candy & Affiliate | 1,4859 | 4.9 |
 Mailchimp Email SMS Marketing | 1,35859 | 4.5 |
 Etsy Integration ‑ CedCommerce | 1,22615 | 4.7 |
 BR ‑ Better Reports | 1,17915 | 5.0 |
 eBay Integration ‑ DPL | 1,15537 | 4.9 |
Showing 1-10 out of 92
Key Insights:
- PageFly ✦ AI Page Builder leads attribution apps with 5,829 total reviews — 1,057 more than Simprosys Google Shopping Feed (4,772).
- Top 3 apps (PageFly ✦ AI Page Builder, Simprosys Google Shopping Feed, Report Pundit: Custom Reports) hold 55.3% of all reviews across the top 10 tracked attribution apps.
- Microsoft Clarity: AI Insights is gaining reviews fastest this month (+224) — strong recent install momentum.
- 10 of 10 top-reviewed attribution apps gained new reviews this period; 0 saw no net additions.
Attribution Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 attribution 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 |
|---|---|---|---|---|---|---|
| Simprosys Google Shopping Feed | 4,450107 | 4,54898 | 4,672124 | 4,780108 | 4,84666 | 4,94094 |
| Microsoft Clarity: AI Insights | 1,141186 | 1,387246 | 1,615228 | 1,848233 | 2,070222 | 2,247177 |
| Report Pundit: Custom Reports | 1,89045 | 1,92333 | 1,95936 | 1,98829 | 2,02436 | 2,04925 |
| Hulk Contact Form Builder | 1,74554 | 1,79853 | 1,87880 | 1,93860 | 1,97537 | 2,02045 |
| Mailchimp Email SMS Marketing | 1,14958 | 1,21970 | 1,30283 | 1,36462 | 1,42359 | 1,49370 |
Key Insights:
- Simprosys Google Shopping Feed's cumulative reviews grew from 3,274 to 4,940 over the charted period — 1,666 new reviews accumulated.
- Simprosys Google Shopping Feed's 4,940 cumulative reviews sit 3.3× above Mailchimp Email SMS Marketing's 1,493 at the bottom of the plotted attribution set — a wide spread between long-running leaders and newer entrants.
Fastest to 1,000 Reviews — Attribution Shopify Apps
Race-style view of how the top 5 attribution 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 |
 PageFly ✦ AI Page Builder | 36 | 5,680 |
| Simprosys Google Shopping Feed | 47 | 4,391 |
| Report Pundit: Custom Reports | 51 | 1,890 |
| Hulk Contact Form Builder | 85 | 1,900 |
Key Insights:
- Microsoft Clarity: AI Insights reached 1,000 reviews fastest — in 10 months since launch.
- PageFly ✦ AI Page Builder crossed 1,000 reviews in 36 months — 26 months behind Microsoft Clarity: AI Insights.
- All 5 apps in this set have crossed 1,000 reviews — months-to-1k ranges from 10 to 85, a 75-month spread.
⚠️ Data issue or feedback?
Reach out to us at [email protected].
Most-Reviewed Attribution Shopify Apps
PageFly ✦ AI Page Builder leads attribution Shopify apps with 5,829 cumulative reviews and a 4.9★ average rating. Simprosys Google Shopping Feed (4,772 reviews) and Report Pundit: Custom Reports (1,985 reviews) round out the top 3. Combined, the top 3 apps hold 55.3% 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.
Attribution reviews are spread broadly — PageFly ✦ AI Page Builder (5,829), Simprosys Google Shopping Feed (4,772), and Report Pundit: Custom Reports (1,985) all carry meaningful review bases. With this distribution, review velocity and rating differentiate attribution apps better than total reviews alone.
Attribution Shopify Apps — Long-Term Review Trends
Simprosys Google Shopping Feed accumulated 1,666 new reviews from Jan 2025 to Sep 2026, growing from 3,274 to 4,940 cumulative reviews — a steep addition rate for attribution apps. Across the top 5 plotted attribution 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 attribution apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while Simprosys Google Shopping Feed's 4,940 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Review Growth Velocity in Attribution — Which Apps Grew Fastest
Microsoft Clarity: AI Insights reached 1,000 reviews in 10 months since launch — the fastest ramp among the top 5 attribution apps tracked here. PageFly ✦ AI Page Builder in 36 months, Simprosys Google Shopping Feed in 47 months, Report Pundit: Custom Reports in 51 months, and Hulk Contact Form Builder took 85 months to cross the same milestone, a 75-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 1,890 (Report Pundit: Custom Reports) to 5,680 (PageFly ✦ AI Page Builder) — a 3.0× difference, showing how far ahead the leader has continued to build past the milestone.
The 75-month gap between Microsoft Clarity: AI Insights's and Hulk Contact Form Builder's time-to-1,000 highlights how unevenly product-market fit landed across this attribution 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 Attribution
- Origin: Attribution & Profit — Has accumulated 33 reviews for attribution at a 5.0★ average.
- TrueROAS ‑ AI Ad Attribution — Has accumulated 92 reviews for attribution at a 4.7★ average.
- Juicy Profit Analytics — Has accumulated 81 reviews for attribution at a 4.9★ average.
- Grapevine Post Purchase Survey — Has accumulated 229 reviews for attribution at a 5.0★ average.
- TrueTracked: Ad Attribution — Has accumulated 8 reviews for attribution at a 5.0★ average.
Attribution Shopify Apps — Frequently Asked Questions
1. Which attribution app has the most reviews on Shopify?
PageFly ✦ AI Page Builder has the most reviews among attribution Shopify apps with 5,829 total reviews, ahead of Simprosys Google Shopping Feed at 4,772. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure attribution 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 attribution 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 attribution app is gaining reviews fastest on Shopify?
Microsoft Clarity: AI Insights is gaining the most new reviews this month among attribution 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 attribution 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 attribution 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 attribution Shopify apps?
The top 5 attribution apps average 4.9★ across 15,865 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 attribution app differ from the highest-share app on Shopify?
PageFly ✦ AI Page Builder has accumulated the most reviews over time (5,829), but TrueROAS ‑ AI Ad Attribution 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 attribution 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.
