App reviews are some of the richest free signal you can get about a product: feature requests, bugs, churn reasons, and head-to-head comparisons with competitors, written by real users every day. The problem is that neither the App Store nor Google Play gives you a clean way to export reviews to CSV. Here’s how to actually get app reviews into a spreadsheet you can analyze in 2026.
Skip the scraper — get the reviews delivered
App Review Intelligence delivers every iOS + Google Play review for your apps and competitors, normalized, on a schedule (CSV+JSON).
Why export app reviews to CSV?
Once reviews are in a CSV (or JSON) file, you can do the things the store pages won’t let you:
- Surface recurring complaints and feature requests at scale instead of reading one page at a time.
- Track rating and sentiment trends over weeks and months.
- Feed the text into a BI dashboard or an LLM to cluster themes automatically.
- Benchmark your app against competitors on the same fields.
The DIY options (and where they fall short)
Apple’s public RSS feed returns only the most recent reviews per country, with no historical depth, as JSON rather than CSV, and split per storefront. Manual copy-paste doesn’t scale past a handful. Building your own scraper works, but then you own the rate-limit handling, the iOS-vs-Android schema differences, and the maintenance every time a page changes.
The fast way: a ready-made reviews scraper
Instead of building from scratch, you can run a ready-made scraper and export the dataset as CSV or JSON in a couple of clicks. Our App Store Reviews Scraper (iOS) and Google Play Reviews Scraper pull ratings, review title and body, author, date, app version, and developer replies — pay per result, no infrastructure to run. For a fuller walkthrough of monitoring both stores at once, see our bulk review monitoring guide.
The fields you get
A typical export includes: app name, rating (1–5), review title, review body, reviewer handle, review date, app version, country/storefront, and the developer’s reply where present — normalized so iOS and Android line up in the same columns.
App Review Intelligence delivers cleaned iOS App Store + Google Play reviews for the apps you choose — CSV + JSON, refreshed on schedule.
See App Review Intelligence →
Built from publicly available app-store review pages. Not affiliated with, endorsed by, or sponsored by Apple, Google, the App Store, or Google Play.
Don’t want to run the API yourself?
The App Review Intelligence
delivers this as a maintained, ready-to-use dataset — refreshed every morning, no code required.
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