Expense Tracking Shopify Apps – Reviews & Rating Trends
(Updated October 2026) Compare reviews and ratings for expense 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 expense tracking apps.
Expense Tracking Shopify Apps — Full Reviews Table
All tracked expense 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.
| App | Reviews | Rating |
|---|---|---|
 17TRACK Order Tracking | 4,085218 | 4.9 |
 QuickBooks Online | 3,16764 | 4.8 |
 CWILL Order Tracking | 3,053121 | 5.0 |
 Data Export IO: Report | 1,99611 | 5.0 |
 Report Pundit: Custom Reports | 1,97928 | 5.0 |
 Track123 Order Tracking | 1,66361 | 4.9 |
 Webgility ‑ QuickBooks Online | 8876 | 4.9 |
 TP: True Profit Analytics | 86522 | 5.0 |
 Mipler ‑ Advanced Reports | 61313 | 4.9 |
 Webgility x QuickBooks Desktop | 4876 | 4.9 |
Showing 1-10 out of 69
Key Insights:
- 17TRACK Order Tracking leads expense tracking apps with 4,085 total reviews — 918 more than QuickBooks Online (3,167).
- Top 3 apps (17TRACK Order Tracking, QuickBooks Online, CWILL Order Tracking) hold 54.8% of all reviews across the top 10 tracked expense tracking apps.
- 17TRACK Order Tracking is gaining reviews fastest this month (+218) — strong recent install momentum.
- 10 of 10 top-reviewed expense tracking apps gained new reviews this period; 0 saw no net additions.
Expense Tracking Shopify Apps — Cumulative Review Trend
Monthly cumulative review count for the top 5 expense tracking 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 |
|---|---|---|---|---|---|---|
| 17TRACK Order Tracking | 3,660220 | 3,876216 | 4,101225 | 4,281180 | 4,422141 | 4,44018 |
| QuickBooks Online | 3,05460 | 3,10551 | 3,17065 | 3,24171 | 3,31776 | 3,3269 |
| CWILL Order Tracking | 2,802122 | 2,938136 | 3,056118 | 3,11660 | 3,16852 | 3,17810 |
| Report Pundit: Custom Reports | 1,91633 | 1,95236 | 1,98230 | 2,01937 | 2,04526 | 2,0494 |
| Data Export IO: Report | 1,96719 | 1,98619 | 1,99610 | 2,0026 | 2,01614 | 2,0171 |
Key Insights:
- 17TRACK Order Tracking's cumulative reviews grew from 1,294 to 4,440 over the charted period — 3,146 new reviews accumulated.
- 17TRACK Order Tracking's 4,440 cumulative reviews sit 2.2× above Data Export IO: Report's 2,017 at the bottom of the plotted expense tracking set — a wide spread between long-running leaders and newer entrants.
- 17TRACK Order Tracking'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 — Expense Tracking Shopify Apps
Race-style view of how the top 5 expense 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.
Charts Data
| App | Months to Reach 1,000 Reviews | Current Review Count |
|---|---|---|
| 17TRACK Order Tracking | 36 | 4,410 |
| Report Pundit: Custom Reports | 51 | 2,045 |
| CWILL Order Tracking | 56 | 3,164 |
| QuickBooks Online | 56 | 3,323 |
| Data Export IO: Report | 74 | 2,014 |
Key Insights:
- 17TRACK Order Tracking reached 1,000 reviews fastest — in 36 months since launch.
- Report Pundit: Custom Reports crossed 1,000 reviews in 51 months — 15 months behind 17TRACK Order Tracking.
- All 5 apps in this set have crossed 1,000 reviews — months-to-1k ranges from 36 to 74, a 38-month spread.
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Most-Reviewed Expense Tracking Shopify Apps
17TRACK Order Tracking leads expense tracking Shopify apps with 4,085 cumulative reviews and a 4.9★ average rating. QuickBooks Online (3,167 reviews) and CWILL Order Tracking (3,053 reviews) round out the top 3. Combined, the top 3 apps hold 54.8% of all reviews across the top tier — a tight oligopoly where the leader's review flywheel is hard to break. Notable mover: 17TRACK Order Tracking added the most new reviews this month (+218) — a strong recent install signal.
17TRACK Order Tracking's 4,085-review base reflects long-running merchant adoption in expense tracking — a tenure signal for merchants who weight track record alongside current fit. QuickBooks Online (3,167 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.
Expense Tracking Shopify Apps — Long-Term Review Trends
17TRACK Order Tracking accumulated 3,146 new reviews from Jan 2025 to Oct 2026, growing from 1,294 to 4,440 cumulative reviews — a steep addition rate for expense tracking apps. Across the top 5 plotted expense 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.
17TRACK Order Tracking's lead in cumulative reviews compounds in concentrated expense tracking 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 4,440 cumulative base.
Review Growth Velocity in Expense Tracking — Which Apps Grew Fastest
17TRACK Order Tracking reached 1,000 reviews in 36 months since launch — the fastest ramp among the top 5 expense tracking apps tracked here. Report Pundit: Custom Reports in 51 months, CWILL Order Tracking in 56 months, QuickBooks Online in 56 months, and Data Export IO: Report took 74 months to cross the same milestone, a 38-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 2,014 (Data Export IO: Report) to 4,410 (17TRACK Order Tracking) — a 2.2× difference, showing how far ahead the leader has continued to build past the milestone.
The 38-month gap between 17TRACK Order Tracking's and Data Export IO: Report's time-to-1,000 highlights how unevenly product-market fit landed across this expense tracking 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 Expense Tracking
- QuickBooks Online — Has accumulated 3,326 reviews for expense tracking at a 4.6★ average.
- Report Pundit: Custom Reports — Has accumulated 2,049 reviews for expense tracking at a 5.0★ average.
- Stockroom ‑ Purchase Orders — Has accumulated 0 reviews for expense tracking at a 4.9★ average.
- Mipler ‑ Advanced Reports — Has accumulated 651 reviews for expense tracking at a 5.0★ average.
- TP: True Profit Analytics — Has accumulated 906 reviews for expense tracking at a 4.9★ average.
Expense Tracking Shopify Apps — Frequently Asked Questions
1. Which expense tracking app has the most reviews on Shopify?
17TRACK Order Tracking has the most reviews among expense tracking Shopify apps with 4,085 total reviews, ahead of QuickBooks Online at 3,167. Sort the table by Reviews (High to Low) to see the full ranked list.
2. How are reviews used to measure expense 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 expense 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 expense tracking app is gaining reviews fastest on Shopify?
17TRACK Order Tracking is gaining the most new reviews this month among expense tracking apps, adding 218 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.
4. Which expense tracking app reached 1,000 reviews fastest on Shopify?
17TRACK Order Tracking hit 1,000 reviews in 36 months since launch — the fastest review ramp among tracked expense 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 expense tracking Shopify apps?
The top 5 expense tracking apps average 4.9★ across 14,956 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 expense 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.
