automotive

Cars.com Scraping: Extract Vehicle Listings and Market Data

Cars.com employs Cloudflare protection with standard anti-bot measures for their automotive marketplace platform. Both residential and datacenter proxies work with proper configuration, session management, and appropriate request pacing. Use for vehicle pricing intelligence, dealer review analysis, and comprehensive automotive market research.

Medium

Difficulty

cloudflare

Anti-Bot

$1.75/GB

Starting Price

99.9%

Uptime

Anti-Bot Protection

Cars.com uses cloudflare protection. Moderate Difficulty.

Recommended Proxy

Both residential and datacenter proxies work. Residential provides higher success rates on protected endpoints.

Geo-Targeting

Access Cars.com from 150+ countries with city-level targeting. Match your proxy location to your target audience.

What Can You Do With Cars.com Proxies?

price monitoringmarket researchinventory aggregation

Frequently Asked Questions

How does Cars.com compare to Autotrader for scraping?

Both use Cloudflare protection with similar difficulty levels. Cars.com includes robust dealer reviews and ratings that Autotrader may lack. Both offer comprehensive listings; scraping both provides more complete market coverage.

What proxy type should I use?

Residential proxies work best for consistent access. Datacenter proxies function with proper User-Agent rotation and delays of 4-8 seconds. Avoid aggressive request patterns that trigger Cloudflare challenges.

Can I extract dealer reviews and ratings?

Yes, Cars.com includes dealer reviews, ratings, and response rates. This data provides valuable dealer reputation intelligence beyond just inventory listings. Reviews may paginate for dealers with extensive feedback.

How do I handle geographic-based searches?

Cars.com supports ZIP code and radius-based searching. Include location parameters to focus on specific markets. Results vary significantly by geography, making multi-location queries valuable for national analysis.

What vehicle data points are available?

Available data includes make, model, year, price, mileage, condition, features, photos, dealer information, VIN, and listing history. Cars.com also provides price comparison tools and market value estimates.

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Access Cars.com with Proxyon

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