🚗 Cars.com Scraper — Vehicle Listings with Deal Ratings & Flip Scores

Extract used, new and certified pre-owned vehicle listings from Cars.com as clean, structured data. Every listing comes with price, mileage, VIN, full specs, CARFAX highlights, dealer details, photos, the Cars.com deal rating ("Great Deal", "$X under market") and a computed flip score that ranks arbitrage potential. Search by ZIP code and radius with make/model/year/price/mileage filters, or scrape specific listing URLs. Export to JSON/CSV/Excel, run on a schedule, call via API, or connect to Make, Zapier or n8n.

🚙 What is the Cars.com Scraper?

It turns any Cars.com vehicle search into a structured dataset. Give it a ZIP code and filters (or paste listing URLs) and it returns each vehicle with full details, pricing, condition history and a 0–100 flip score that surfaces the best buy-low opportunities first — so dealers, flippers, brokers and market researchers can size up inventory without opening every listing by hand.

What data does it extract?

• Title, year, make and model + trim (model_trim)
• Price, mileage and stock type (new / used / cpo)
• Deal rating (great_deal, good_deal, fair_deal, high_price) and price_vs_market ($ under market)
• VIN for CARFAX/AutoCheck lookups
• Specs — exterior & interior color, transmission, drivetrain, fuel type
• CARFAX highlights — one owner, no accidents, clean title, service records
• Dealer block — name, rating, review count, phone, location (optional)
• Photos — up to 15 high-resolution image URLs (optional)
• Flip score (0–100) ranking arbitrage potential (optional), plus url, source and a scraped_at timestamp

⬇️ Input

Run it two ways — search by ZIP with filters, or pass exact listing URLs:

Field	Description
mode	search (build URL from filters) or direct_urls
zipCode	US ZIP code for the search location
searchRadius	Distance from the ZIP in miles (10–500)
stockType	all, new, used or cpo (certified pre-owned)
make / model	Vehicle make (dropdown of 40+) and model (model requires a make)
minYear / maxYear	Model-year range
minPrice / maxPrice / maxMileage	Standard filters
dealRating	Keep only great_deal, good_deal and/or fair_deal
listingUrls	Direct Cars.com URLs (for direct_urls mode)
maxListings	Cap the run (1–1000)
includePhotos / includeDealerInfo / includeFlipScore	Toggle extras

Example input

{
  "mode": "search",
  "zipCode": "90210",
  "searchRadius": 50,
  "stockType": "used",
  "make": "toyota",
  "model": "camry",
  "minYear": 2020,
  "maxYear": 2024,
  "maxPrice": 30000,
  "maxMileage": 60000,
  "maxListings": 100,
  "includePhotos": true,
  "includeDealerInfo": true,
  "includeFlipScore": true
}

⬆️ Output

Every vehicle is one clean record (view as a table, or export JSON / CSV / Excel):

{
  "url": "https://www.cars.com/vehicledetail/abc123/",
  "source": "cars.com",
  "scraped_at": "2026-06-26T15:30:00.000000",
  "title": "Used 2022 Toyota Camry SE",
  "year": 2022,
  "make": "Toyota",
  "model_trim": "Camry SE",
  "price": 24995,
  "mileage": 28500,
  "stock_type": "used",
  "deal_rating": "great_deal",
  "price_vs_market": 1270,
  "vin": "4T1BF1FK0NU123456",
  "exterior_color": "Midnight Black",
  "interior_color": "Black",
  "transmission": "Automatic",
  "drivetrain": "FWD",
  "fuel_type": "Gasoline",
  "carfax_one_owner": true,
  "carfax_no_accidents": true,
  "carfax_clean_title": true,
  "carfax_service_records": true,
  "dealer": {
    "name": "Toyota of Los Angeles",
    "rating": 4.5,
    "reviews": 1320,
    "phone": "(555) 123-4567",
    "location": "Los Angeles, CA"
  },
  "photos": ["https://platform.cstatic-images.com/xxlarge/in/v2/..."],
  "flip_score": 82
}

💡 Use cases

• 🔄 Car flippers — arbitrage hunting: find "Great Deal" cars priced under market and rank them by flip score before the competition.
• 🏬 Dealers — wholesale sourcing & intel: spot underpriced inventory and monitor competitor pricing by make, model and region.
• 🤝 Auto brokers — client matching: locate specific vehicles for buyers and know true market position before negotiating.
• 📊 Market researchers: track pricing, supply and deal ratings across segments and metros over time.

❓ FAQ

How do I scrape car listings from Cars.com? Choose search mode, set a zipCode and searchRadius, add any make/model/year/price/mileage filters, then run. Each vehicle comes back with full specs, pricing, deal rating and a flip score.

Can I find the best deals automatically? Yes — filter dealRating to keep only great_deal / good_deal listings, then sort by flip_score to surface the strongest buy-low opportunities first.

What is the flip score? A transparent 0–100 score combining the Cars.com deal rating, how far the price sits under market (price_vs_market), CARFAX condition (clean title, no accidents, one owner) and resale potential (vehicle age, mileage, stock type). As a rough guide: 80–100 = strong opportunity, 60–79 = good, 40–59 = average.

Which vehicle data is included? Year, make, model + trim, price, mileage, stock type, VIN, colors, transmission, drivetrain, fuel type, CARFAX highlights, dealer details, photos, deal rating and flip score.

Does it include the VIN? Yes, when shown on the listing — so you can run your own CARFAX or AutoCheck history report.

Can I scrape specific listings I already found? Yes — use direct_urls mode and paste Cars.com vehicle URLs into listingUrls.

Do I need an API key or login? No. Just set your search filters or paste URLs — no Cars.com account required.

How many listings can it return? Up to your maxListings cap (1–1000); in search mode it collects listing links across result pages, then scrapes each detail page.

Are the flip scores and deal ratings guaranteed? No — they're calculated estimates from listed data to help you prioritize. Always verify with the dealer and run a full history report before buying.

Can I run it on a schedule or via API? Yes — schedule recurring runs in Apify, call it via the API/SDK, or connect it to Make, Zapier or n8n.

Is scraping Cars.com legal? It extracts publicly available listing data. Use it responsibly for research, sourcing and business intelligence, and follow applicable laws and Cars.com's terms.

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