Shopify AppStore Apps and Reviews Scraper

Scrape data from the Shopify App Store including apps, reviews, categories, and developers. Powered by AppMarketData.

Want pre-built datasets instead?

Running this actor on a schedule takes time and compute. AppMarketData delivers ready-to-use weekly Shopify App Store snapshots — no scraping needed.

• 17,000+ apps with full metadata, ratings, and category rankings
• 600,000+ reviews, updated weekly
• Browse via web UI, export as CSV, or connect via MCP for AI agents (Claude, Cursor, etc.)

→ appmarketdata.com

Features

• App Listing: Scrape all apps from the Shopify App Store sitemap
• App Details: Get detailed information about specific apps (pricing, features, ratings, etc.)
• App Reviews: Extract reviews with pagination and sorting options
• Categories: Browse and scrape app categories
• Developers: Get information about app developers

Input

The actor accepts the following input fields:

Field	Type	Required	Description
type	string	Yes	Type of data to scrape: listing, app, review, categories, category, developers, developer
appHandles	array	For app, review	List of Shopify app handles (e.g., tiktok, klaviyo). The handle is the last part of the app URL: https://apps.shopify.com/{handle}
categoryHandles	array	For category	List of Shopify category handles (e.g., marketing, sales). The handle is the last part of the category URL: https://apps.shopify.com/{handle}
developerHandles	array	For developer	List of Shopify developer handles (e.g., shopify, klaviyo). The handle is the last part of the developer URL: https://apps.shopify.com/partners/{handle}
maxItems	integer	For category	Maximum number of pages to scrape for category type (default: 1)
maxReviewPageNumber	integer	No	Maximum review pages to scrape (default: 5)
reviewSortBy	string	No	Review sort order: relevance or newest (default: relevance)

Output

The actor stores results in a dataset. The structure varies based on the scrape type:

App Detail:

{
  "title": "TikTok",
  "description": "...",
  "logo": "https://...",
  "rating": "4.8",
  "reviewCount": 1234,
  "developer": { "name": "...", "url": "..." },
  "pricing": "Free",
  "pricings": [...],
  "categories": [...],
  "worksWith": [...]
}

Example Outputs

App Listing:

{
    "url": "https://apps.shopify.com/tiktok",
    "handle": "tiktok"
}

Review:

{
    "app_url": "https://apps.shopify.com/tiktok",
    "app_name": "TikTok",
    "reviewer": "John Doe",
    "rating": 5,
    "review_created_date": "2024-01-01",
    "review_content": "Great app!",
    "review_id": "..."
}

Usage Examples

Scrape App Details

{
    "type": "app",
    "appHandles": ["tiktok", "klaviyo"]
}

Scrape Reviews

{
    "type": "review",
    "appHandles": ["tiktok"],
    "maxReviewPageNumber": 3,
    "reviewSortBy": "newest"
}

Get All Apps (Listing)

{
    "type": "listing"
}

Get Categories

{
    "type": "categories"
}

Scrape Category

{
    "type": "category",
    "categoryHandles": ["marketing"],
    "maxItems": 5
}

Scrape Developer

{
    "type": "developer",
    "developerHandles": ["shopify", "klaviyo"]
}

Support

For issues or questions, visit appmarketdata.com.