Apple App Store Scraper + AI

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Scrape iOS app data, ratings and customer reviews from the Apple App Store — then optionally turn them into AI insights that most scrapers don't give you: summarized review themes, sentiment breakdowns, App Store Optimization (ASO) suggestions, and a competitor report.

No API key, no login, no proxies. The scraper uses Apple's fast, public iTunes endpoints, and the AI runs on a built-in model (billed as platform usage) — you don't need to bring your own AI key.

Why this Actor

Most App Store scrapers stop at raw data. This one goes a step further: it reads the reviews for you and tells you what users actually love, hate, and want — and how to optimize your listing.

• 🍎 Reliable — pure public iTunes API, no brittle HTML parsing.
• ⚡ Fast — JSON endpoints, no browser rendering.
• 🌍 150+ storefronts — any App Store country.
• 🤖 AI insights (optional) — review analysis, ASO, competitor report.
• 💸 Pay only for what you use — cheap base scraping, premium per AI insight.

What you can do with it

• App developers — see exactly what reviewers complain about and request.
• ASO / marketing teams — get keyword and listing suggestions in seconds.
• Market researchers — compare competitors and spot gaps.
• Investors / analysts — track ratings, pricing and positioning across a category.

Input

Example input

{
"searchTerms":["meditation"],
"country":"us",
"maxAppsPerTerm":10,
"includeReviews":true,
"maxReviewsPerApp":100,
"aiEnrichment":true,
"aiReviewSummary":true,
"aiAso":true,
"aiLanguage":"English"
}

Output

One row per app, plus an optional competitor_report row. Each app row includes core metadata, the fetched reviews, and any AI insights you enabled:

{
"recordType":"app",
"appId":1063171574,
"appName":"Calm",
"sellerName":"Calm.com, Inc.",
"primaryGenre":"Health & Fitness",
"price":0,
"averageRating":4.79,
"ratingCount":1700000,
"url":"https://apps.apple.com/us/app/calm/id571800810",
"reviewsCount":100,
"aiSentiment":{"positive":72,"neutral":14,"negative":14},
"aiTopComplaints":["Subscription auto-renew confusion","Too many paywalls"],
"aiTopPraises":["Sleep stories","Calming voices"],
"aiFeatureRequests":["Offline mode","Family plan"],
"aiReviewSummary":"Users love the sleep content and narration...",
"aiAso":{
"suggestedTitle":"Calm: Sleep & Meditation",
"keywords":["sleep","meditation","relax","anxiety","..."]
}
}

Pricing

This Actor uses pay-per-event pricing:

You only pay for the AI features you turn on. Leave AI off and it's a fast, low-cost App Store data scraper.

FAQ

Do I need an OpenAI/AI API key? No. The AI runs on a built-in model billed as platform usage.

Where do reviews come from? Apple's public customer-reviews RSS feed (most recent first), which caps at roughly 500 reviews per app per storefront.

Is this affiliated with Apple? No. It only reads publicly available data.

Related Actors — build a full pipeline

Combine Actors to go from app research to outreach:

• App research → publisher outreach: Use this Actor to find apps and their publishers in a category, then feed the publisher domains into the AI Lead Enricher to get emails, socials and a personalized opener — ideal for SDKs, monetization tools and agencies selling to app studios.
• Spot buying signals: Pair with Hiring Signals — Job Board Scraper + AI to see which app companies are scaling their team (a strong spend signal) before you reach out.

Workflow: App Store Scraper (targets) → AI Lead Enricher (contact + opener) → your CRM.