CarGurus Scraper

Extract comprehensive vehicle listing data from CarGurus including pricing, dealer information, vehicle specifications, and market analysis across all major automotive markets. Our scraping solution handles complex search filters and provides real-time access to used car inventory and pricing intelligence.
Monitor competitor pricing strategies, track market trends, and analyze vehicle availability with reliable automotive data extraction. Essential for car dealerships, automotive analysts, and fleet managers seeking competitive intelligence and market insights.
  • 97.57% success rate (see success rate graph)
  • Real-time vehicle pricing and inventory tracking across dealerships
  • Complete vehicle specifications including mileage, condition, and features
  • Dealer profile information, ratings, and location data
  • Market analysis including price trends and deal ratings
  • Vehicle history insights and CarGurus deal scoring system

CarGurus Scraper API Use Cases

Automotive Pricing Strategy
Optimize your dealership's vehicle pricing by monitoring competitor rates and market positioning in real-time. Use CarGurus deal ratings and pricing analytics to maximize profit margins while remaining competitive.
Inventory Management Intelligence
Track market demand for specific vehicle models, trim levels, and features to optimize your lot inventory. Identify fast-moving vehicles and pricing sweet spots to reduce days on lot and improve turnover.
Market Research & Analytics
Analyze regional automotive market trends, seasonal demand patterns, and consumer preferences for strategic business planning. Track new model launches, depreciation rates, and market share shifts across manufacturers.
Fleet Acquisition Strategy
Identify optimal vehicle acquisition opportunities for rental companies, fleet operators, and leasing firms. Monitor wholesale pricing trends and dealer inventory levels to time purchases and negotiate better deals.

Extractable CarGurus Data Points

Rebrowser CarGurus Scraper efficiently connects with CarGurus unofficial API interface, allowing users to extract comprehensive data elements from the platform, such as:

CarGurus Scraper Success Rate

The graph below contains real data based on our scraping operations. Latest update was 4 hours ago.
Ready-to-use CarGurus Dataset Available Now!
Access clean, structured CarGurus data instantly without building your own scraping infrastructure.
Millions of CarGurus data points ready to download
Daily updates with fresh data
Flexible data delivery via API or CSV/JSON exports

Sample CarGurus API Response Schema

FieldTypeDescriptionExample
listing_idstringUnique identifier for the vehicle listing on CarGuruscg_12345678
vinstringVehicle Identification Number (VIN)1HGBH41JXMN109186
makestringVehicle manufacturer brandToyota
modelstringVehicle model nameCamry
yearnumberModel year of the vehicle2022
trimstringVehicle trim level or packageLE
pricenumberListed price of the vehicle in USD24995
mileagenumberVehicle odometer reading in miles28450
deal_ratingstringCarGurus deal quality rating (Great, Good, Fair, High, Overpriced)Good Deal
dealer_namestringName of the selling dealershipMetro Toyota Center
dealer_ratingnumberDealer rating out of 5 stars4.3
dealer_reviewsnumberNumber of dealer reviews1247
locationstringDealer city and state locationAtlanta, GA
exterior_colorstringVehicle exterior paint colorMidnight Black Metallic
fuel_typestringType of fuel system (Gas, Hybrid, Electric, etc.)Gasoline

Sample CarGurus API Response

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{
  "listing_id": "cg_12345678",
  "vin": "1HGBH41JXMN109186",
  "make": "Toyota",
  "model": "Camry",
  "year": 2022,
  "trim": "LE",
  "price": 24995,
  "mileage": 28450,
  "deal_rating": "Good Deal",
  "dealer_name": "Metro Toyota Center",
  "dealer_rating": 4.3,
  "dealer_reviews": 1247,
  "location": "Atlanta, GA",
  "exterior_color": "Midnight Black Metallic",
  "fuel_type": "Gasoline"
}
Devices Available
Profiles Created
Pages Crawled
Success Rate
CarGurus Scraping Challenges Solved
Traditional web scraping methods often fail due to sophisticated anti-bot measures and dynamic content.
Companies waste thousands of dollars on unreliable solutions that break regularly and require constant maintenance.
Rebrowser eliminates these headaches with a robust architecture designed to handle even the most protected websites like CarGurus.
Contact Us →
IP Blocking & CAPTCHAs
Websites detect and block scraping attempts through IP tracking and CAPTCHA challenges, causing project delays.
Dynamic JavaScript Content
Modern sites load content dynamically with JavaScript, making traditional scraping methods ineffective.
Maintenance Nightmare
Websites change structure frequently, breaking scrapers and requiring constant code updates and debugging.
Scaling Difficulties
Managing high-volume scraping operations requires complex infrastructure and load balancing to avoid detection.

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Start transforming your data operations today
We are a small team, focused on building highly specialized solutions that your business needs today.
We can start working on your project tomorrow and get you sample data within a few days.
No endless calls and emails with sales and managers – you get direct access to our core team who handles everything you need.
Get your sample data within 7 days
We can handle any website
Custom built API for your needs
Frequently Asked Questions

Our intelligent proxy selection algorithm considers multiple factors including target website characteristics, historical success rates, current proxy performance metrics, geographic requirements, and specific extraction needs. This dynamic approach ensures each request uses the most appropriate proxy from our diverse pool of 10 providers, maximizing success rates while minimizing detection risk.

Rebrowser provides official client libraries for Python, JavaScript/Node.js, Java, PHP, Ruby, Go, and .NET, making integration seamless regardless of your technology stack. Additionally, our RESTful API design allows for easy implementation in any language capable of making HTTP requests, with comprehensive documentation available for custom implementations.

Rebrowser can extract data from virtually any public-facing website, including e-commerce platforms, social media networks, review sites, news outlets, financial portals, travel booking systems, real estate listings, job boards, business directories, and government databases. Our specialized extractors are optimized for high-value data sources across various industries.

Rebrowser Web Scraper API is an advanced cloud-based solution for web data extraction that handles the complex aspects of web scraping automatically. It manages IP rotation, bypasses anti-bot systems, solves CAPTCHAs, and parses data into structured formats. This comprehensive service enables businesses to collect valuable web data efficiently without dealing with technical challenges.

Yes, Rebrowser Web Scraper API excels at extracting data from JavaScript-heavy websites. Our system incorporates full browser rendering capabilities that execute JavaScript code just as a real browser would, ensuring complete content loading. This enables successful data extraction from modern single-page applications, dynamic content loaders, and complex web applications that rely heavily on client-side rendering.