App Review Insights: App Store & Google Play
Pricing
from $0.25 / app report
App Review Insights: App Store & Google Play
Turn App Store and Google Play reviews into insights: complaint themes, rating by version, weekly trend, feature requests and quotes.
Pricing
from $0.25 / app report
Rating
0.0
(0)
Developer
Scot C
Maintained by CommunityActor stats
0
Bookmarked
2
Total users
1
Monthly active users
a day ago
Last modified
Categories
Share
Turn hundreds of app reviews into a one-page answer to "what are users complaining about, and is it getting better or worse?"
Give it any iOS App Store ID or Google Play package name (yours or a competitor's) and get:
- Complaint themes: crashes/bugs, login, ads, pricing/subscriptions, performance, UI changes, notifications, sync/data loss, support, privacy. Each comes with counts, its share of reviews, and real example quotes.
- Rating by app version: see which release hurt your rating.
- Weekly rating trend.
- Feature requests: sentences like "please add…", "I wish…", "it would be nice if…", pulled out of the reviews.
- Top phrases used by unhappy and by happy users.
- A ready-to-share Markdown report per app, plus structured JSON for your own dashboards.
Optionally, it also exports every raw review (rating, title, text, version, date) as JSON.
Who it's for
- App developers and product managers: triage what to fix next, and check whether a release helped.
- Agencies and consultants: produce a competitor review audit in minutes.
- Market researchers: compare several apps side by side in one run.
Input
| Field | Example |
|---|---|
| App Store IDs | 284882215 (the number after id in the App Store URL) |
| Google Play package names | com.spotify.music |
| Country | us |
| Max reviews per app | 300 |
| Include raw reviews | false |
You can mix both stores and add many apps in a single run.
Output
- Dataset: one insight report row per app.
- Key-value store:
REPORT-<store>-<id>Markdown report per app,REVIEWS-<store>-<id>raw reviews as JSON (if enabled), andOUTPUTwith all reports.
Example report (excerpt)
Spotify on Google Play, 271 recent English reviews:
| Theme | Negative mentions | Share of reviews | Avg rating when mentioned |
|---|---|---|---|
| pricing_subscription | 22 | 16% | 2.6 |
| ads | 19 | 13% | 2.6 |
| crashes_bugs | 5 | 3% | 2.12 |
| Version | Reviews | Avg rating |
|---|---|---|
| 9.1.92.3058 | 184 | 3.79 |
| 9.1.94.1923 | 5 | 2.4 |
Feature requests found: "could you please make it work offline?", "bring back the 3x1 widget."
Pricing
Pay per event: a small fee per app report, plus a tiny per-review fee only when you export raw reviews. Analyzing one app costs well under a dollar.
Notes and limits
- It uses Apple's public customer-review feed, which returns up to 500 of the most recent reviews per country. Google Play supports more.
- Theme detection is keyword based and works best on English reviews.
- It only collects publicly posted reviews. Reviewer names are shown exactly as the stores display them.
