Apple App Store Reviews & Ratings Scraper

Here is one real result, with every field the actor returns (the appDescription, appScreenshots, and appLanguages arrays are trimmed here for readability):

{
  "appId": 333903271,
  "appName": "X",
  "appAverageRating": 4.58335,
  "appRatingCount": 10938508,
  "appVersionLatest": "12.16",
  "seller": "X Corp.",
  "genre": "News",
  "appDescription": "X (formerly Twitter) is a social media app where you can follow breaking news, live events, and trending topics as they happen...",
  "appReleaseNotes": "We made improvements and squashed bugs so X is even better for you.",
  "appPrice": 0,
  "appFormattedPrice": "Free",
  "appCurrency": "USD",
  "appContentRating": "17+",
  "appReleaseDate": "2009-10-09T19:50:00Z",
  "appCurrentVersionReleaseDate": "2026-08-10T22:31:11Z",
  "appSizeBytes": 496360448,
  "appMinimumOsVersion": "15.0",
  "appDeveloperName": "X Corp.",
  "appDeveloperUrl": "http://x.com/",
  "appDeveloperViewUrl": "https://apps.apple.com/us/developer/x-corp/id296415947?uo=4",
  "appDeveloperId": 296415947,
  "appBundleId": "com.atebits.Tweetie2",
  "appIcon": "https://is1-ssl.mzstatic.com/image/thumb/Purple221/v4/c8/a4/ff/c8a4ffb6-5efa-2202-61bb-d727ff3497a6/ProductionAppIcon-0-0-1x_U007emarketing-0-8-0-0-0-85-220.png/512x512bb.jpg",
  "appScreenshots": ["https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/21/82/3c/.../320x480bb.jpg"],
  "appGenres": ["News", "Social Networking"],
  "appLanguages": ["AR", "EN", "ES", "FR", "JA", "PT"],
  "appAverageRatingCurrentVersion": 4.58335,
  "appRatingCountCurrentVersion": 10938508,
  "country": "us",
  "reviewId": "14420739998",
  "author": "hi 录哥",
  "authorUrl": "https://itunes.apple.com/WebObjects/MZStore.woa/wa/viewUserReviews?userProfileId=1956428607",
  "rating": 5,
  "title": "好",
  "body": "非常好",
  "appVersion": "12.16",
  "voteSum": null,
  "voteCount": null,
  "developerResponse": null,
  "developerResponseDate": null,
  "updatedAt": "2026-08-13T00:00:00.000Z",
  "url": "https://apps.apple.com/us/app/x/id333903271?uo=4",
  "aiSentiment": null,
  "aiSentimentScore": null,
  "aiSummary": null,
  "aiTopics": null,
  "aiCategory": null,
  "observedAt": "2026-08-14T05:42:07.440Z",
  "error": null
}

The most complete Apple App Store reviews scraper available. It returns every field the App Store review feed exposes (rating, title, body, author, app version, votes, and developer response) joined with full app metadata (average rating, rating count, developer, price, size, genres, languages, screenshots), plus optional AI add-ons for sentiment, summary, and topics, and gives you nine filters to target exactly the reviews you need.

📥 Input · 📤 Output · 💰 Pricing · ▶️ Examples

Table of contents

• What it does
• Quickstart
• Input reference
• Output reference
• Example output record
• Run via API and CLI
• Fetch results
• Billing and limits
• FAQ and troubleshooting

What it does

The actor resolves apps from app IDs, App Store URLs, or a search term, pulls each app's metadata and the customer review feed for the country you pass, applies your rating, date, keyword, version, and developer-response filters, and writes one normalized record per review to the run's dataset. Each review record is joined with the full app metadata so every row is self-contained. Missing source values are returned as null. Three optional AI add-ons (paid plans only) can classify sentiment, summarize the review, and extract topics and a category.

Quickstart

Open the actor, paste this into the input, and press Run. It returns the 10 most recent US reviews for X (formerly Twitter).

{
  "appIds": ["333903271"],
  "country": "us",
  "maxReviews": 10,
  "sortBy": "mostRecent"
}

Provide appIds, appUrls, or a searchTerm. The Apple review feed caps at about 500 reviews per app.

Input reference

Field	Type	Required	Default	Description
appIds	string[]	no	["324684580"]	Apple App Store numeric app IDs, for example 324684580 for Spotify.
appUrls	string[]	no	(empty)	Full App Store URLs, for example https://apps.apple.com/us/app/spotify/id324684580. App ID and country are read from the URL.
searchTerm	string	no	(none)	Find apps by name and scrape reviews of the top matches.
searchLimit	integer	no	3	How many apps to take from the search term.
country	string	no	us	Two-letter App Store country code for ratings and reviews, for example us, gb, mx, br.
maxReviews	integer	no	10	Maximum reviews per app. The App Store feed caps at about 500.
sortBy	enum	no	mostRecent	Review order. One of mostRecent, mostHelpful.
includeAppMetadata	boolean	no	false	Also output one app-details row for apps with no reviews (or when maxReviews is 0).
minRating	integer	no	(none)	Only return reviews with a star rating >= this value (1 to 5).
maxRating	integer	no	(none)	Only return reviews with a star rating <= this value (1 to 5).
reviewsFromDate	string	no	(none)	Only return reviews on or after this date, for example 2025-01-01.
reviewsToDate	string	no	(none)	Only return reviews on or before this date, for example 2025-12-31.
reviewKeyword	string	no	(none)	Only return reviews whose title or body contains this text (case-insensitive).
reviewAppVersion	string	no	(none)	Only return reviews left on this exact app version, for example 8.9.0.
onlyWithDeveloperResponse	boolean	no	false	Only return reviews that have a developer reply.
withSentiment	boolean	no	false	AI add-on (paid plans only). Classify each review's sentiment with a confidence score. Billed only when produced.
withSummary	boolean	no	false	AI add-on (paid plans only). Generate a 1 to 2 sentence summary of each review. Billed only when produced.
withTopics	boolean	no	false	AI add-on (paid plans only). Extract discussed aspects/keywords and a broad category. Billed only when produced.

Output reference

One dataset item per review (each joined with the app's metadata). Types: string, number, integer, boolean, string[], or null when the source value is absent.

Field	Type	Description
appId	integer	Apple App Store numeric app ID.
appName	string	App name.
appAverageRating	number	Overall average rating (0 to 5).
appRatingCount	integer	Total number of ratings.
appVersionLatest	string	Latest published app version.
seller	string	Seller name.
genre	string	Primary genre.
appDescription	string	Full app description.
appReleaseNotes	string	Release notes for the current version.
appPrice	number	Price as a number.
appFormattedPrice	string	Price as displayed, for example Free.
appCurrency	string	Currency code.
appContentRating	string	Content advisory rating, for example 17+.
appReleaseDate	string	ISO original release date.
appCurrentVersionReleaseDate	string	ISO release date of the current version.
appSizeBytes	integer	App download size in bytes.
appMinimumOsVersion	string	Minimum iOS version required.
appDeveloperName	string	Developer name.
appDeveloperUrl	string	Developer website URL.
appDeveloperViewUrl	string	Developer page URL on the App Store.
appDeveloperId	integer	Apple developer ID.
appBundleId	string	App bundle identifier.
appIcon	string	App icon image URL.
appScreenshots	string[]	App screenshot image URLs.
appGenres	string[]	All genres the app is listed under.
appLanguages	string[]	Supported language codes.
appAverageRatingCurrentVersion	number	Average rating of the current version.
appRatingCountCurrentVersion	integer	Rating count of the current version.
country	string	App Store country code the review was pulled from.
reviewId	string	Unique review ID.
author	string	Review author display name.
authorUrl	string	Author profile URL.
rating	integer	Star rating of the review (1 to 5).
title	string	Review title.
body	string	Review body text.
appVersion	string	App version the review was left on.
voteSum	integer	Net helpful votes, or null.
voteCount	integer	Total votes cast, or null.
developerResponse	string	Developer reply text, or null.
developerResponseDate	string	ISO date of the developer reply, or null.
updatedAt	string	ISO date the review was posted or updated.
url	string	App Store URL for the app.
aiSentiment	string	Sentiment from the AI add-on (positive, negative, neutral), or null.
aiSentimentScore	number	Sentiment confidence 0 to 1 from the AI add-on, or null.
aiSummary	string	Short summary from the AI add-on, or null.
aiTopics	string[]	Topics/keywords from the AI add-on, or null.
aiCategory	string	Broad category from the AI add-on, or null.
observedAt	string	ISO 8601 timestamp of when the record was collected.
error	string	null on success. On a failed run, a single item with a populated error field is written instead.

Example output record

Real record from a live run (input {"appIds": ["333903271"], "country": "us", "maxReviews": 3, "sortBy": "mostRecent"}):

{
  "appId": 333903271,
  "appName": "X",
  "appAverageRating": 4.58335,
  "appRatingCount": 10938508,
  "seller": "X Corp.",
  "genre": "News",
  "country": "us",
  "reviewId": "14420739998",
  "author": "hi 录哥",
  "rating": 5,
  "title": "好",
  "body": "非常好",
  "appVersion": "12.16",
  "voteSum": null,
  "voteCount": null,
  "developerResponse": null,
  "developerResponseDate": null,
  "updatedAt": "2026-08-13T00:00:00.000Z",
  "url": "https://apps.apple.com/us/app/x/id333903271?uo=4",
  "observedAt": "2026-08-14T05:42:07.440Z",
  "error": null
}

Run via API and CLI

Start a run and wait for it to finish, then read the dataset. Replace <TOKEN> with your Apify API token.

Run synchronously and get dataset items in one call:

curl -X POST "https://api.apify.com/v2/acts/scrapers_lat~app-store-reviews-scraper/run-sync-get-dataset-items?token=<TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"appIds":["333903271"],"country":"us","maxReviews":50,"minRating":1,"maxRating":2}'

Start a run asynchronously:

curl -X POST "https://api.apify.com/v2/acts/scrapers_lat~app-store-reviews-scraper/runs?token=<TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"searchTerm":"spotify","searchLimit":3,"country":"gb","maxReviews":100,"sortBy":"mostHelpful"}'

Apify CLI:

apify call scrapers_lat/app-store-reviews-scraper \
  --input '{"appUrls":["https://apps.apple.com/us/app/spotify/id324684580"],"maxReviews":50}'

Fetch results

Every run writes to a dataset. Fetch items as JSON, CSV, or Excel by changing format:

# JSON
curl "https://api.apify.com/v2/datasets/<DATASET_ID>/items?token=<TOKEN>&clean=true&format=json"

# CSV
curl "https://api.apify.com/v2/datasets/<DATASET_ID>/items?token=<TOKEN>&clean=true&format=csv"

# Paginate large datasets
curl "https://api.apify.com/v2/datasets/<DATASET_ID>/items?token=<TOKEN>&offset=1000&limit=1000"

<DATASET_ID> is returned as defaultDatasetId in the run object. Use offset and limit to page through large result sets. clean=true drops empty and internal fields.

Billing and limits

• Pay per result. You are charged per review returned (result event). See the pricing tab for the current per-result price.
• No charge on failure. If a run errors, the actor writes a single item with a populated error field and does not charge for it. Apps that return no reviews cost nothing.
• Spend cap respected. Set maxTotalChargeUsd on the run; once reached, the actor stops emitting and charging further billable results.
• Free Apify plans are capped at 10 reviews per run. AI add-ons are disabled for free plans.
• AI add-ons (withSentiment, withSummary, withTopics) require a paid plan and are charged per review only when the model returns usable output.
• Feed ceiling. The Apple review feed returns at most about 500 reviews per app per country.

FAQ and troubleshooting

A run returned 0 reviews. Why? The app has no reviews in that country, or your filters matched nothing. Zero-result runs are not charged. Try a different country or loosen rating and date filters.

How do I get reviews for a specific country? Set country to the two-letter App Store code, for example mx or br. App Store URLs already encode the country.

Why are votes null? The current App Store review feed does not expose helpful-vote counts for every review; missing values are returned as null, never invented.

How do I only get complaints? Set maxRating to 2 (or minRating/maxRating to 1) and optionally add a reviewKeyword.

Why are the AI fields null? The AI add-ons are off by default and require a paid plan. Enable withSentiment, withSummary, or withTopics on a paid plan to populate them.

Is this an official Apple tool? No. This actor is independent and has no affiliation with Apple. It reads only data that is publicly available through the Apple App Store.

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Independent tool, not affiliated with Apple. Accesses only publicly available App Store data.