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App Store Scraper icon

Scrape Instagram App Store Reviews for Bug Reports

Pull Instagram's newest iOS reviews to catch crash reports, login failures, and bug complaints fast. A QA and product feedback feed from the App Store.

$0.00009 per app ($0.09 / 1,000)
Run this use case nowRun on Apify →

How it works

  1. 1
    Open it on Apify

    Hit Run on Apify — it opens the tool in the cloud, no install.

  2. 2
    Set the inputs

    Adjust searchTerm, appIds, includeReviews (sensible defaults are pre-filled).

  3. 3
    Click Run

    The tool runs on Apify’s cloud and collects the data for you.

  4. 4
    Export the results

    Download as JSON, CSV or Excel, or pipe straight into your app, Google Sheets, or an AI agent.

Pricing

$0.00009 per app = $0.09 per 1,000

You are charged forWhenPrice
App returnedCharged per app/result returned.$0.00009
Actor StartCharged when the Actor starts running. Number of events charged depends on Actor memory (one event per GB, minimum one event).$0.001

Pay-per-event pricing: you are billed per result, not per subscription — a run that returns nothing costs nothing beyond the start fee. Billing is handled by Apify on your own account. These are the live Apify store prices, in effect since 2026-08-04, and they are what you are actually charged.

Inputs

FieldWhat it doesType
searchTermKeyword to search the App Store for (e.g. "notion", "habit tracker"). Returns matching apps with full metadata. Leave empty if you are looking up specific apps by ID instead.string
appIdsLook up specific apps by numeric trackId (e.g. "1232780281") or bundleId (e.g. "net.shinyfrog.bear"). Each app is returned with full metadata; enable "Include reviews" to also fetch its customer reviews. Used instead of Search term. Note: individual metadata fields (e.g. averageUserRating, releaseNotes, sellerUrl, price) can be null when Apple does not provide them for an app.array
includeReviewsWhen looking up apps by ID, also fetch each app's customer reviews (author, rating, title, body, version, date) from Apple's public reviews feed. Ignored in Search mode.boolean
maxReviewsMaximum number of customer reviews to fetch per app when "Include reviews" is on. Apple's feed serves roughly 50 reviews per page across up to 10 pages (~500 max).integer
reviewsSortOrder in which to fetch reviews: most recent first, or most helpful first.string
countryTwo-letter App Store storefront code, e.g. us, gb, ca, de, fr, jp, in. Affects which apps, prices, and reviews are returned. Use a valid ISO storefront code: an invalid code (e.g. "us-uk") is rejected by Apple's API and the actor returns a diagnostic row with no results instead of charging.string
maxItemsMaximum number of apps to return when using Search term. Apple's search caps at 200 results per query.integer
notionConnectorOptional. Write each app as a page into your Notion when the run finishes. Authorize a Notion connector once in Settings → API & Integrations → MCP connectors, then pick it here. Leave empty to skip (default) — results are always saved to the dataset regardless.string
notionParentIdOptional. The Notion data source ID of the database to write into (only used if a Notion connector is set). Leave empty to create the pages privately in your workspace instead.string

What you get

A structured dataset — each result includes fields like:

advisoriesappNameappStoreUrlartworkUrlaverageUserRatingaverageUserRatingCurrentVersionbundleIdcontentAdvisoryRatingcurrencycurrentVersionReleaseDatedescriptiondeveloperdeveloperIdfileSizeBytesuserRatingCountformattedPrice

Export every run as JSON, CSV or Excel, or send it to your app, a database, Google Sheets, or an AI agent.

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Built on App Store Scraper — see every input, output field and price on the tool page.

Where this tool sits

Categories
App Store Data
Platforms
App Store & Google Play