🏎️ Cars & Bids Scraper

🕒 Last updated: 2026-05-05

The Cars & Bids Scraper collects vehicle auction data at scale, with full specs, bid history, seller profiles, plus Doug DeMuro reviews and finance estimates.

✨ What Does It Do

Extract auction listings from Cars & Bids with comprehensive vehicle data. Collect active auctions, past results, or specific listings by URL. Get detailed specs including make, model, year, VIN, mileage, engine, transmission, drivetrain, colors, and title status. Optionally include bid history, high-resolution photos, and full descriptions with Doug DeMuro reviews.

Perfect for car enthusiasts tracking auction trends, dealers sourcing inventory, researchers analyzing the collector car market, or data teams building automotive valuation models.

🎬 Demo Video

Coming soon

🔧 Input

Field	Type	Description
mode	string	"active" (live auctions), "past" (completed), or "detail" (specific URLs)
maxItems	number	Maximum auctions to collect
startUrls	array	Specific auction URLs (for "detail" mode)
includePhotos	boolean	Include all photo URLs (default: false)
includeDescription	boolean	Include full descriptions and reviews (default: true)
includeBidHistory	boolean	Include complete bid history (default: false)

📊 Output

Each auction listing includes:

Field	Type	Description
title	string	Auction title
url	string	Direct link to auction
auctionId	string	Unique auction identifier
status	string	Auction status (live, closed, etc.)
make	string	Vehicle manufacturer
model	string	Vehicle model
year	number	Model year
vin	string	Vehicle Identification Number
mileage	number	Odometer reading
engine	string	Engine details
transmission	string	Automatic or Manual
drivetrain	string	FWD, RWD, or 4WD/AWD
bodyStyle	string	Coupe, sedan, SUV, truck, etc.
exteriorColor	string	Exterior color
interiorColor	string	Interior color
titleStatus	string	Clean, salvage, etc.
location	string	Vehicle location
noReserve	boolean	No reserve auction flag
currentBid	number	Current highest bid
saleAmount	number	Final sale price (past auctions)
bids	number	Total bid count
watchers	number	Number of watchers
views	number	Listing view count
sellerUsername	string	Seller's username
sellerType	string	Private or Dealer
highlightedPoints	array	Key selling points
bidHistory	array	Complete bid history (optional)
photos	array	All photo URLs (optional)
scrapedAt	string	Timestamp of extraction

💎 Why Choose This Scraper

• Three collection modes - Scrape active auctions, past results, or specific listings by URL
• Deep vehicle specs - Full details including VIN, engine, transmission, drivetrain, and colors
• Bid intelligence - Current bids, sale amounts, bid counts, and optional complete bid history
• Doug DeMuro reviews - Extract the famous car reviewer's notes when available
• Seller profiles - Username, certification status, and seller photos
• Photo gallery - Optionally collect all high-resolution vehicle photos

📋 How to Use

1. Go to the Input tab
2. Select a mode: "active" for live auctions, "past" for completed, or "detail" for specific URLs
3. Set your desired maximum items
4. Toggle photo, description, and bid history options
5. Click Start to begin extraction
6. Download results from the Dataset tab in JSON, CSV, or Excel format

Example Input

{
    "mode": "active",
    "maxItems": 50,
    "includeDescription": true,
    "includeBidHistory": true
}

🎯 Business Use Cases

• Dealer Sourcing - Monitor auction results to find inventory opportunities
• Market Valuation - Build pricing models from historical sale data
• Collector Tracking - Follow specific makes and models across auctions
• Investment Research - Analyze appreciation trends in the collector car market
• Competitive Analysis - Track auction activity and pricing patterns

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✨ Why choose this Actor

	Capability
🎯	Built for the job. Scoped specifically to this data source so you skip the parser engineering entirely.
🔖	Structured output. Clean, typed fields ready for analysis, dashboards, or downstream pipelines.
⚡	Fast. Optimized request patterns return results in seconds, not minutes.
🔁	Always fresh. Every run pulls live data, so the dataset reflects the source as of run time.
🌐	No infra to manage. Apify handles proxies, retries, scaling, scheduling, and storage.
🛡️	Reliable. Battle-tested across many runs and edge cases, with graceful error handling.
🚫	No code required. Configure in the UI, run from CLI, schedule via cron, or call from any language with the Apify SDK.

📊 Production-grade structured data without the engineering overhead of building and maintaining your own scraper.

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📈 How it compares to alternatives

Approach	Cost	Coverage	Refresh	Filters	Setup
⭐ Cars & Bids Scraper (this Actor)	$5 free credit, then pay-per-use	Full source coverage	Live per run	Source-native filters supported	⚡ 2 min
Build your own scraper	Engineering hours	Full once built	Whenever you maintain it	Custom code	🐢 Days to weeks
Paid managed APIs	$$$ monthly	Vendor-defined	Live	Vendor-defined	⏳ Hours
Third-party data dumps	Varies	Subset, often stale	Periodic	None	🕒 Variable

Pick this Actor when you want broad coverage, server-side filtering, and no pipeline maintenance.

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🚀 How to use

1. 📝 Sign up. Create a free account with $5 credit (takes 2 minutes).
2. 🌐 Open the Actor. Go to the Cars & Bids Scraper page on the Apify Store.
3. 🎯 Set input. Configure the input fields in the form (or paste a JSON), then set maxItems.
4. 🚀 Run it. Click Start and let the Actor collect your data.
5. 📥 Download. Grab your results in the Dataset tab as CSV, Excel, JSON, or XML.

⏱️ Total time from signup to downloaded dataset: 3-5 minutes. No coding required.

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💼 Business use cases

📊 Data & Analytics Build trend reports and dashboards from live source data Feed BI tools, warehouses, and ML pipelines with structured records Run periodic snapshots to track changes over time Compare segments, regions, or categories with consistent fields	🏢 Operations & Strategy Monitor competitor moves, pricing, and inventory shifts Build internal directories and lookup tools backed by current data Power workflows that depend on fresh source records Cut manual data-gathering time from hours to minutes
🎯 Marketing & Growth Identify market opportunities and trending topics Research target audiences and customer personas at scale Power lead-generation pipelines with verified records Track sentiment, reviews, or social signals over time	🛠️ Engineering & Product Prototype features that need real-world data without owning a crawler Replace fragile in-house scrapers with a managed Actor Wire datasets into your apps via the Apify API or webhooks Skip the proxy, retry, and parsing maintenance entirely

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🌟 Beyond business use cases

Data like this powers more than commercial workflows. The same structured records support research, education, civic projects, and personal initiatives.

🎓 Research and academia Empirical datasets for papers, thesis work, and coursework Longitudinal studies tracking changes across snapshots Reproducible research with cited, versioned data pulls Classroom exercises on data analysis and ethical scraping	🎨 Personal and creative Side projects, portfolio demos, and indie app launches Data visualizations, dashboards, and infographics Content research for bloggers, YouTubers, and podcasters Hobbyist collections and personal trackers
🤝 Non-profit and civic Transparency reporting and accountability projects Advocacy campaigns backed by public-interest data Community-run databases for local issues Investigative journalism on public records	🧪 Experimentation Prototype AI and machine-learning pipelines with real data Validate product-market hypotheses before engineering spend Train small domain-specific models on niche corpora Test dashboard concepts with live input

🤖 Ask an AI assistant about this scraper

Open a ready-to-send prompt about this ParseForge actor in the AI of your choice:

• 💬 ChatGPT
• 🧠 Claude
• 🔍 Perplexity
• 🅒 Copilot

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💰 How much does it cost?

Apify gives you $5 in free monthly credits on the Apify Free plan, enough to test Cars & Bids Scraper and pull a real sample dataset. For ongoing usage:

• Starter plan ($49/month) — Recommended for individuals running Cars & Bids Scraper regularly. Includes higher concurrency and larger datasets.
• Scale plan ($499/month) — Recommended for teams running Cars & Bids Scraper at production scale.

Pay-Per-Event pricing means you only pay for what you actually use. Failed runs are never charged. See the Pricing tab on this Actor's page for exact event prices.

💡 Tips for using Cars & Bids Scraper

• Start with a small maxItems (3-10) to validate output format before running larger jobs.
• Use Apify Schedules to run Cars & Bids Scraper on a recurring basis and keep your dataset fresh.
• Export via Integrations: Apify connects to Google Sheets, Airbyte, Make, Zapier, and direct webhooks — pipe your data anywhere.
• Monitor with webhooks: trigger downstream workflows the moment a run finishes.
• Re-run failed items: if any individual records error out, re-run with their inputs only. Failed events are not charged.

⚖️ Is it legal to use Cars & Bids Scraper?

Yes. Cars & Bids Scraper only collects publicly available data. Web scraping public data has been confirmed as legal by US courts (see hiQ Labs v. LinkedIn) and is widely used for research, market analysis, and business intelligence.

However, you are responsible for:

• Respecting the source website's Terms of Service.
• Complying with GDPR, CCPA, and other applicable data-protection laws when personal data is involved.
• Not republishing copyrighted content without permission.

If you have specific compliance concerns, consult your legal team. See the Apify legal docs for more.

❓ Frequently Asked Questions

What is Cars & Bids? Cars & Bids is an online auction platform for enthusiast vehicles, founded by automotive journalist Doug DeMuro. It features modern classics, sports cars, and unique vehicles.

How many auctions can I scrape? You can collect up to 1,000,000 auction listings per run.

Can I get bid history for completed auctions? Yes, enable the "Include Bid History" option to get the complete bidding timeline for each auction.

Does the scraper need proxies? Yes, the scraper automatically uses residential proxies for reliable access to the Cars & Bids platform.

🔗 Integrate Cars & Bids with any app

Connect the scraper with your existing tools:

• API - Call via Apify API for automated workflows
• Webhooks - Get notified when scraping completes
• Integrations - Connect with Google Sheets, Slack, Zapier, Make, and more
• SDKs - Use Python or JavaScript SDKs

🔌 Integrate with any app

Cars & Bids Scraper connects to any cloud service via Apify integrations:

• Make - Automate multi-step workflows
• Zapier - Connect with 5,000+ apps
• Slack - Get run notifications in your channels
• Airbyte - Pipe results into your warehouse
• GitHub - Trigger runs from commits and releases
• Google Drive - Export datasets straight to Sheets

You can also use webhooks to trigger downstream actions when a run finishes. Push fresh data into your product backend, or alert your team in Slack.

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💡 More ParseForge Actors

Browse our full catalog of scrapers and automation tools at ParseForge on Apify Store.

🚀 Ready to Start?

Click the Try for free button to start collecting Cars & Bids auction data right now. No coding required.

🆘 Need Help?

Having issues or need a custom solution? Contact us and we'll help you out.

⚠️ Disclaimer

This Actor is provided for educational and research purposes. Always review and comply with the target website's Terms of Service before using this tool. ParseForge is not responsible for how the extracted data is used.

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🆘 Need Help? Open our contact form to request a new scraper, propose a custom data project, or report an issue.