Store Analytics Shopify Apps — Full Reviews Table
All tracked store analytics 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 |
|---|---|---|
 Section Store: Theme Sections | 3,00143 | 4.9 |
 TP: True Profit Analytics | 92220 | 5.0 |
 Lifetimely Profit Analytics | 58438 | 4.9 |
 TA MAPPY: Store Locator & Maps | 46114 | 4.9 |
 Atlas: AI Store Builder | 3746 | 4.6 |
 Stockist Store Locator | 3515 | 5.0 |
 Foxify AI Store Builder | 3282 | 4.9 |
 LitExtension Store Migration | 3231 | 4.9 |
 Koin Store Credit & Rewards | 18512 | 5.0 |
 Inventory Sync, Multi store TP | 14711 | 4.8 |
Showing 1-10 out of 57
Key Insights:
- Section Store: Theme Sections leads store analytics apps with 3,001 total reviews — 2,079 more than TP: True Profit Analytics (922).
- Top 3 apps (Section Store: Theme Sections, TP: True Profit Analytics, Lifetimely Profit Analytics) hold 67.5% of all reviews across the top 10 tracked store analytics apps.
- Section Store: Theme Sections is gaining reviews fastest this month (+43) — strong recent install momentum.
- 10 of 10 top-reviewed store analytics apps gained new reviews this period; 0 saw no net additions.
Store Analytics Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 store analytics 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 |
|---|---|---|---|---|---|---|
| Section Store: Theme Sections | 2,503122 | 2,610107 | 2,741131 | 2,869128 | 2,95889 | 3,00143 |
| TP: True Profit Analytics | 81533 | 84530 | 86621 | 88923 | 90213 | 92220 |
| Lifetimely Profit Analytics | 4978 | 5014 | 51817 | 52810 | 54618 | 58438 |
| TA MAPPY: Store Locator & Maps | 39823 | 41315 | 42613 | 43812 | 4479 | 46114 |
| Atlas: AI Store Builder | 32011 | 33616 | 3437 | 3529 | 36816 | 3746 |
Key Insights:
- Section Store: Theme Sections's cumulative reviews grew from 646 to 3,001 over the charted period — 2,355 new reviews accumulated.
- Section Store: Theme Sections's 3,001 cumulative reviews sit 8.0× above Atlas: AI Store Builder's 374 at the bottom of the plotted store analytics set — a wide spread between long-running leaders and newer entrants.
Fastest to 1,000 Reviews — Store Analytics Shopify Apps
Race-style view of how the top 5 store analytics 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 |
|---|---|---|
| Section Store: Theme Sections | 40 | 2,975 |
| TP: True Profit Analytics | Not yet reached | 917 |
| Lifetimely Profit Analytics | Not yet reached | 561 |
| TA MAPPY: Store Locator & Maps | Not yet reached | 445 |
| Atlas: AI Store Builder | Not yet reached | 374 |
Key Insights:
- Section Store: Theme Sections reached 1,000 reviews fastest — in 40 months since launch.
- 4 of the top 5 store analytics apps haven't yet crossed 1,000 reviews — TP: True Profit Analytics is closest at 917 cumulative.
Most-Reviewed Store Analytics Shopify Apps
Section Store: Theme Sections leads store analytics Shopify apps with 3,001 cumulative reviews and a 4.9★ average rating. TP: True Profit Analytics (922 reviews) and Lifetimely Profit Analytics (584 reviews) round out the top 3. Combined, the top 3 apps hold 67.5% of all reviews across the top tier — a fragmented review landscape with reviews spread broadly. Notable mover: Section Store: Theme Sections added the most new reviews this month (+43) — a strong recent install signal.
Store Analytics reviews are spread broadly — Section Store: Theme Sections (3,001), TP: True Profit Analytics (922), and Lifetimely Profit Analytics (584) all carry meaningful review bases. With this distribution, review velocity and rating differentiate store analytics apps better than total reviews alone.
Store Analytics Shopify Apps — Long-Term Review Trends
Section Store: Theme Sections accumulated 2,355 new reviews from Jan 2025 to Oct 2026, growing from 646 to 3,001 cumulative reviews — a steep addition rate for store analytics apps. Across the top 5 plotted store analytics 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 store analytics apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while Section Store: Theme Sections's 3,001 cumulative base reflects long-running adoption that may or may not still be translating to new installs.
Review Growth Velocity in Store Analytics — Which Apps Grew Fastest
Section Store: Theme Sections is the only app in this set to have crossed 1,000 reviews, reaching the milestone in 40 months since launch. The remaining 4 store analytics apps tracked here are still building toward 1,000 — current cumulative review counts give the clearest picture of where each one stands today.
4 apps on this chart haven't yet crossed 1,000 reviews: TP: True Profit Analytics at 917, Lifetimely Profit Analytics at 561, TA MAPPY: Store Locator & Maps at 445, Atlas: AI Store Builder at 374 cumulative reviews. TP: True Profit Analytics is closest to the milestone — its current count puts it roughly 92% of the way to 1,000.
Section Store: Theme Sections is the only app in this set to have crossed 1,000 reviews so far — a useful signal for merchants that one app has already proved sustained adoption while the others remain in the "promising but unproven" tier of the store analytics category.
Top 5 Apps in Store Analytics
- ABC Store Analytics — Has accumulated 11 reviews for store analytics at a 5.0★ average.
- 8Data: Supply Chain Management — Has accumulated 2 reviews for store analytics at a 1.0★ average.
- Cartlytics ‑ Cart Analytics — Has accumulated 54 reviews for store analytics at a 4.9★ average.
- Kluck Ads ‑ AI Ads & Creatives — Has accumulated 0 reviews for store analytics.
- retailQ: Multi‑store Analytics — Has accumulated 1 reviews for store analytics at a 5.0★ average.
Store Analytics Shopify Apps — Frequently Asked Questions
1. Which store analytics app has the most reviews on Shopify?
Section Store: Theme Sections has the most reviews among store analytics Shopify apps with 3,001 total reviews, ahead of TP: True Profit Analytics at 922. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure store analytics 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 store analytics 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 store analytics app is gaining reviews fastest on Shopify?
Section Store: Theme Sections is gaining the most new reviews this month among store analytics apps, adding 43 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
4. Which store analytics app reached 1,000 reviews fastest on Shopify?
Section Store: Theme Sections hit 1,000 reviews in 40 months since launch — the fastest review ramp among tracked store analytics 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 store analytics Shopify apps?
The top 5 store analytics apps average 4.9★ across 5,272 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 store analytics app differ from the highest-share app on Shopify?
Section Store: Theme Sections has accumulated the most reviews over time (3,001), but Cartlytics ‑ Cart Analytics 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 store analytics 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.
