KBB Cars for Sale Scraper - Kelley Blue Book Listings avatar

KBB Cars for Sale Scraper - Kelley Blue Book Listings

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from $5.00 / 1,000 results

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KBB Cars for Sale Scraper - Kelley Blue Book Listings

KBB Cars for Sale Scraper - Kelley Blue Book Listings

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 $5.00 / 1,000 results

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0.0

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Developer

lulz bot

lulz bot

Maintained by Community

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0

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2

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1

Monthly active users

5 days ago

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KBB Scraper - Kelley Blue Book Cars for Sale

Scrape used and new car listings from Kelley Blue Book. Extract detailed vehicle data including VIN, pricing, KBB Fair Purchase Price, deal ratings, mileage, dealer info, and 30+ fields per listing.

Features

  • 46,000+ vehicles nationwide from KBB's marketplace
  • KBB Fair Purchase Price and deal rating (Great/Good/Fair/High)
  • Filter by make, model, year, price, mileage, location
  • Full vehicle specs: engine, transmission, drive type, fuel, MPG, colors
  • Dealer info: name, phone, rating, reviews, city/state
  • Listing metadata: days on site, hot deals, price reductions, newly listed flags

Input Parameters

ParameterTypeDefaultDescription
makestring-Car make (e.g. toyota, honda, ford)
modelstring-Car model (e.g. camry, civic). Requires make.
zipCodestring80202ZIP code for search location
radiusinteger75Search radius in miles (10-500)
yearFrominteger-Minimum model year
yearTointeger-Maximum model year
maxPricenumber-Maximum listing price in USD
maxMileagenumber-Maximum mileage in miles
maxResultsinteger100Max listings to return (1-2000)
proxyConfigurationobjectnoneProxy settings

Output Fields

Each listing includes:

FieldDescription
idKBB listing ID
titleFull listing title
vinVehicle Identification Number
yearModel year
makeManufacturer (Honda, Toyota, etc.)
modelModel name (Civic, Camry, etc.)
trimTrim level (LX, EX, Sport, etc.)
bodyStyleBody style (Sedan, SUV, Truck, etc.)
listingTypeNEW or USED
priceSale price in USD
kbbFairPurchasePriceKBB Fair Purchase Price estimate
kbbFairPriceLowKBB Fair Price range low
kbbFairPriceHighKBB Fair Price range high
priceDeltaDifference from KBB Fair Price
dealRatingKBB deal rating (Great/Good/Fair/High)
mileageOdometer reading (formatted string)
mileageNumOdometer reading (number)
daysOnSiteDays the listing has been active
exteriorColorExterior color
interiorColorInterior color
engineEngine type (4-Cylinder, V6, etc.)
transmissionTransmission type
driveTypeDrive type (FWD, AWD, 4WD, RWD)
fuelTypeFuel type (Gasoline, Hybrid, Electric, etc.)
mpgCityCity fuel economy
mpgHighwayHighway fuel economy
doorsNumber of doors
isHotKBB "Hot" listing flag
isNewlyListedRecently listed flag
isReducedPricePrice recently reduced
dealerNameDealer or seller name
dealerPhoneDealer phone (if public)
dealerRatingDealer rating (out of 5)
dealerReviewCountNumber of dealer reviews
isPrivateSellerWhether seller is private (vs dealer)
cityDealer city
stateDealer state
zipDealer ZIP code
distanceDistance from search ZIP in miles
imageUrlPrimary listing image
urlFull KBB listing URL

Example Usage

Search all cars near Denver

{
"zipCode": "80202",
"radius": 50,
"maxResults": 100
}

Search for used Toyota Camry under $25K

{
"make": "toyota",
"model": "camry",
"maxPrice": 25000,
"yearFrom": 2020,
"maxResults": 200
}

Search for low-mileage SUVs

{
"maxMileage": 30000,
"yearFrom": 2022,
"maxResults": 500
}

Use Cases

  • Car shopping — Find the best deals using KBB Fair Purchase Price
  • Market analysis — Track average prices by make/model/year
  • Dealer inventory monitoring — Monitor dealer stock and pricing trends
  • Price comparison — Compare asking prices vs KBB valuations
  • Automotive research — Analyze vehicle market data at scale

Technical Details

  • Uses Cheerio (no browser needed) for fast, lightweight scraping
  • Extracts data from KBB's Next.js server-side rendered __NEXT_DATA__ JSON
  • Handles 308/301 redirects automatically
  • ~23 organic listings per page plus sponsored listings
  • Respects rate limits with max concurrency of 2