| --- |
| license: cc-by-4.0 |
| language: |
| - en |
| pretty_name: "App Store Reviews Scraper" |
| size_categories: |
| - 10K<n<100K |
| tags: |
| - "reapx" |
| - "web-scraping" |
| - "open-data" |
| - "app-store-reviews-scraper" |
| - "store" |
| - "reviews" |
| - "ratings" |
| - "version" |
| - "history" |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: app-store-reviews-scraper.jsonl |
| --- |
| |
|  |
|
|
| # App Store Reviews Scraper |
|
|
| Scrape Apple App Store reviews, star ratings and app version history for any iOS app in any country storefront. No login, no API key. |
|
|
| | | | |
| | --- | --- | |
| | Rows in this dataset | 23,048 | |
| | Fields | 43 | |
| | Collector runs behind it | 88 | |
| | Most recent observation | 2026-08-04 | |
| | Browsable presentation | [https://reapx.dev/data/app-store-reviews-scraper/](https://reapx.dev/data/app-store-reviews-scraper/) — 176 entity pages | |
| | Run the collector yourself | [https://apify.com/reapx/app-store-reviews-scraper](https://apify.com/reapx/app-store-reviews-scraper) | |
|
|
| ## What this is |
|
|
| Every row here was returned by a real run of a public collector. Nothing is generated from a |
| template over a keyword list: a row exists because a run observed it. |
|
|
| A browsable presentation of the subset that carries an addressable `appId` is published as |
| 176 entity pages at [https://reapx.dev/data/app-store-reviews-scraper/](https://reapx.dev/data/app-store-reviews-scraper/), one page per entity. **This dataset is |
| the larger of the two** — rows whose payload has no field that can address a page are here and |
| are not published there. |
|
|
| ## Provenance |
|
|
| Each row carries `_run_id` and `_dataset_id`, naming the collector run that produced it, so any |
| row can be traced back to the run that observed it. Rows observed by more than one run are |
| deduplicated on content; 27 duplicate observations were collapsed. |
|
|
| ## Files |
|
|
| - `app-store-reviews-scraper.jsonl` — one JSON object per row, the canonical form |
| - `app-store-reviews-scraper.csv` — the same rows flattened; nested values are JSON-encoded within their cell |
| so they round-trip |
| - `dataset.json` — schema.org `Dataset` metadata |
|
|
| ## Loading it |
|
|
| ```python |
| from datasets import load_dataset |
| ds = load_dataset("reapxdev/app-store-reviews-scraper", split="train") |
| ``` |
|
|
| ## A sample of the published entities |
|
|
| - [YouTube Music](https://reapx.dev/data/app-store-reviews-scraper/1017492454/) |
| - [Wordscapes - Word Game](https://reapx.dev/data/app-store-reviews-scraper/1207472156/) |
| - [Proton VPN: Fast & Secure](https://reapx.dev/data/app-store-reviews-scraper/1437005085/) |
| - [CapCut - Editor de vídeo](https://reapx.dev/data/app-store-reviews-scraper/1500855883/) |
| - [YouCut - Editor de Vídeo AI](https://reapx.dev/data/app-store-reviews-scraper/1620499741/) |
| - [Wells Fargo Mobile®](https://reapx.dev/data/app-store-reviews-scraper/311548709/) |
| - [Netflix](https://reapx.dev/data/app-store-reviews-scraper/363590051/) |
| - [VPN Hotspot Shield: Secure VPN](https://reapx.dev/data/app-store-reviews-scraper/443369807/) |
| - [Spending Tracker](https://reapx.dev/data/app-store-reviews-scraper/548615579/) |
| - [Claude by Anthropic](https://reapx.dev/data/app-store-reviews-scraper/6473753684/) |
| - [Workout for Women: Fitness App](https://reapx.dev/data/app-store-reviews-scraper/839285684/) |
| - [EveryDollar: Budget Management](https://reapx.dev/data/app-store-reviews-scraper/942571931/) |
|
|
| ## Related |
|
|
| - All sources: <https://reapx.dev/data/> · machine-readable index: <https://reapx.dev/llms.txt> |
| - The collector is a public Apify Actor; agents reach it through <https://mcp.apify.com> |
|
|
| ## Licence |
|
|
| Collected from public sources. This metadata and the published pages are |
| [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/); the underlying records remain under |
| the terms of their originating source. |
|
|
