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Carvana Scraper

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Carvana Used Car Listings Scraper

Scrapes used vehicle listings from Carvana.com. Returns VIN, price, KBB value, MSRP, mileage, colors, fuel type, body style, and 15+ additional fields for each listing.

Carvana Scraper Features

  • Extracts 22 fields per listing including VIN, year, make, model, and trim
  • Returns sale price, KBB retail value, and original MSRP when available
  • Collects exterior and interior color, fuel type, MPG, and seating capacity
  • Includes vehicle tags (Great Value, Great Deal, Recently Added, etc.)
  • Pulls image URLs including the standardized hero shot
  • Paginates automatically until maxItems is reached
  • Handles Cloudflare managed-challenge protection — no manual browser required

What Do You Use Carvana Data For?

  • Market analysts — Track used car pricing trends across make, model, and year
  • Automotive dealers — Monitor Carvana's inventory as a competitive pricing reference
  • Finance and insurance teams — Compare listed prices against KBB values at scale
  • Data scientists — Build used car price prediction models from real transaction-ready listings
  • Research firms — Study EV adoption, fuel type distribution, or inventory churn rates

How Carvana Scraper Works

  1. Acquires a valid session via Cloudflare challenge resolution using a residential proxy
  2. Fetches Carvana's listing pages using the Next.js React Server Component endpoint, which returns structured JSON vehicle data
  3. Extracts all vehicle fields directly from the RSC payload — no HTML parsing, no fragile selectors
  4. Paginates through listing pages until the maxItems limit is reached

Input

{
  "maxItems": 20,
  "startUrls": [
    { "url": "https://www.carvana.com/cars" }
  ]
}
Field Type Default Description
maxItems integer — Maximum number of vehicle listings to scrape. Required.
startUrls array [{url: "https://www.carvana.com/cars"}] Carvana search or listing URLs to scrape.

Carvana Scraper Output Fields

{
  "vin": "3N1AB8BV1SY399647",
  "listing_url": "https://www.carvana.com/vehicle/2025-nissan-sentra-s",
  "year": 2025,
  "make": "Nissan",
  "model": "Sentra",
  "trim": "S",
  "price_usd": 22990,
  "msrp_usd": 21590,
  "kbb_value_usd": 21960,
  "mileage": 2509,
  "body_style": "Sedan",
  "exterior_color": "Gray",
  "interior_color": "Black",
  "fuel_type": "Gas",
  "mpg_city": 34,
  "mpg_highway": 34,
  "seating_capacity": 5,
  "transmission": null,
  "drivetrain": null,
  "tags": ["RecentlyAdded"],
  "image_urls": [
    "https://vexgateway.fastly.carvana.io/2004826665/standardizedHero.jpg",
    "https://vexstockimages.fastly.carvana.io/stockimages/2025_NISSAN_SENTRA_..."
  ],
  "scraped_at": "2026-06-11T23:46:02.772Z"
}
Field Type Description
vin string Vehicle Identification Number
listing_url string Full URL to the vehicle detail page on carvana.com
year integer Model year
make string Vehicle manufacturer (e.g. Ford, Toyota)
model string Vehicle model name
trim string Trim level (e.g. SE, Limited, Sport)
price_usd integer Listed sale price in USD
msrp_usd integer Original MSRP in USD when available
kbb_value_usd integer KBB retail value in USD when available
mileage integer Odometer reading in miles
body_style string Body style (Sedan, SUV, Truck, Coupe, etc.)
exterior_color string Exterior color name
interior_color string Interior color or material description
fuel_type string Fuel type (Gas, Electric, Hybrid, etc.)
mpg_city integer City fuel economy estimate in MPG
mpg_highway integer Highway fuel economy estimate in MPG
seating_capacity integer Number of seats
transmission string Transmission type (not available from listing page)
drivetrain string Drivetrain type — FWD, AWD, RWD (not available from listing page)
tags array Carvana listing tags (Great Value, Great Deal, RecentlyAdded, etc.)
image_urls array Vehicle photo URLs including hero shot
scraped_at string ISO-8601 timestamp when the record was scraped

FAQ

What does Carvana Scraper extract?

Carvana Scraper returns structured vehicle listing data including VIN, pricing (list price, KBB value, MSRP), vehicle specs, and image URLs. Transmission and drivetrain are not available from the listing endpoint and return null — those are only available on individual vehicle detail pages.

Does this work despite Cloudflare protection?

Yes. Carvana runs Cloudflare managed-challenge protection. The actor resolves this automatically using a residential proxy and challenge solver. Each run acquires a fresh clearance before scraping — there is no need to configure cookies or headers manually.

How many listings can I scrape?

Set maxItems to any value. Carvana serves approximately 21 listings per page. Runs are billed per result using pay-per-event pricing, so you only pay for what you extract.

Can I filter listings by make, model, or price?

Pass a filtered Carvana search URL in startUrls. For example: https://www.carvana.com/cars/ford for Ford listings, or a URL with price/mileage filter parameters applied from the Carvana website.

Why are some numeric fields null?

KBB value and MSRP are present for most but not all listings. Transmission and drivetrain fields are not available from the Carvana listing page — they require an additional request to the vehicle detail page, which is not currently included in this actor.

Need More Features?

Request changes at OrbTop.com or open an issue on the actor's Apify page.

Why Use Carvana Scraper?

  • Direct data source — Pulls from the same structured data Carvana's own UI uses, so fields are always consistent and clean
  • KBB and MSRP included — Most car listing scrapers return only the asking price; this one returns the fair-market context alongside it
  • No fragile selectors — Uses the structured RSC payload rather than CSS-selected HTML, which makes it resilient to frontend redesigns
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