Source: apps.apple.com Β· Collected: 2021 Β· Format: CSV
Description
Unlock the power of user feedback with our iOS App Store Reviews Dataset, a comprehensive collection of reviews from thousands of apps across various categories. This robust App Store dataset includes essential details such as app names, ratings, user comments, timestamps, and more, offering valuable insights into user experiences and preferences.
Perfect for app developers, marketers, and data analysts, this dataset allows you to conduct sentiment analysis, monitor app performance, and identify trends in user behavior. By leveraging the iOS App Store Reviews Dataset, you can refine app features, optimize marketing strategies, and elevate user satisfaction.
Whether you’re tracking mobile app trends, analyzing specific app categories, or developing data-driven strategies, this App Store dataset is an indispensable tool. Download the iOS App Store Reviews Dataset today or contact us for custom datasets tailored to your unique project requirements.
Ready to take your app insights to the next level? Get the iOS App Store Reviews Dataset now or explore our custom data solutions to meet your needs.
Data fields
Use cases
Compare user feedback and ratings across more than 100 countries.
Understand how customer satisfaction differs by country and market.
Discover recurring keywords, complaints, and feature requests that influence ratings.
Identify usability issues, bugs, and enhancement opportunities from large-scale user feedback.
Train language models using real-world app reviews collected from multiple regions.
Automatically summarize millions of reviews into actionable insights.
Benchmark competing applications using ratings and review trends across international markets.
Detect recurring themes such as performance, pricing, usability, subscriptions, and customer support.
Measure how software updates influence user ratings and feedback over time.
Build dashboards that track customer satisfaction, emerging issues, and product perception.
Frequently asked questions
The dataset covers App Store reviews from 102 countries, making it suitable for global market analysis.
Yes. Country information allows you to compare user feedback, ratings, and satisfaction across international markets.
Yes. App version data is available for many reviews, making it possible to evaluate the impact of updates on user sentiment.
Yes. Reviews are collected from multiple countries, making the dataset valuable for multilingual NLP and cross-market research.
Yes. Review titles and detailed feedback can be analyzed to uncover recurring requests, usability issues, and customer expectations.
Sample data preview
| _id | app_id | app_name | country | crawled_at | date | isEdited | rating | review | title | url | userName | developerResponse |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| f1d56d5d-73bf-5544-91c1-ece41d80c5bc | 363590051 | netflix | bn | 2021-03-02 09:59:20 | 2018-12-13 01:13:12 | false | 4 | Since the latest update, the addition of fast forward/backward buttons is a godsend. Can you please add setting for contrast? Most of the series/movies becomes unviewable when night/dark scenes pops up | Contrast setting | https://apps.apple.com/bn/app/netflix/id363590051 | Iken82 | |
| 3ea162f0-db6a-515d-a3a8-6c523f027108 | 363590051 | netflix | bn | 2021-03-02 09:59:20 | 2018-11-29 05:48:10 | false | 3 | Please make the download movies available to all devices that use the same account. I downloaded movies and dramas using the apps in my phone but once I use the app in my laptop my download is not list in there. It can only be seen only in phone. Make it applicable to all if use the same account. Please fix this. Make all the downloaded movies to one account. Not different devices or apps. Thank you. | Downloads | https://apps.apple.com/bn/app/netflix/id363590051 | AZ H M ANZ | |
| 8d094b99-3c8d-5c78-9413-444d35733197 | 363590051 | netflix | bn | 2021-03-02 09:59:20 | 2020-09-03 09:45:35 | false | 5 | I found in YouTube there is another anime season about Meliodas can u put another season there are two more seasons pls put them in the meliodas anime pls pls π₯Ίπ₯Ίπ₯Ίπ₯Ί | Make a new season | https://apps.apple.com/bn/app/netflix/id363590051 | godzzlia | |
| f4e36bcd-d2c5-5a7a-9805-70dbf01fdae3 | 363590051 | netflix | bn | 2021-03-02 09:59:20 | 2018-04-05 14:22:59 | false | 1 | I would like to pay, It says cannot, I would Like to cancel streaming also cannot, what do i do? Can Netflix Reply and help | Payment Method Error | https://apps.apple.com/bn/app/netflix/id363590051 | leong4331 | |
| 7f82b6bd-d61e-5192-9920-b1ff85d1d46d | 544007664 | youtube | td | 2021-03-04 17:38:08 | 2019-02-21 18:04:55 | false | 4 | Γa nous aide | Bien | https://apps.apple.com/td/app/youtube/id544007664 | Mahamout | |
| db6af58a-4800-56a7-b754-e45d1ed5635f | 544007664 | youtube | td | 2021-03-04 17:38:08 | 2020-12-28 08:50:04 | false | 5 | the only remark is the fact that we cannot put the screen in index to be on other application | Only remark | https://apps.apple.com/td/app/youtube/id544007664 | Gkennth | |
| 8d967656-26a7-5270-b726-595fcc8f3d57 | 544007664 | youtube | td | 2021-03-04 17:38:08 | 2020-06-06 01:04:34 | false | 5 | Very interesting | Nice | https://apps.apple.com/td/app/youtube/id544007664 | nteva | |
| 68dc31d8-7bbb-5c94-97bb-b963c0fc8c9c | 544007664 | youtube | td | 2021-03-04 17:38:08 | 2020-10-30 21:33:39 | false | 5 | Notre star unique on t love | Biyami | https://apps.apple.com/td/app/youtube/id544007664 | benyako |
Dataset highlights
Pre-built datasets, custom scraping, specialist feeds, and image extraction β all from one team.
Custom scraping for any website β fields, volume, frequency, and format to your spec. Captchas, proxies, and infrastructure fully managed.
Dedicated data platform for beauty brands and analysts. Product listings, reviews, and pricing from Sephora, Ulta, Nykaa, and 50+ retailers β structured and updated regularly.
Bulk image downloads with custom folder structures and updated file paths in your records. Delivered via Google Drive or your dashboard.
No scrapers to build. No proxies to manage. No infrastructure to maintain.
Pre-built datasets download immediately after purchase. Custom projects scoped and delivered in days, not weeks.
Every dataset comes with a free sample download. Verify quality, structure, and field coverage before committing.
Need different fields, more volume, or a different source? We scope and build to your exact specification.
Weekly, monthly, or quarterly refresh. Delta or full-refresh delivery. Keeps your pipeline current without rebuilding.
Live chat support on every order. Enterprise projects get a dedicated account manager, SLA, and NDA options.
Publicly available data only. No IP violation, no ToS grey areas. Clear sourcing framing on every dataset.
"Saved us 100+ hours of manual data collection. Data quality is excellent and delivery was instant. Would recommend to any team that needs structured web data fast."
"The free sample let me verify quality before purchasing. Much cheaper than hiring a developer to build a scraper, and the data came clean and ready to use."
"Fresh data, reliable delivery, and a team that actually responds. The first-time buyer discount was a nice bonus. We've now used CrawlFeeds across three projects."
Browse 500+ ready datasets or submit a custom request β we'll scope and deliver to your exact requirements.