Contact

If you encounter any issues or need to exchange information, please feel free to contact us through the following link: My profile

ClassicCars.com Car Details Scraper: Extract Vintage & Classic Vehicle Listings Data

Introduction

ClassicCars.com is the world's largest marketplace for classic and collector vehicles, featuring tens of thousands of vintage cars, trucks, and specialty vehicles from dealers and private sellers across North America. The platform specializes in vehicles ranging from pre-war classics to modern collector cars, representing billions of dollars in classic automotive inventory.

For classic car dealers, automotive investors, market analysts, and collectors, accessing detailed vehicle data is essential for pricing analysis, investment decisions, and market research. However, manually collecting specifications, pricing, and condition details from individual listings is time-intensive, particularly when analyzing market trends across multiple makes, models, or eras.

The ClassicCars.com Car Details Scraper automates this process, enabling systematic extraction of comprehensive vehicle data for market intelligence, inventory analysis, and investment research.

Scraper Overview

The ClassicCars.com Car Details Scraper extracts detailed information from individual classic vehicle listings, capturing specifications, condition details, pricing data, and seller information. The tool uses residential proxy support for reliable access and configurable retry mechanisms for robust data collection.

It's valuable for classic car dealers analyzing inventory and pricing, automotive investors researching market values, collectors tracking specific vehicles, auction houses conducting market research, and appraisers building valuation databases. The scraper handles vehicles across all eras and categories while maintaining accuracy and respecting platform guidelines.

Input and Output Details

Example url 1: https://classiccars.com/listings/view/2038654/1997-toyota-4runner-for-sale-in-cadillac-michigan-49601

Example url 2: https://classiccars.com/listings/view/2038691/1966-gmc-van-for-sale-in-st-louis-missouri-63116

Example url 3: https://classiccars.com/listings/view/2022680/2016-bmw-m-models-for-sale-in-st-george-utah-84770

Example Screenshot of cars information page:

Input Format

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  },
  "max_retries_per_url": 2,
  "urls": [
    "https://classiccars.com/listings/view/2038691/1966-gmc-van-for-sale-in-st-louis-missouri-63116",
    "https://classiccars.com/listings/view/2022680/2016-bmw-m-models-for-sale-in-st-george-utah-84770",
    "https://classiccars.com/listings/view/2038654/1997-toyota-4runner-for-sale-in-cadillac-michigan-49601"
  ]
}

The urls parameter: Add URLs of specific vehicle detail pages you want to scrape. Paste URLs individually or use bulk edit for prepared lists. These should be direct links to individual car listings, not search results.

The max_retries_per_url parameter: Limits retry attempts if scraping is detected or pages fail to load. Default value of 2 balances thoroughness with efficiency.

The proxy parameter: Essential for avoiding detection. Use US residential proxies (apifyProxyCountry: "US") for optimal ClassicCars.com access.

Output Format

Example output

[
  {
  "product_id": null,
  "mpn": "2038654",
  "name": "1997 Toyota 4Runner",
  "brand": "Toyota",
  "model": "4Runner",
  "description": "This 1997 Toyota 4Runner SR5 is a clean, well-maintained example ofToyota's legendary SUV. It's powered by the dependable 3.4L V6 withan automatic transmission and equipped with four-wheel drive.Details: Mileage: 165,000 miles Engine: 3.4L V6 Transmission:Automatic Drivetrain: 4WD Maintenance & Condition: Timing belt andwater pump serviced at 137,000 miles Very clean overall No rust, noleaks Everything works as it should Never repainted No body damageHistory Note: Right lower axle previously damaged andprofessionally replaced A solid, honest 4Runner with goodmaintenance history and excellent condition-ready for daily drivingor adventure use. Important Information - Please Read BeforeInquiring Vehicle Location: This vehicle is located at our client'shome, not in Cadillac, Michigan. Showroom Access: We have ashowroom with approximately 35 vehicles, available by appointmentonly. Contact First: Please call us at 231-468-2809 EXT 1 to speakwith one of our representatives before visiting. FREE Consignment -Sell Your Vehicle Fast! List your vehicle effortlessly and get itsold in record time! Easy process High visibility Professionalsupport",
  "production_date": "1997",
  "body_type": "",
  "vehicle_identification_number": "0000000000CBL0706",
  "color": "White",
  "vehicle_interior_color": "",
  "sku": "417683",
  "image": "System.Collections.Generic.List`1[ClassicCars.Entity.ListingImage]",
  "url": "https://classiccars.com/listings/view/2038654/1997-toyota-4runner-for-sale-in-cadillac-michigan-49601",
  "offers": {
    "@type": "offer",
    "price_currency": "USC",
    "price": "12495.0000",
    "url": "https://classiccars.com/listings/view/2038654/1997-toyota-4runner-for-sale-in-cadillac-michigan-49601"
  },
  "mileage_from_odometer": {
    "@type": "QuantitativeValue",
    "value": "165000",
    "unit_code": "Miles"
  }
}
]

The scraper returns structured vehicle data with each field serving specific analytical purposes:

• Product ID: Unique listing identifier on ClassicCars.com. Critical for tracking vehicles over time, monitoring price changes, and building historical databases.

• MPN: Manufacturer Part Number or model designation. Used for standardized vehicle identification and cross-referencing with industry databases.

• Name: Complete vehicle listing title. Provides quick identification including year, make, model, and key features.

• Brand: Vehicle manufacturer (Ford, Chevrolet, Porsche, etc.). Essential for brand-specific analysis, market segmentation, and manufacturer trend tracking.

• Model: Specific vehicle model designation. Critical for model-specific valuation, comparing similar vehicles, and identifying rare variants.

• Description: Full listing description from seller. Contains detailed condition information, history, modifications, restoration details, and unique features crucial for valuation.

• Production Date: Year of manufacture. Fundamental for era-based analysis, age-related valuation adjustments, and historical market trends.

• Body Type: Vehicle body style (coupe, sedan, convertible, roadster, etc.). Important for style-specific market analysis and collector preference tracking.

• Vehicle Identification Number: VIN for vehicle authentication. Enables ownership history verification, authenticity confirmation, and detailed vehicle background research.

• Color: Exterior paint color. Affects desirability and value, particularly for rare or original factory colors.

• Vehicle Interior Color: Interior color/material specification. Important for originality verification and condition assessment, especially for restored vehicles.

• SKU: Dealer stock keeping unit. Useful for tracking dealer inventory patterns and professional seller identification.

• Image: Primary vehicle photograph URL. Enables visual verification, condition assessment, and enhanced listing records.

• URL: Direct link to the listing. Reference for verification, accessing additional details, and monitoring listing status.

• Offers: Pricing information including asking price and offer details. Core data for market analysis, valuation models, and pricing trend tracking.

• Mileage From Odometer: Recorded vehicle mileage. Critical valuation factor affecting authenticity, condition assessment, and price determination.

Each field supports valuation analysis, market research, investment decisions, and inventory management for classic vehicle markets.

Usage Guide

Setting Up Vehicle Data Extraction

Step 1: Collect Target Vehicle URLs

Navigate ClassicCars.com and identify specific vehicle listings for extraction:

• Investment-grade classics for valuation analysis
• Specific makes/models for market research
• Dealer inventory for competitive intelligence
• Rare vehicles for opportunity identification

Copy complete URLs of vehicle detail pages.

Step 2: Configure Extraction Parameters

Build your URL list using individual entries or bulk import. Configure proxy settings with US residential proxies for reliable access. Set retry limits based on your data volume and connection stability.

Step 3: Execute and Monitor

Run the scraper and monitor for access issues or data quality problems. Verify extracted data matches source listings.

Best Practices

URL Management:

• Organize URLs by vehicle category, era, or price range
• Verify URLs remain active before large batch runs
• Track listing expiration dates
• Maintain backup URL lists

Proxy Configuration:

• Use US residential proxies exclusively
• Monitor for detection and adjust if needed
• Rotate proxies for high-volume extraction

Data Quality:

• Validate VINs for authenticity
• Cross-reference pricing with market guides
• Verify mileage consistency with vehicle age
• Check description details against specifications

Category-Specific Focus:

Pre-War Classics (pre-1945):

• Prioritize originality indicators in descriptions
• Verify documented provenance and history
• Track rare configuration details

Muscle Cars (1960s-1970s):

• Focus on matching numbers verification
• Extract engine and transmission specifications
• Monitor restoration quality indicators

European Sports Cars:

• Track service history mentions
• Identify original vs. modified specifications
• Monitor market premiums for rare colors

Modern Collectibles (1980s-2000s):

• Verify low-mileage examples
• Track limited edition details
• Monitor appreciation trends

Common Troubleshooting

Access Issues:

• Verify proxy configuration is using US residential IPs
• Check if listings have expired or sold
• Ensure retry limits are appropriate

Data Extraction:

• Validate page structure hasn't changed
• Check for missing VINs or critical fields
• Review error logs for specific issues

Benefits and Applications

Primary Applications:

Classic Car Investment Analysis: Build databases of comparable sales, track pricing trends by make/model/era, identify undervalued investment opportunities, analyze market appreciation rates, and develop predictive valuation models.

Dealer Inventory Management: Monitor competitor inventory and pricing strategies, identify acquisition opportunities, track market availability by category, analyze time-on-market for different vehicle types, and optimize pricing strategies.

Market Research: Analyze pricing trends across vehicle categories, identify emerging collector interest areas, track regional price variations, monitor color and configuration premiums, and understand seasonal market patterns.

Appraisal & Valuation: Build comparable sales databases, track condition impact on pricing, analyze originality premiums, develop valuation algorithms, and maintain current market data for professional appraisals.

Collector Intelligence: Track specific vehicles of interest, monitor rare model availability, identify restoration candidates, analyze market timing for purchases, and build reference databases for collections.

The scraper provides advantages through:

• VIN extraction enabling authentication and history research
• Detailed condition descriptions for accurate valuation
• Comprehensive specification data for comparisons
• Pricing history tracking through repeated scraping
• Geographic data for regional market analysis

Output integrates with valuation tools, inventory systems, CRM platforms, and analytical software for immediate use in classic car business operations.

Conclusion

The ClassicCars.com Car Details Scraper transforms manual vehicle research into automated intelligence gathering. By extracting comprehensive data from the world's largest classic car marketplace, it enables data-driven decisions for investments, inventory management, and market analysis.

Whether analyzing market trends, building valuation models, managing dealer inventory, or tracking collector vehicles, this scraper provides the systematic extraction capabilities needed for professional classic car business operations.

Related Actors

• classiccars.com Cars Search Scraper: A specialized data extraction tool engineered to harvest detailed cars information from classiccars's cars marketplace.

Your feedback

We are always working to improve Actors' performance. So, if you have any technical feedback about classiccars.com Automotive Details Scraper or simply found a bug, please create an issue on the Actor's Issues tab in Apify Console.