App Store Reviews + Insights Report
Pricing
from $0.40 / 1,000 reviews
App Store Reviews + Insights Report
Download iOS App Store reviews from multiple countries and get an instant insights report per app: top complaint themes (crashes, login, pricing, ads...), negative phrases, rating by app version and month, and the most-upvoted critical reviews. For ASO, product teams and competitor research.
Pricing
from $0.40 / 1,000 reviews
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0.0
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Feedwise Data
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2
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Monthly active users
2 days ago
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Download iOS App Store reviews from many countries at once and get an instant insights report for every app — no spreadsheet work, no AI credits.
What the insights report tells you
- Top complaint themes with their share of negative reviews: crashes/bugs, login/account, pricing/subscription, ads, performance, UI/UX, customer support, notifications, sync/data loss, privacy, and feature requests — each with the most-upvoted example.
- Top negative and positive phrases (2- and 3-word phrases people repeat).
- Rating by app version — spot the release that broke things.
- Rating by month and by country.
- Most helpful critical reviews — the complaints other users agree with.
Real example (Duolingo, 600 recent reviews, US/GB/IN): 18% negative; subscription/pricing mentioned in 33% of negative reviews; latest version 7.141.1 averages 3.85★ vs 4.55★ two releases earlier; India rates the app 4.3★ vs 3.8★ in the US.
Who it's for
- ASO and app marketers — track sentiment after every release.
- Product managers — turn reviews into a prioritised bug and feature list.
- Competitor research — see exactly why users dislike a rival app.
- Agencies — generate a client-ready review audit in one run.
Input
Apps can be App Store URLs, numeric IDs, or names (best match). Apple publishes up to 500 recent reviews per country; adding countries gives you more reviews.
Output
The dataset contains two row types:
type: "review"— rating, title, text, version, author, date, votes, country and detectedthemes.type: "insights"— one report per app (distribution, themes, phrases, versions, monthly, countries, most helpful negatives) plus app metadata (store rating, rating count, current version).
Switch off outputReviews if you only want the reports.
Pricing
Pay per event: a small fee per review saved, and a fixed fee per insights report.
Data source
Apple's public customer-review feeds and the iTunes lookup API. No login or scraping of private data.
