Ratings and reviews Apps CSV

iOS App Store reviews dataset

Source: apps.apple.com  Β·  Collected: 2021  Β·  Format: CSV

CrawlFeeds is not affiliated with, endorsed by, or sponsored by Apps. This dataset is independently collected from publicly available pages on apps.apple.com. "Apps" is a registered trademark used here solely to describe the source of the data.
Records
124 Thousand
Fields
11
Format
CSV
Last collected
2021

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

_id
Unique identifier for each review
app_id
Unique Apple App Store application identifier
app_name
Name of the iOS application
country
Country where the review was submitted
crawled_at
isEdited
rating
Star rating submitted by the user
review
title
Title or headline of the review
url
userName

Use cases

Global App Store research

Compare user feedback and ratings across more than 100 countries.

Regional sentiment analysis

Understand how customer satisfaction differs by country and market.

App Store Optimization (ASO)

Discover recurring keywords, complaints, and feature requests that influence ratings.

Product improvement analysis

Identify usability issues, bugs, and enhancement opportunities from large-scale user feedback.

Multilingual NLP training

Train language models using real-world app reviews collected from multiple regions.

Customer feedback summarization

Automatically summarize millions of reviews into actionable insights.

Cross-market competitive analysis

Benchmark competing applications using ratings and review trends across international markets.

Review topic extraction

Detect recurring themes such as performance, pricing, usability, subscriptions, and customer support.

App version impact analysis

Measure how software updates influence user ratings and feedback over time.

Voice of Customer analytics

Build dashboards that track customer satisfaction, emerging issues, and product perception.

Frequently asked questions

Which countries are included in this dataset?

The dataset covers App Store reviews from 102 countries, making it suitable for global market analysis.

Can I analyze app performance across different regions?

Yes. Country information allows you to compare user feedback, ratings, and satisfaction across international markets.

Does the dataset include app version information?

Yes. App version data is available for many reviews, making it possible to evaluate the impact of updates on user sentiment.

Is this dataset suitable for multilingual sentiment analysis?

Yes. Reviews are collected from multiple countries, making the dataset valuable for multilingual NLP and cross-market research.

Can I identify common feature requests from user reviews?

Yes. Review titles and detailed feedback can be analyzed to uncover recurring requests, usability issues, and customer expectations.

Sample data preview

_idapp_idapp_namecountrycrawled_atdateisEditedratingreviewtitleurluserNamedeveloperResponse
f1d56d5d-73bf-5544-91c1-ece41d80c5bc363590051netflixbn2021-03-02 09:59:202018-12-13 01:13:12false4Since 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 upContrast settinghttps://apps.apple.com/bn/app/netflix/id363590051Iken82
3ea162f0-db6a-515d-a3a8-6c523f027108363590051netflixbn2021-03-02 09:59:202018-11-29 05:48:10false3Please 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.Downloadshttps://apps.apple.com/bn/app/netflix/id363590051AZ H M ANZ
8d094b99-3c8d-5c78-9413-444d35733197363590051netflixbn2021-03-02 09:59:202020-09-03 09:45:35false5I 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 πŸ₯ΊπŸ₯ΊπŸ₯ΊπŸ₯ΊMake a new seasonhttps://apps.apple.com/bn/app/netflix/id363590051godzzlia
f4e36bcd-d2c5-5a7a-9805-70dbf01fdae3363590051netflixbn2021-03-02 09:59:202018-04-05 14:22:59false1I would like to pay, It says cannot, I would Like to cancel streaming also cannot, what do i do? Can Netflix Reply and helpPayment Method Errorhttps://apps.apple.com/bn/app/netflix/id363590051leong4331
7f82b6bd-d61e-5192-9920-b1ff85d1d46d544007664youtubetd2021-03-04 17:38:082019-02-21 18:04:55false4Γ‡a nous aideBienhttps://apps.apple.com/td/app/youtube/id544007664Mahamout
db6af58a-4800-56a7-b754-e45d1ed5635f544007664youtubetd2021-03-04 17:38:082020-12-28 08:50:04false5the only remark is the fact that we cannot put the screen in index to be on other applicationOnly remarkhttps://apps.apple.com/td/app/youtube/id544007664Gkennth
8d967656-26a7-5270-b726-595fcc8f3d57544007664youtubetd2021-03-04 17:38:082020-06-06 01:04:34false5Very interestingNicehttps://apps.apple.com/td/app/youtube/id544007664nteva
68dc31d8-7bbb-5c94-97bb-b963c0fc8c9c544007664youtubetd2021-03-04 17:38:082020-10-30 21:33:39false5Notre star unique on t loveBiyamihttps://apps.apple.com/td/app/youtube/id544007664benyako
$238.0
$340.0
One-time payment Β· instant delivery
Download dataset Download free sample 🎁 First-time buyer β€” 20% off applied automatically

Dataset highlights

124K+ iOS App Store reviews from thousands of mobile applications
Coverage across 102 countries for global app market analysis
Includes ratings, review titles, detailed feedback, and app metadata
Review dates and app version information available for lifecycle analysis
Supports multilingual user feedback and regional market research
Structured JSON format for large-scale analytics and AI applications
Ideal for sentiment analysis, App Store Optimization (ASO), and product research
Comprehensive review dataset for NLP, LLM training, and mobile intelligence
Our services

Data at any scale, any source

Pre-built datasets, custom scraping, specialist feeds, and image extraction β€” all from one team.

From $175
Web data collection

Custom scraping for any website β€” fields, volume, frequency, and format to your spec. Captchas, proxies, and infrastructure fully managed.

  • Any website or domain
  • One-time or recurring
  • CSV, JSON, Parquet
  • Scraper maintenance included
Submit a request
From $225
ImageHub β€” image extraction

Bulk image downloads with custom folder structures and updated file paths in your records. Delivered via Google Drive or your dashboard.

  • Bulk image downloads
  • Custom folder structure
  • File paths updated in CSV
  • Google Drive delivery
Explore ImageHub
$175+
Standard scraping
Custom
Large-scale & enterprise
$225+
Image extraction
Why CrawlFeeds

Everything you need, none of the overhead

No scrapers to build. No proxies to manage. No infrastructure to maintain.

Instant delivery

Pre-built datasets download immediately after purchase. Custom projects scoped and delivered in days, not weeks.

Free sample first

Every dataset comes with a free sample download. Verify quality, structure, and field coverage before committing.

Fully custom

Need different fields, more volume, or a different source? We scope and build to your exact specification.

Recurring feeds

Weekly, monthly, or quarterly refresh. Delta or full-refresh delivery. Keeps your pipeline current without rebuilding.

Dedicated support

Live chat support on every order. Enterprise projects get a dedicated account manager, SLA, and NDA options.

Legal & compliant

Publicly available data only. No IP violation, no ToS grey areas. Clear sourcing framing on every dataset.

Customer stories

Trusted by data teams worldwide

β˜…β˜…β˜…β˜…β˜…

"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."

S
Sarah M.
Data Analyst, TechCorp
β˜…β˜…β˜…β˜…β˜…

"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."

J
John D.
Marketing Manager, GrowthLabs
β˜…β˜…β˜…β˜…β˜…

"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."

E
Emily R.
Founder, DataInsights

Ready to get your data?

Browse 500+ ready datasets or submit a custom request β€” we'll scope and deliver to your exact requirements.