CrawlKit Scrapers

Scrape Booking.com, Amazon reviews, Zillow, Reddit, Google Jobs/News/Flights via Apify's MCP

문서

CrawlKit Scrapers

Apify Store MCP License: MIT

24 production scrapers for e-commerce, travel, real estate, jobs, social media, finance and more. All Actors run on Apify — no infrastructure to manage, pay per result.

Quick Start

pip install httpx
export APIFY_TOKEN="your_api_token_here"
python examples/booking.py

Get your API token at console.apify.com/account#/integrations.

Actors

E-commerce

ActorPrice/resultDescription
AliExpress Scraper$0.0063Product search: title, price, discount, rating, store
Amazon Reviews Scraper$0.0042Product reviews: rating, text, date, verified — 9 marketplaces
Google Shopping Scraper$0.0024Shopping results: prices, sellers, ratings — 12 countries
Shopify Scraper$0.0007Store products: prices, variants, stock, images, tags
Walmart Scraper$0.0031Product search/pages: price, rating, seller, availability

Travel

ActorPrice/resultDescription
Airbnb Scraper$0.0028Search results: listing, price, rating, reviews, room type
Booking.com Scraper$0.0035Hotel search: name, price, rating, stars, district, coordinates
Google Flights Scraper$0.00017Flight fares: price, airline, times, duration, stops

Real Estate

ActorPrice/resultDescription
Realtor.com Scraper$0.0007Property listings: price, beds, baths, sqft, coordinates
Zillow Scraper$0.0016Listings: price, Zestimate, beds, baths, sqft

Jobs

ActorPrice/resultDescription
Google Jobs Scraper$0.0063Job listings: title, company, location, salary, apply links
Indeed Jobs Scraper$0.0005Job listings: title, company, salary — 6 countries
Glassdoor Scraper$0.0023Company reviews + salary ranges by title

Social Media

ActorPrice/resultDescription
Reddit Scraper$0.0028Subreddit posts/comments: title, text, author, date
Telegram Channel Scraper$0.0035Public channel messages: text, dates, views, media
YouTube Transcript Scraper$0.0035Video transcripts with timestamps + metadata + comments

Reviews

ActorPrice/resultDescription
App Store Reviews Scraper$0.00007iOS + Google Play reviews: text, rating, date, app version
Trustpilot Reviews Scraper$0.00048Reviews + company TrustScore, review count
Yelp Scraper$0.0035Business reviews: name, address, rating, review text

Finance

ActorPrice/resultDescription
SEC EDGAR & Yahoo Finance$0.00035SEC filings (10-K, 10-Q, 8-K) + stock quotes + financials

Search & Tech

ActorPrice/resultDescription
Bing & DuckDuckGo SERP$0.0031Search results: titles, URLs, snippets, positions
Google News Scraper$0.0028News articles: headlines, sources, dates, URLs
Google Trends Scraper$0.0021Interest over time + related queries, up to 5 keywords
Tech Stack Detector$0.0016Website tech stack: CMS, frameworks, analytics, CDN, hosting

MCP Integration

All CrawlKit Actors are available through the Apify MCP server, making them callable by AI agents (Claude, Cursor, etc.) with zero code.

Endpoint: https://mcp.apify.com

See tutorials/mcp_integration.md for setup instructions.

Examples

FileWhat it does
booking.pyScrape hotels in Paris from Booking.com
amazon_reviews.pyFetch product reviews from Amazon
youtube.pyExtract a video transcript from YouTube
google_trends.pyGet interest-over-time data for keywords
zillow.pyScrape real estate listings from Zillow

All examples use httpx + the Apify REST API. No SDK required.

Tutorials

  • Getting Started — API token, first run, reading results
  • MCP Integration — Connect CrawlKit to Claude, Cursor and other AI agents
  • Pricing — Pay-per-result model, tiers, volume discounts

License

MIT