App Store Scraper — Apps, Developers, Ratings & Reviews

Export data from the Apple App Store: search apps by keyword, look up apps by URL / ID / bundle ID, list every app of a developer, and get ratings, rating counts, prices, genres, release & update dates, version notes, descriptions, screenshots and the developer's website — plus customer reviews from any country.

Uses Apple's own public iTunes Search/Lookup API and review feeds: no browser, no login, no API key.

How to run it in 3 steps

1. Add your input. In Search terms paste keywords, App Store links, app IDs or bundle IDs — e.g. habit tracker. The form is already filled with a working example, so you can skip this step for a first try.
2. Press Start. The prefilled run returns 48 apps in about 2 s and costs about $0.096. Set Max results (cost cap) to cap the cost of bigger runs; you only pay for apps actually delivered.
3. Get the data. Open the Output tab and export JSON, CSV or Excel — or run it from the API, Make, Zapier, n8n or an AI agent (see below).

Features

• All entry points: keywords, app URLs, numeric IDs, bundle IDs and developer pages (a developer URL returns their whole portfolio).
• Lead-ready data: sellerWebsite (developer website), developer name/ID/URL — great for B2B outreach to app publishers.
• Reviews from many countries: Apple serves 500 reviews per storefront; add us, gb, ca, au, in… to collect thousands per app.
• ASO / competitor research: rank keeps App Store search order per keyword.
• Two price points: apps and reviews are billed separately, so review-only runs are billed at the lower review price.
• Fast: ~3,000 rows in a few seconds.

Use cases

• App Store Optimization (ASO): who ranks for a keyword, ratings, update frequency, pricing.
• Lead generation: find app publishers in a niche and their websites.
• Review mining & sentiment analysis: feed reviews into an LLM to find feature requests and bugs — yours or competitors'.
• Market research: monitor categories, new releases and price changes.

Input

{
  "searchTerms": ["habit tracker"],
  "startUrls": [
    "https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580",
    "https://apps.apple.com/us/developer/inner-grow-limited/id1828382777",
    "com.burbn.instagram"
  ],
  "country": "us",
  "maxAppsPerSearch": 50,
  "scrapeReviews": true,
  "maxReviewsPerApp": 500,
  "reviewCountries": ["us", "gb", "ca", "au"],
  "reviewSort": "mostrecent"
}

Output — app (type: "app")

Real output (default input)

First 2 of 48 records from a run with the prefilled input (2.3 s on a test machine; long values shortened here):

[
  {
    "type": "app",
    "appId": 324684580,
    "name": "Spotify: Music and Podcasts",
    "url": "https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580",
    "bundleId": "com.spotify.client",
    "developer": "Spotify",
    "developerId": 324684583,
    "developerUrl": "https://apps.apple.com/us/developer/spotify/id324684583",
    "sellerName": "Spotify",
    "sellerWebsite": "https://www.spotify.com/",
    "price": 0,
    "formattedPrice": "Free",
    "currency": "USD",
    "isFree": true,
    "rating": 4.77,
    "ratingCount": 42583564,
    "ratingCurrentVersion": 4.77,
    "ratingCountCurrentVersion": 42583564,
    "primaryGenre": "Music",
    "genres": [
      "Music",
      "Entertainment"
    ],
    "contentRating": "12+",
    "version": "9.1.90",
    "releaseDate": "2011-07-14T11:22:37Z",
    "currentVersionReleaseDate": "2026-10-08T07:37:17Z",
    "releaseNotes": "We’re always making changes and improvements to Spotify. To make sure you don’t miss a thing, just keep your Updates turned on.",
    "description": "With the Spotify app, you can explore an extensive library of music and podcasts for free. Curate the best playlists and stream millions of …",
    "sizeBytes": 308086784,
    "minimumOsVersion": "16.1",
    "languages": [
      "AF",
      "AM",
      "AR"
    ],
    "supportedDevicesCount": 131,
    "icon": "https://is1-ssl.mzstatic.com/image/thumb/Purple211/v4/b2/af/e8/b2afe87d-2d6a-8e4b-01bf-73b5752996dc/AppIcon-0-0-1x_U007epad-0-1-0-0-85-220.p…",
    "screenshots": [
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/f3/ce/05/f3ce0547-690a-b355-b1dd-6b6e91808279/IOS_-_5.5_-_S01_-_EN_-_CA_U005bEng…",
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/78/81/ca/7881ca10-b441-1a6c-e030-92e08dd76144/IOS_-_5.5_-_S02_-_EN_-_CA_U005bEng…",
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/5b/e7/6a/5be76ae0-8bc6-59fc-58ef-92aa931b6dba/IOS_-_5.5_-_S03_-_EN_-_CA_U005bEng…"
    ],
    "ipadScreenshots": [
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/31/15/15/31151525-510a-a212-ea51-e023e7b6351f/IOS_-_Ipad_6th_-_S01_-_EN_-_CA_U00…",
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/6a/bc/17/6abc17c9-7291-a6e8-0383-7d59764f977f/IOS_-_Ipad_6th_-_S02_-_EN_-_CA_U00…",
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/34/13/3e/34133e65-eec7-d68d-f81c-1a57b78ba122/IOS_-_Ipad_12.9__-_S03_-_EN_-_CA_U…"
    ],
    "country": "us",
    "source": "url",
    "rank": 1,
    "scrapedAt": "2026-10-15T12:16:18.357Z"
  },
  {
    "type": "app",
    "appId": 1438388363,
    "name": "Habit Tracker",
    "url": "https://apps.apple.com/us/app/habit-tracker/id1438388363",
    "bundleId": "com.davetech.habit",
    "developer": "InnerGrow",
    "developerId": 1828382777,
    "developerUrl": "https://apps.apple.com/us/developer/innergrow/id1828382777",
    "sellerName": "Inner Grow Limited",
    "sellerWebsite": null,
    "price": 0,
    "formattedPrice": "Free",
    "currency": "USD",
    "isFree": true,
    "rating": 4.79,
    "ratingCount": 147904,
    "ratingCurrentVersion": 4.79,
    "ratingCountCurrentVersion": 147904,
    "primaryGenre": "Productivity",
    "genres": [
      "Productivity",
      "Health & Fitness"
    ],
    "contentRating": "4+",
    "version": "2.25.3",
    "releaseDate": "2019-01-31T09:10:14Z",
    "currentVersionReleaseDate": "2026-10-13T21:34:08Z",
    "releaseNotes": "- support iOS 27\n- fix bugs\n----- Beta Tester needed -----\nIf you want to help us to test new version, contact us: innergrow.app@gmail.com\nI…",
    "description": "Habit Tracker: A simple daily planner to schedule and track your routine, making it easy to build lasting habits. \nJoin 15M+ happy users, ac…",
    "sizeBytes": 316903424,
    "minimumOsVersion": "15.0",
    "languages": [
      "EN",
      "FR",
      "DE"
    ],
    "supportedDevicesCount": 131,
    "icon": "https://is1-ssl.mzstatic.com/image/thumb/Purple221/v4/07/83/9e/07839e08-06ab-54f4-8ea5-a0a9ea9843aa/AppIcon-pink-gr-0-0-1x_U007epad-0-1-0-85…",
    "screenshots": [
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/5c/b8/05/5cb8051e-e125-e84e-f0b5-2551b6e9d69d/_U767d1.jpg/320x480bb.jpg",
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/13/5d/32/135d32df-678d-5c7e-d940-4f16d5c4e396/_U767d2.jpg/320x480bb.jpg",
      "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/2e/a8/66/2ea866a0-2271-4d8a-e380-8386b935283f/_U767d3.jpg/320x480bb.jpg"
    ],
    "ipadScreenshots": [
      "https://is1-ssl.mzstatic.com/image/thumb/Purple211/v4/b5/92/d2/b592d245-95ab-cf32-ebef-3b91d13db779/pr_source.png/576x768bb.png",
      "https://is1-ssl.mzstatic.com/image/thumb/Purple221/v4/03/31/4f/03314fcd-1461-d8e4-67e6-bdf52d799912/682e8d54-8e5f-4113-9820-54a3dcbe35fd__U8…",
      "https://is1-ssl.mzstatic.com/image/thumb/Purple221/v4/4d/69/27/4d69271d-f735-089f-dc46-35f6128fb466/9a63d49f-6316-4518-835b-1b3b157ae594_wid…"
    ],
    "country": "us",
    "source": "search:habit tracker",
    "rank": 1,
    "scrapedAt": "2026-10-15T12:16:18.357Z"
  }
]

{
  "type": "app",
  "appId": 324684580,
  "name": "Spotify: Music and Podcasts",
  "url": "https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580",
  "bundleId": "com.spotify.client",
  "developer": "Spotify",
  "developerId": 324684583,
  "developerUrl": "https://apps.apple.com/us/developer/spotify/id324684583",
  "sellerName": "Spotify",
  "sellerWebsite": "https://www.spotify.com/",
  "price": 0,
  "formattedPrice": "Free",
  "currency": "USD",
  "isFree": true,
  "rating": 4.79,
  "ratingCount": 39000000,
  "primaryGenre": "Music",
  "genres": ["Music", "Entertainment"],
  "contentRating": "12+",
  "version": "9.0.80",
  "releaseDate": "2008-07-11T07:00:00Z",
  "currentVersionReleaseDate": "2026-10-08T15:04:41Z",
  "releaseNotes": "…",
  "description": "…",
  "sizeBytes": 197052416,
  "minimumOsVersion": "16.0",
  "languages": ["EN", "DE", "ES"],
  "icon": "https://is1-ssl.mzstatic.com/…/512x512bb.jpg",
  "screenshots": ["https://is1-ssl.mzstatic.com/…"],
  "country": "us",
  "source": "url",
  "rank": 1
}

Output — review (type: "review")

{
  "type": "review",
  "reviewId": "14654872192",
  "appId": 1438388363,
  "appName": "Habit Tracker",
  "country": "us",
  "rating": 5,
  "title": "Beautiful.",
  "text": "It's been helping me A LOT with keeping up with my required routines…",
  "author": "spotifyenjoy56",
  "authorUrl": "https://itunes.apple.com/us/reviews/id292929488",
  "appVersion": "2.25.1",
  "date": "2026-10-11T18:29:29.000Z",
  "helpfulVotes": 0,
  "totalVotes": 0
}

Use the Apps and Reviews views in the dataset to export each type separately.

Use with AI agents (MCP), LangChain, RAG & the API

This actor is a ready-made tool for AI agents: an LLM can call it, wait for the run and read clean JSON back.

MCP server (Claude Desktop, Claude Code, Cursor, VS Code, any MCP client) — add Apify's hosted MCP server with this actor enabled as a tool:

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com/?tools=torix33/app-store-scraper",
      "headers": { "Authorization": "Bearer <APIFY_TOKEN>" }
    }
  }
}

LangChain / LangGraph (pip install langchain-apify, set APIFY_API_TOKEN):

import json
from langchain_apify import ApifyActorsTool, ApifyWrapper
from langchain_core.documents import Document

# 1) give the actor to an agent as a tool
tool = ApifyActorsTool("torix33/app-store-scraper")

# 2) or load results as Documents for a RAG index
loader = ApifyWrapper().call_actor(
    actor_id="torix33/app-store-scraper",
    run_input={"searchTerms": ["habit tracker"], "startUrls": ["https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580", "https://apps.apple.com/us/developer/inner-grow-limited/id1828382777", "com.burbn.instagram"], "country": "us", "maxAppsPerSearch": 50, "scrapeReviews": True, "maxReviewsPerApp": 500, "reviewCountries": ["us", "gb", "ca", "au"], "reviewSort": "mostrecent"},
    dataset_mapping_function=lambda item: Document(page_content=json.dumps(item, ensure_ascii=False), metadata={"url": item.get("url")}),
)
docs = loader.load()

REST API — one synchronous call, dataset items in the response:

curl -X POST "https://api.apify.com/v2/acts/torix33~app-store-scraper/run-sync-get-dataset-items?token=<APIFY_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"searchTerms": ["habit tracker"], "startUrls": ["https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580", "https://apps.apple.com/us/developer/inner-grow-limited/id1828382777", "com.burbn.instagram"], "country": "us", "maxAppsPerSearch": 50, "scrapeReviews": true, "maxReviewsPerApp": 500, "reviewCountries": ["us", "gb", "ca", "au"], "reviewSort": "mostrecent"}'

Also works with the Apify Python/JS clients, Make, Zapier, n8n, Google Sheets, webhooks and schedules. Export as JSON, CSV, Excel, XML or RSS.

RAG tip: Review rows (type: "review") are short — batch 100–200 into one prompt to extract feature requests and complaints per app version.

Pricing

• $2.00 per 1,000 apps ($0.002 per app).
• $0.80 per 1,000 reviews ($0.0008 per review).
• The prefilled input is billed for 48 apps + 0 reviews → $0.096.
• Example: 1,000 apps → $2.00; 10,000 → $20.00. Set Max results (cost cap) to limit any run.

Limitations

• Apple's review feed returns at most 500 reviews per app, country and sort order.
• Data is public App Store information.

FAQ

How many reviews can I get per app? Apple serves up to 500 reviews per app, country and sort order. Add more reviewCountries to collect thousands.

Can I scrape all apps of a developer? Yes. Paste a developer page URL and you get the whole portfolio.

Is it useful for ASO? Yes. rank keeps the App Store search order for each keyword, so you can track positions.