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CarsAndBids.com Vehicle Details Scraper: Extract Enthusiast Car Auction Data

Introduction

CarsAndBids.com has established itself as the leading online auction platform for modern enthusiast vehicles, founded by automotive personality Doug DeMuro. Unlike traditional auction sites, CarsAndBids specializes in cars from the 1980s onward, focusing on interesting, enthusiast-oriented vehicles including sports cars, luxury sedans, modified vehicles, and collector-grade modern classics. The platform attracts serious buyers and sellers, creating a transparent marketplace with detailed listings and competitive bidding.

For automotive dealers, collectors, market analysts, and investment researchers, accessing structured auction data from CarsAndBids is invaluable for understanding market valuations, tracking price trends, and identifying buying or selling opportunities. However, manually collecting detailed information from individual auction listings is time-consuming, especially when analyzing market segments requires examining hundreds of completed and active auctions.

The CarsAndBids.com Vehicle Details Scraper automates this extraction process, enabling systematic collection of auction data including vehicle specifications, bidding activity, seller information, reserve status, and engagement metrics. Whether you're tracking specific makes and models, analyzing market trends, or building valuation databases, this scraper provides the data foundation for informed automotive market decisions.

Scraper Overview

The CarsAndBids.com Vehicle Details Scraper is a specialized tool designed to extract comprehensive information from individual vehicle auction listings on the platform. It captures critical auction data including vehicle details, seller information, bidding statistics, reserve status, financing options, and viewer engagement metrics.

The scraper supports residential proxy configuration for reliable access, configurable retry mechanisms for handling connection issues, and batch processing of multiple auction URLs. It's valuable for automotive dealers assessing inventory acquisition opportunities, collectors tracking specific vehicle segments, market researchers analyzing enthusiast car valuations, investment analysts studying automotive asset trends, and appraisers building comparable sales databases.

The tool extracts both static vehicle information and dynamic auction metrics, providing a complete picture of each listing's market performance and characteristics.

Input and Output Details

Example url 1: https://carsandbids.com/auctions/rJMBnxVE/2017-mercedes-benz-gls-550?ss_id=73f6afa2-f61e-4893-bd3c-613aecfa3742&ref=lr_2_4

Example url 2: https://carsandbids.com/auctions/9Qxqygae/2004-honda-pilot-ex-l?ss_id=73f6afa2-f61e-4893-bd3c-613aecfa3742&ref=lr_2_7

Example url 3: https://carsandbids.com/auctions/rkxkVdNk/2023-mercedes-benz-eqs-580-4matic-suv?ss_id=73f6afa2-f61e-4893-bd3c-613aecfa3742&ref=pr_2_1

Example Screenshot of cars information page:

Input Format

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  },
  "max_retries_per_url": 2,
  "urls": [
    "https://carsandbids.com/auctions/rJMBnxVE/2017-mercedes-benz-gls-550?ss_id=73f6afa2-f61e-4893-bd3c-613aecfa3742&ref=lr_2_4",
    "https://carsandbids.com/auctions/rkxkVdNk/2023-mercedes-benz-eqs-580-4matic-suv?ss_id=73f6afa2-f61e-4893-bd3c-613aecfa3742&ref=pr_2_1",
    "https://carsandbids.com/auctions/9Qxqygae/2004-honda-pilot-ex-l?ss_id=73f6afa2-f61e-4893-bd3c-613aecfa3742&ref=lr_2_7"
  ]
}

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

The max_retries_per_url parameter: Number of retry attempts if pages fail to load or bot detection occurs. Default value of 2 balances thoroughness with efficiency.

The proxy parameter: Proxy configuration for maintaining access and avoiding detection. US residential proxies (apifyProxyCountry: "US") are recommended for optimal CarsAndBids.com access.

Output Format

Example output

[
  {
  "id": "rJMBnxVE",
  "submission_id": "3pOJpeOW",
  "seller": {
    "photo": null,
    "username": "buyfromme74",
    "is_followed": false
  },
  "stats": {
    "bids": 28,
    "comments": 10,
    "questions": 7,
    "watchers": 495,
    "auction_end": "2026-01-16T20:24:00.000+00:00",
    "current_bid": {
      "bidder": {
        "photo": null,
        "username": "vectorw2"
      },
      "amount": 18018
    },
    "sale_amount": null
  },
  "watching": false,
  "make_saved_search": null,
  "model_saved_search": null,
  "no_reserve": true,
  "canceled_message": null,
  "listing": {
    "title": "2017 Mercedes-Benz GLS 550",
    "sub_title": "Twin-Turbo V8, AWD, Driver Assistance Package, Unmodified",
    "model": "GLS-Class",
    "make": "Mercedes-Benz",
    "year": 2017,
    "location": "Lima, OH 45807",
    "vin": "4JGDF7DE0HA853983",
    "mileage": 76200,
    "mileage_text": null,
    "body_style": 5,
    "engine": "4.7L Turbocharged V8",
    "drive_train": 3,
    "transmission": 1,
    "transmission_details": "9-Speed",
    "exterior_color": "Diamond White Metallic",
    "interior_color": "Saddle Brown",
    "title_status": "Clean (OH)",
    "seller_type": 1,
    "seller_type_details": null,
    "highlighted_points": [
      "Accident-free Carfax history report",
      "21-inch AMG wheels",
      "Saddle Brown interior"
    ],
    "history_report_pdf": null,
    "history_report": {
      "url": "https://www.carfax.com/vehiclehistory/ar20/Fkw-Hv4M1Qz_B-fS0VJ94rWo9-go-gjfk131LE21lzTHkTzyi5xnOIUHJCaz4tG9tDcSzn4mk3a0PTxcMfB6u5E0mUadNJ_Me6UQ49CR",
      "expiry": "2026-06-05T18:57:20.000+00:00",
      "vendor": "carfax"
    },
    "sections": {
      "doug": "The X166 Mercedes-Benz GLS 550 is an excellent full-size SUV that boasts a powerful twin-turbo V8, all-wheel drive, and a spacious interior. This particular example touts a classy color combination and some great factory equipment – including the Driver Assistance Package, 21-inch AMG wheels, and heated and ventilated front seats. Plus, this GLS 550 comes with no modifications along with a clean, accident-free `Carfax` report – AND it's offered with the thrill of no reserve!",
      "videos": [
        "35Rq0bQR",
        "3oOjYleg",
        "Kmo4G7O0",
        "KdEqlGwL",
        "365P54n9",
        "9AJQ4okz"
      ],
      "equipment": "A build sheet is provided in the photo gallery, and a partial list of notable equipment reported by the seller includes:\n- Driver Assistance Package (Distronic Plus adaptive cruise control with Steering Pilot, Active Brake Assist with cross-traffic function, Pre-Safe Plus with rear collision detection and preparation, Active Blind Spot Assist, Active Lane Keeping Assist, Speed Limit Assist)\n- 21-inch AMG wheels\n- Airmatic air suspension with Adaptive Damping System (ADS)\n- Panoramic sunroof\n- Leather upholstery\n- Heated and ventilated front seats\n- Power-folding third-row seats\n- 3-zone automatic climate control\n- Surround View camera",
      "highlights": "THIS... is a 2017 Mercedes-Benz GLS 550, finished in Diamond White Metallic with a Saddle Brown interior.\n- The attached `Carfax` history report lists no accidents or mileage discrepancies in this GLS 550's past.\n- According to the build sheet provided in the gallery, notable factory equipment includes the Driver Assistance Package, 21-inch AMG wheels, a panoramic sunroof, heated and ventilated front seats, and power-folding third-row seats. The seller reports no notable modifications.\n- The GLS was introduced for 2017 as a replacement for the outgoing GL-class of three-row SUVs, with Mercedes-Benz calling it \"the S-Class among SUVs\". Along with a redesigned interior, the model received a retuned air suspension and a larger, standalone 8-inch COMAND multimedia screen.\n- Power comes from a 4.7-liter twin-turbocharged V8, rated at 449 horsepower and 516 lb-ft of torque. Output is sent to all four wheels via a 9-speed automatic transmission and Mercedes-Benz's 4Matic permanent all-wheel drive system.",
      "known_flaws": "- Chips and scratches around the exterior (some are touched-up)\n- Scratches on wheels\n- Some wear on seats and interior touch points",
      "other_items": "- 1 key\n- Owner's manual\n- WeatherTech floor mats and cargo mat",
      "seller_notes": "There is a loan on this vehicle, and sale proceeds will be used to satisfy the loan. We recommend handling the loan payoff securely through [Cars & Bids SafePay](https://carsandbids.com/safepay/) if agreed to by both the buyer and the seller. Please note that the title may only be available **after** the loan has been paid off.",
      "ownership_history": "The seller reportedly purchased this GLS 550 in May 2025. ",
      "recent_service_history": "Service documentation in the photo gallery indicates that the following maintenance has been performed:\n- September 2025 (73,385 miles): Engine oil and filter changed, driver-side upper control arm, cabin air filter, coolant hose, and turbocharger coolant hose replaced, brake fluid flushed\n\nThe attached `Carfax` history report shows that the following services have been performed:\n- June 2025: Glass repaired\n- May 2025: Engine oil and filter changed\n- December 2024 (68,696 miles): Recommended maintenance performed\n\nThe seller reports that the following services have been performed:\n- May 2025: Tires replaced\n\nAdditional service history is detailed in the attached `Carfax` report."
    },
    "featured": false,
    "accepts_usdc": false,
    "safepay_eligible": true,
    "id": "rwnzMm65",
    "inspection_report_url": null,
    "photos": {
      "base_url": "media.carsandbids.com",
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  "status": "live",
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      "dealer": false,
      "term": 36,
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]

The scraper returns detailed auction data with each field serving specific analytical purposes:

• ID: Unique auction identifier within CarsAndBids. Essential for tracking auctions over time, linking related data, and database management.

• Submission ID: Internal submission reference number. Used for tracking listing lifecycle and connecting pre-auction to live auction data.

• Seller: Seller's username or account information. Enables seller analysis, identifying professional dealers vs. private sellers, and tracking seller reputation and activity patterns.

• Stats: Auction statistics including bid count, current price, and time remaining. Core data for analyzing bidding dynamics, price progression, and auction competitiveness.

• Watching: Number of users watching the auction. Indicates market interest level, helps predict final sale prices, and reveals demand for specific vehicle types.

• Make Saved Search: Make-specific saved search indicator. Shows which manufacturers generate most tracking interest, revealing brand popularity trends.

• Model Saved Search: Model-specific saved search data. Identifies high-demand models and helps prioritize inventory acquisition targets.

• No Reserve: Boolean indicating if auction has no reserve price. Critical for assessing true market value as these auctions must sell regardless of final bid, providing accurate pricing data.

• Canceled Message: Information if auction was canceled. Important for data cleaning and understanding auction completion rates and seller behavior.

• Listing: Complete listing details including vehicle specifications, description, photos, and documentation. Provides comprehensive vehicle information for condition assessment, feature verification, and comparable sales analysis.

• Status: Current auction status (active, ended, sold, unsold). Essential for filtering data by auction outcome and analyzing sell-through rates.

• Finance: Financing options and eligibility information. Indicates professional dealer listings and affects buyer accessibility, influencing final prices.

• Shipping Quote Eligible: Whether shipping quotes are available. Shows seller professionalism and affects national vs. local buyer accessibility.

• Views: Total auction page views. Measures listing visibility and marketing effectiveness, correlates with final sale prices.

Each field supports market analysis, valuation modeling, seller profiling, and trend identification in the enthusiast automotive marketplace.

Usage Guide

Setting Up Auction Data Extraction

Step 1: Identify Target Auctions

Navigate to CarsAndBids.com and locate specific auction listings for extraction:

• Active auctions for real-time market monitoring
• Recently ended auctions for pricing analysis
• Specific makes/models for segment research
• No-reserve auctions for true market valuation
• High-watch-count auctions indicating strong demand

Copy the complete URL of each auction page.

Step 2: Build Your URL List

Create your URL collection:

• Add individual URLs for targeted analysis
• Use bulk edit for prepared lists from search results
• Organize by vehicle segment, time period, or price range
• Include both sold and unsold auctions for comprehensive analysis

Step 3: Configure Proxy Settings

Set up reliable access:

• Enable residential proxy groups
• Use US proxies for optimal CarsAndBids access
• Monitor for access issues and adjust if needed

Step 4: Set Retry Parameters

Configure retry behavior:

• Default of 2 retries works for most scenarios
• Increase for large-scale extraction projects
• Balance completeness with processing time

Best Practices

URL Collection Strategy:

• Systematically capture URLs from filtered searches before extraction
• Track auction end dates to prioritize time-sensitive data
• Organize URLs by vehicle category for structured analysis
• Verify auction URLs are still accessible

Data Analysis Applications:

Market Valuation:

• Compare no-reserve auction results for accurate pricing
• Track bid progression patterns for demand signals
• Analyze watch counts relative to final prices
• Identify under-market opportunities

Segment Analysis:

• Extract all auctions for specific makes/models
• Compare sold vs. unsold rates by category
• Track pricing trends over time
• Identify emerging collector segments

Seller Intelligence:

• Profile high-volume sellers and dealers
• Analyze seller success rates and strategies
• Identify inventory sources
• Track professional vs. private seller pricing

Proxy Configuration:

• Always use US residential proxies
• Monitor for rate limiting
• Rotate proxies for large extraction volumes
• Test configuration with small batches

Data Quality Management:

• Verify extracted statistics match live auctions
• Handle canceled or removed listings
• Track data freshness for time-sensitive analysis
• Validate numeric fields for accuracy

Common Troubleshooting

Access Issues:

• Verify URLs are complete and correctly formatted
• Ensure proxies are properly configured
• Check if auctions have ended or been removed
• Test manual access to confirm availability

Data Extraction Problems:

• Verify page structure hasn't changed
• Check for dynamic content requiring special handling
• Review logs for specific error patterns
• Confirm all fields are captured correctly

Performance Optimization:

• Process URLs in manageable batches
• Implement appropriate delays for large volumes
• Monitor system resources
• Split large jobs across multiple runs

Benefits and Applications

The CarsAndBids.com Vehicle Details Scraper delivers significant value for automotive market intelligence and investment analysis.

Primary Applications:

Market Valuation & Pricing Analysis: Track real-time market values for specific vehicles, analyze price trends across time periods, identify undervalued acquisition opportunities, build comparable sales databases for appraisals, and understand price drivers through bidding patterns and engagement metrics.

Investment Research: Monitor emerging collector segments, track appreciation rates for modern classics, identify market inefficiencies for arbitrage, analyze demand signals through watch counts and views, and build predictive models using historical auction data.

Inventory Acquisition: Identify vehicles meeting specific criteria before auction end, monitor no-reserve auctions for value opportunities, track seller patterns for sourcing relationships, analyze competition levels through bid counts, and prioritize targets using engagement metrics.

Market Trend Analysis: Identify rising and falling segments, track seasonal pricing variations, analyze geographic demand patterns, monitor new listing volumes by category, and understand buyer preferences through saved search data.

Competitive Intelligence: Track dealer activity and pricing strategies, monitor competitor acquisition patterns, analyze professional seller success rates, identify market entry opportunities, and benchmark against industry participants.

The scraper provides advantages through:

• Access to detailed auction dynamics beyond final prices
• No-reserve auction data revealing true market values
• Engagement metrics predicting price outcomes
• Seller identification enabling relationship building
• Real-time data for time-sensitive decisions
• Historical tracking capabilities for trend analysis

The structured output integrates with analytical tools, valuation models, inventory management systems, and market intelligence platforms, enabling data-driven decisions in the enthusiast automotive marketplace.

Conclusion

The CarsAndBids.com Vehicle Details Scraper transforms manual auction research into efficient automated data collection. By providing structured access to comprehensive auction data from the leading enthusiast car marketplace, it empowers dealers, collectors, and analysts to make informed decisions about valuations, acquisitions, and market positioning.

Whether you're building valuation databases, tracking market trends, identifying investment opportunities, or monitoring specific vehicle segments, this scraper provides the detailed extraction capabilities needed to succeed in the modern enthusiast automotive market.

Ready to unlock auction insights from CarsAndBids.com? Start extracting comprehensive vehicle auction data today and elevate your automotive market intelligence.

Related Actors

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

Your feedback

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