Profit Tracking Shopify Apps – Reviews & Rating Trends

(Updated October 2026) Compare reviews and ratings for profit tracking 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 tracking apps.

Juicy Profit Analytics currently leads on 32.6% market share, followed by 4Seller: Order & Inventory at 22.6%. A top-heavy field — three apps account for 73.2% of tracked installs.

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Profit Tracking Shopify Apps — Full Reviews Table

All tracked profit tracking 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.

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Reviews are as ofToday.Change is betweenSep 27andToday

Showing 1-10 out of 64

Key Insights:

  • CWILL Order Tracking leads profit tracking apps with 3,211 total reviews — 3,008 more than BeProfit ‑ Profit Analytics (203).
  • Top 3 apps (CWILL Order Tracking, BeProfit ‑ Profit Analytics, Juicy Profit Analytics) hold 86.6% of all reviews across the top 10 tracked profit tracking apps.
  • CWILL Order Tracking is gaining reviews fastest this month (+47) — strong recent install momentum.
  • 6 of 10 top-reviewed profit tracking apps gained new reviews this period; 0 saw no net additions.
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Profit Tracking Shopify Apps — Cumulative Review Trend

Monthly cumulative review count for the top 5 profit tracking Shopify apps over the past year — a longitudinal view of which apps keep accumulating reviews and which have flattened.

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Charts Data
Monthly cumulative review count for the top 5 profit tracking Shopify apps over the latest 6 months.
AppMay 2026Jun 2026Jul 2026Aug 2026Sep 2026Oct 2026
CWILL Order TrackingCWILL Order Tracking2,8021222,9381363,0561183,116603,168523,21143
BeProfit ‑ Profit AnalyticsBeProfit ‑ Profit Analytics1991199–20012033203–203–
Juicy Profit AnalyticsJuicy Profit Analytics565571636731083109714
Commander: AI Growth EngineCommander: AI Growth Engine95–95–95–95–95–95–
TrueROAS ‑ AI Ad AttributionTrueROAS ‑ AI Ad Attribution5611691377886995995–

Key Insights:

  • CWILL Order Tracking's cumulative reviews grew from 1,195 to 3,211 over the charted period — 2,016 new reviews accumulated.
  • CWILL Order Tracking's 3,211 cumulative reviews sit 33.8× above TrueROAS ‑ AI Ad Attribution's 95 at the bottom of the plotted profit tracking set — a wide spread between long-running leaders and newer entrants.
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Fastest to 1,000 Reviews — Profit Tracking Shopify Apps

Race-style view of how the top 5 profit tracking 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.

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Review velocity for the top 5 profit tracking Shopify apps — months since launch to reach 1,000 reviews and current cumulative review count.
AppMonths to Reach 1,000 ReviewsCurrent Review Count
CWILL Order TrackingCWILL Order Tracking563,179
BeProfit ‑ Profit AnalyticsBeProfit ‑ Profit AnalyticsNot yet reached203
TrueROAS ‑ AI Ad AttributionTrueROAS ‑ AI Ad AttributionNot yet reached93
Juicy Profit AnalyticsJuicy Profit AnalyticsNot yet reached92
Commander: AI Growth EngineCommander: AI Growth EngineNot yet reached60

Key Insights:

  • CWILL Order Tracking reached 1,000 reviews fastest — in 56 months since launch.
  • 4 of the top 5 profit tracking apps haven't yet crossed 1,000 reviews — BeProfit ‑ Profit Analytics is closest at 203 cumulative.
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Data issue or feedback? Reach out to us at [email protected].

Most-Reviewed Profit Tracking Shopify Apps

CWILL Order Tracking leads profit tracking Shopify apps with 3,211 cumulative reviews and a 5.0★ average rating. BeProfit ‑ Profit Analytics (203 reviews) and Juicy Profit Analytics (97 reviews) round out the top 3. Combined, the top 3 apps hold 86.6% of all reviews across the top tier — a fragmented review landscape with reviews spread broadly. Notable mover: CWILL Order Tracking added the most new reviews this month (+47) — a strong recent install signal.

Profit Tracking reviews are spread broadly — CWILL Order Tracking (3,211), BeProfit ‑ Profit Analytics (203), and Juicy Profit Analytics (97) all carry meaningful review bases. With this distribution, review velocity and rating differentiate profit tracking apps better than total reviews alone.

Profit Tracking Shopify Apps — Long-Term Review Trends

CWILL Order Tracking accumulated 2,016 new reviews from Jan 2025 to Oct 2026, growing from 1,195 to 3,211 cumulative reviews — a steep addition rate for profit tracking apps. Across the top 5 plotted profit tracking 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 profit tracking apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while CWILL Order Tracking's 3,211 cumulative base reflects long-running adoption that may or may not still be translating to new installs.

Review Growth Velocity in Profit Tracking — Which Apps Grew Fastest

CWILL Order Tracking is the only app in this set to have crossed 1,000 reviews, reaching the milestone in 56 months since launch. The remaining 4 profit tracking 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: BeProfit ‑ Profit Analytics at 203, TrueROAS ‑ AI Ad Attribution at 93, Juicy Profit Analytics at 92, Commander: AI Growth Engine at 60 cumulative reviews. BeProfit ‑ Profit Analytics is closest to the milestone — its current count puts it roughly 20% of the way to 1,000.

CWILL Order Tracking 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 profit tracking category.

Top 5 Apps in Profit Tracking

  1. Stockroom ‑ Purchase Orders — Has accumulated 0 reviews for profit tracking at a 4.9★ average.
  2. RabbitROI: COD Form & Profit — Has accumulated 5 reviews for profit tracking at a 5.0★ average.
  3. 4Seller: Order & Inventory — Has accumulated 53 reviews for profit tracking at a 5.0★ average.
  4. Dianxiaomi(店小秘) — Has accumulated 20 reviews for profit tracking at a 4.0★ average.
  5. Juicy Profit Analytics — Has accumulated 97 reviews for profit tracking at a 4.9★ average.

Profit Tracking Shopify Apps — Frequently Asked Questions

1. Which profit tracking app has the most reviews on Shopify?

CWILL Order Tracking has the most reviews among profit tracking Shopify apps with 3,211 total reviews, ahead of BeProfit ‑ Profit Analytics at 203. Sort the table by Reviews (High to Low) to see the full ranked list.

2. How are reviews used to measure profit tracking 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 tracking 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 tracking app is gaining reviews fastest on Shopify?

CWILL Order Tracking is gaining the most new reviews this month among profit tracking apps, adding 47 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 tracking app reached 1,000 reviews fastest on Shopify?

CWILL Order Tracking hit 1,000 reviews in 56 months since launch — the fastest review ramp among tracked profit tracking 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 tracking Shopify apps?

The top 5 profit tracking apps average 4.8★ across 3,627 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 profit tracking app differ from the highest-share app on Shopify?

CWILL Order Tracking has accumulated the most reviews over time (3,211), but Juicy Profit 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 profit tracking 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.

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