Request a tool
All toolsMCP serverRequest a toolPlatforms
RedditYouTubeGoogleAmazonPinterestTelegramGitHubShopifyApp Store & Google PlayIndeedGlassdoorJob Boards & ATSFinance & MarketsBlueskyMastodonLemmyIMDbSteamWikipediaHacker NewsStack OverflowAcademic & Research
Categories
Social Media ScrapersE-commerce & Price ToolsJob Market ScrapersMaps & Local Lead GenerationNews & Finance DataYouTube & Creator ToolsDeveloper & Research ToolsApp Store DataMonitors & AlertsWeather DataMedia & Entertainment Data
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.

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.

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:

advisoriesappNameappStoreUrlartworkUrlaverageUserRatingaverageUserRatingCurrentVersionbundleIdcontentAdvisoryRatingcurrencycurrentVersionReleaseDatedescriptiondeveloperdeveloperIdfileSizeBytes

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

More use cases for App Store Scraper

Notion App Store Reviews: Feature Request Mining

Read Notion's most-helpful iOS reviews to surface recurring feature requests and roadmap ideas before your next product planning sprint.

ChatGPT App Store Reviews: 1-Star Spike Monitor

Catch it early when ChatGPT's newest iOS reviews spike with 1-star ratings and complaint keywords after each App Store update. An alert for release teams.

CapCut vs InShot: Compare App Store Reviews

Compare CapCut and InShot iOS reviews side by side to see what users love and hate about each video editor. Competitor analysis for product teams.

Validate a Meditation App Idea by App Store Search

Search meditation and sleep apps to pull ratings, review counts, and developers, so founders can market-size the category before building.

Robinhood App Store Reviews: Trust Complaints

Track recent Robinhood iOS reviews flagging withdrawal, fee, and account-lock complaints. A monitoring feed for fintech CX, trust, and risk teams.

Track Temu App Store Reviews by Country

Temu's German storefront reviews reveal country-specific shipping, payment, and localization complaints. Run one storefront per market on iOS.