Datasets:

reapxdev
/

app-store-reviews-scraper

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/ — 176 entity pages
Run the collector yourself	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/, 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

from datasets import load_dataset
ds = load_dataset("reapxdev/app-store-reviews-scraper", split="train")

A sample of the published entities

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; the underlying records remain under the terms of their originating source.