Ratings and reviews dataset from apps
This comprehensive iOS application reviews dataset contains thousands of authentic user reviews from the Apple App Store in English. The dataset provides valuable insights for app developers, marketers, and researchers studying mobile application performance and user sentiment.
Key Features:
- Real user reviews from popular iOS apps
- Star ratings from 1 to 5 stars
- Review dates and timestamps
- App store URLs and metadata
- User demographics and location data
- App version information
- Review titles and detailed feedback
Applications: Perfect for sentiment analysis, app store optimization, mobile app development research, user experience studies, and competitive analysis. This dataset enables businesses to understand user preferences, identify app improvement opportunities, and develop better mobile applications.
Data Quality: All reviews are genuine user feedback collected from the official Apple App Store, ensuring authenticity and reliability for research and business intelligence purposes. The dataset covers various app categories including fitness, shopping, education, entertainment, and productivity applications.
Data points:
rating, review_date, app_name, title, country, tags, app_id, content, version, link, _id, user_name
Data points count:
12
Total Downloads
2223 +
Total Views
2941
Availability or Type:
Immediately
Delivery time:
immediately
$288.75
$ 385.0Price
CSV
Format
460 Thousand
Records
What You Get
- 460 Thousand verified records
- CSV format — ready to use
- Immediate delivery
- Save $96.25 vs manual collection
Related datasets
Demo:
| rating | review_date | app_name | tags | country | title | app_id | content | version | link | _id | user_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | 2021-03-04T00:00:00Z | virgin-pulse | us | Needed Motivation | 793322895 | There are days that I would want to go home after work and do nothing, but this app motivates me to get my daily steps. | 3.168.0 | https://apps.apple.com/us/app/virgin-pulse/id793322895 | 6e6b1fa2-eee3-576f-943e-0220a0a208cc | Beginner Guitar Gal | ||
| 5 | 2021-03-19T00:00:00Z | shein-shopping-womens-clothing-fashion | Love it | us | Love It | 878577184 | Absolutely love this site. Not only do they have affordable clothing, but they are very cute and well-made. Their return policy is awesome and they are extremely helpful. I highly recommend this company!!! ❤️ | 7.5.0 | https://apps.apple.com/us/app/shein-shopping-womens-clothing-fashion/id878577184 | b692d5ca-415b-5aac-b372-4fcc067bf338 | TB79!! | |
| 2 | 2021-03-15T00:00:00Z | brainly-homework-help-problem-solver | Ads, Spending | us | Very helpful but... | 745089947 | It’s very helpful for a certain amount of time, but after a while of using the app or the website, it stopped giving me the option to watch the ad and tried to get me to pay for it, so no. It’s only useful to a certain extent. (But at least I was using it for about 2 1/2 months) | 4.19.8 | https://apps.apple.com/us/app/brainly-homework-help-problem-solver/id745089947 | 77560088-03c2-5235-9982-914dfc003d00 | Ixnay_mi | |
| 5 | 2021-03-05T00:00:00Z | mymail-email-for-hotmail-gmail-and-yahoo-mail | Device | gb | Good app | 722120997 | Always used this app for years, works better than app already on iPhone. It makes it easy to access my different emails all in one place | 13.3 | https://apps.apple.com/gb/app/mymail-email-for-hotmail-gmail-and-yahoo-mail/id722120997 | a0ed0672-d137-555f-984a-18ce90f150f2 | Cowpops | |
| 3 | 2021-02-16T00:00:00Z | gin-rummy-plus-multiplayer-online-card-game | Ads | us | Too many pop ups | 1068095192 | It’s a good, fun game overall but too many pop ups | 7.12.1 | https://apps.apple.com/us/app/gin-rummy-plus-multiplayer-online-card-game/id1068095192 | 05f33440-4b34-5d50-9189-974c9517bfcc | Mgbostonmass056732 | |
| 5 | 2021-02-21T00:00:00Z | shein-shopping-womens-clothing-fashion | dk | Shein | 878577184 | Super great quality and u can get everything on here like shoes bags clothes stuff to homo makeup pets clothes and toys!!! And much more!!! | 7.4.7 | https://apps.apple.com/dk/app/shein-shopping-womens-clothing-fashion/id878577184 | 366c6dbe-ec42-51f5-ae87-9da24f750d46 | emmau08 | ||
| 5 | 2021-02-18T00:00:00Z | bible | Family, Love it | us | Love learning about our king! | 282935706 | I’ve enjoyed this app for some time. I love waking up reading the verse of the day and totally enjoy reading bible plans alone and with friends and family. They have every subject you can think of and every emotion your feeling. When I Don’t feel like reading, I can listen to a scripture or a plan. They have made it so easy and there is now no excuse not to read. I love that I had deepened my relationship with God and have strengthened my relationship with him. Love this app... I’m sure none other can compare. | 8.23.1 | https://apps.apple.com/us/app/bible/id282935706 | e70ad906-4d4c-57d6-a3e5-91559ffd0e3d | Mz Washington | |
| 5 | 2021-02-13T00:00:00Z | beyondmenu-food-delivery | us | Easy to use | 760852900 | Very easy to use! | 2.79 | https://apps.apple.com/us/app/beyondmenu-food-delivery/id760852900 | 22d1d47c-5710-5ec7-868c-64a9b364e3f1 | Jenjenerrn | ||
| 5 | 2021-03-20T00:00:00Z | robux-spin-wheel-for-roblox | us | It's one of the bst free robux apps I have ever seen. | 1504664359 | It's one of the bst free robux apps I have ever seen. | 1.0 | https://apps.apple.com/us/app/robux-spin-wheel-for-roblox/id1504664359 | 8da63d6c-4e79-573a-897a-457e8c2bb9aa | ⚽️✨🧡Maxy⚽️✨🧡 | ||
| 5 | 2021-03-04T00:00:00Z | bible | Love it | gb | Excellent | 282935706 | The bible app is excellent, with so much functionality. You can not only read the bible , you can find amazing devotionals , highlight and make cool designs out of your favourite bible verses and also make notes and save prayers! | 8.23.1 | https://apps.apple.com/gb/app/bible/id282935706 | e2754ee7-3536-5a39-b358-7846973e3a88 | liveitlove |
Tags:
I Os App Reviews Apple App Store Mobile App Data User Reviews Dataset Sentiment Analysis App Store Analytics Mobile Application Research Ios Development App Performance Data English Reviews User Feedback Data Mobile App Insights App Rating Analysis Ios Apps Dataset Machine Learning Data Text Mining User Experience Data App Store Reviews Mobile Analytics App Store Optimization Mobile Development User Sentiment App Feedback Ios Applications Apple Store Data Mobile Research App Analytics User Ratings Mobile App Reviews Ios Data App Store Data Mobile Apps User Comments App Evaluation Mobile Marketing Ios Research App Development Data Mobile User Feedback
Why Buy Instead of Scraping?
| Our Dataset | Manual Scraping | |
|---|---|---|
| Time Required |
Instant
Instant download |
50–100+ hours
Build scraper + run + clean data |
| Total Cost |
$288.75
One-time payment |
$500–2000+
Developer time + infrastructure |
| Data Quality |
Pre-verified & cleaned
Updated 9 months ago |
May have errors, requires cleaning |
| Updates |
One-time snapshot
Contact us for fresh updates |
One-time only Must rebuild scraper |
| Legal Risk | None — legal data | IP blocks, ToS violations |
| Support | Live chat support | DIY debugging |
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$211+ and 100+ hours
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