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KBB Cars for Sale Scraper - Kelley Blue Book Listings

Try for free

Scrape used and new car listings from Kelley Blue Book (KBB). Get price, mileage, VIN, dealer info, deal rating, and vehicle details for 46K+ vehicles nationwide.

Pricing

from $10.00 / 1,000 results

Rating

0.0

(0)

Developer

lulz bot

Actor stats

Bookmarked

Total users

Monthly active users

13 days ago

Last modified

Features

3.4M+ vehicles searchable nationwide from KBB's marketplace
KBB Fair Purchase Price and computed deal rating (Great/Good/Fair/High)
Filter by make, model, year, price, mileage, condition, location
Full vehicle specs: engine, transmission, drive type, fuel, doors, colors
Dealer info: name, phone, rating, review count, location with lat/lng
Listing metadata: days on site, hot deals, price reductions, newly listed flags
Price history showing past price changes for each listing
Fast extraction from server-rendered __NEXT_DATA__ (no browser needed)

Input Parameters

Parameter	Type	Default	Description
`make`	select	Any	Car make (Toyota, Honda, Ford, BMW, etc.)
`model`	string	-	Car model (e.g. camry, civic). Requires make.
`condition`	select	All	All, Used, New, or Certified Pre-Owned
`zipCode`	string	80202	ZIP code for search center
`distance`	select	Nationwide	25, 50, 75, 100, 200, 500 miles or Nationwide
`minPrice`	integer	-	Minimum listing price in USD
`maxPrice`	integer	-	Maximum listing price in USD
`minYear`	integer	-	Minimum model year (e.g. 2020)
`maxYear`	integer	-	Maximum model year (e.g. 2025)
`maxMileage`	integer	-	Maximum mileage in miles
`maxResults`	integer	200	Max listings to return (1-5000)
`proxyConfiguration`	object	none	Proxy settings

Output Fields

Each listing includes 40+ fields:

Field	Description
`id`	KBB listing ID
`title`	Full listing title (e.g. "Used 2022 Toyota Camry SE")
`year`	Model year
`make` / `makeCode`	Manufacturer name and code
`model` / `modelCode`	Model name and code
`trim`	Trim level (LX, EX, Sport, etc.)
`bodyStyle`	Body style (Sedan, SUV, Truck, etc.)
`condition`	NEW, USED, or CERTIFIED
`price`	Sale price in USD
`msrp`	Manufacturer's suggested retail price
`kbbFairPurchasePrice`	KBB Fair Purchase Price estimate
`kbbFairPriceLow` / `kbbFairPriceHigh`	KBB Fair Price range
`priceDelta`	Difference from KBB Fair Price
`dealRating`	Computed deal rating (Great/Good/Fair/High)
`mileage` / `mileageNum`	Odometer (string and number)
`vin`	Vehicle Identification Number
`engine`	Engine type (e.g. "8-Cylinder Turbo")
`displacement`	Engine displacement in liters
`transmission`	Transmission type
`driveType`	Drive type (FWD, AWD, 4WD, RWD)
`fuelType` / `fuelGroup`	Fuel type and group
`exteriorColor` / `interiorColor`	Full color names
`daysOnSite`	Days the listing has been active
`isHot` / `isNewlyListed` / `isReducedPrice`	Listing flags
`priceHistory`	Array of past price changes with dates
`dealerName`	Dealer or seller name
`dealerPhone`	Dealer phone number
`dealerRating` / `dealerReviewCount`	Dealer rating and review count
`city` / `state` / `zip`	Dealer location
`latitude` / `longitude`	GPS coordinates
`photoUrl` / `photoCount`	Primary image URL and total photo count
`listingUrl`	Direct link to KBB listing page

Example Usage

Search all cars nationwide

{
    "maxResults": 500
}

Used Toyota Camry under $25K, 2020+

{
    "make": "toyota",
    "model": "camry",
    "condition": "used",
    "maxPrice": 25000,
    "minYear": 2020,
    "maxResults": 200
}

New trucks near Denver within 100 miles

{
    "condition": "new",
    "zipCode": "80202",
    "distance": "100",
    "maxResults": 300
}

Certified Pre-Owned BMW, low mileage

{
    "make": "bmw",
    "condition": "certified",
    "maxMileage": 30000,
    "maxResults": 200
}

Use Cases

Car shopping -- Find the best deals using KBB Fair Purchase Price vs. asking price
Market analysis -- Track average prices by make/model/year/region
Dealer inventory monitoring -- Monitor dealer stock and pricing trends
Price comparison -- Compare asking prices vs. KBB valuations at scale
Deal hunting -- Filter for Great Deal and Good Deal rated listings
Price drop alerts -- Use price history data to spot recent reductions

Technical Details

Extracts data from KBB's Next.js server-rendered __NEXT_DATA__ JSON (no browser needed)
Uses got-scraping for HTTP requests with cheerio for HTML parsing
25 organic listings per page, paginated via firstRecord parameter
Handles 308/301 redirects automatically (KBB adds city/state slugs)
Deduplicates listings across pages by listing ID
Graceful error handling with retries and exponential backoff
Random delays between pages (1-3s) to be respectful

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