Truecar Used Car Scraper

Extract comprehensive data from Truecar.com with ease. Collect used car listings including VIN, pricing, mileage, and technical specifications at scale. Perfect for market research, price monitoring, and automotive data analysis.

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Features

• High-Performance Extraction — Collects data with maximum speed and minimum resource usage.
• Advanced Filtering — Narrow results by make, model, year range, and ZIP radius.
• Direct Link Support — Paste any Truecar search result URL to start scraping immediately.
• Richer Vehicle Coverage — Get VIN, trims, MPG, key features, accident and ownership signals, and image URLs.
• Automated Pagination — Seamlessly navigates through multiple pages of results.
• Built-in Deduplication — Automatically filters duplicate listings based on unique identifiers.

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Use Cases

Price Monitoring

Track the market value of specific car models over time. Identify the best times to buy or sell based on historical pricing trends from thousands of listings.

Inventory Analysis

Analyze the availability and distribution of vehicle makes and models across different geographical locations using ZIP code filtering.

Competitor Research

Monitor listing strategy and inventory levels of dealerships. Understand market gaps and emerging trends in the used car sector.

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Input Parameters

Parameter	Type	Required	Default	Description
startUrl	String	No	—	Direct URL to a Truecar search results page
make	String	No	"chevrolet"	Vehicle manufacturer slug (e.g., honda)
model	String	No	"malibu"	Vehicle model slug (e.g., civic)
year_min	Integer	No	—	Minimum production year filter
year_max	Integer	No	—	Maximum production year filter
zip	String	No	"90210"	US ZIP code for location-based filtering
search_radius_miles	Integer	No	75	Radius used with ZIP filtering
results_wanted	Integer	No	20	Maximum number of listings to collect
max_pages	Integer	No	10	Maximum number of result pages to crawl

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Output Data

Each item in the dataset contains:

Field	Type	Description
listing_id	String	Unique Truecar listing identifier
vin	String	Vehicle Identification Number
year	Number	Production year of the vehicle
make	String	Vehicle manufacturer name
model	String	Vehicle model name
trim	String	Specific trim or edition
style	String	Style/package label
price	Number	Current listed price in USD
base_msrp	Number	Base MSRP when available
total_msrp	Number	Total MSRP when available
price_quality	String	Relative pricing quality label
mileage	Number	Total distance traveled
location	String	City and state of the listing
location_city	String	Listing city
location_state	String	Listing state
dealership_id	String	TrueCar dealership identifier
exterior_color	String	Outside paint color
interior_color	String	Inside cabin color
fuel_type	String	Engine fuel type (Gas, Electric, etc.)
transmission	String	Gearbox type (Automatic, Manual)
body_style	String	Vehicle body style
key_features	Array	Highlighted vehicle features
mpg_city	Number	EPA city MPG
mpg_highway	Number	EPA highway MPG
mpg_combined	Number	EPA combined MPG
accident_count	Number	Reported accident count
owner_count	Number	Reported owner count
is_clean_title	Boolean	Clean title flag
image_urls	Array	Listing image URLs
image_count	Number	Number of fetched images
url	String	Direct link to the listing page

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Usage Examples

Search by Car Specifications

Extract specific Honda Civics within a year range:

{
    "make": "honda",
    "model": "civic",
    "year_min": 2018,
    "year_max": 2022,
    "results_wanted": 50
}

Scraping a Specific Location

Collect listings for a specific ZIP code:

{
    "make": "ford",
    "zip": "90210",
    "search_radius_miles": 50,
    "results_wanted": 25
}

Direct URL Extraction

Collect items from a pre-configured Truecar search:

{
    "startUrl": "https://www.truecar.com/used-cars-for-sale/listings/tesla/model-3/",
    "results_wanted": 100
}

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Sample Output

{
  "listing_id": "Q29uc3VtZXJTdW1tYXJ5TGlzdGluZy0xRzFaRDVTVDhQRjE2MTg5MQ==",
  "vin": "1G1ZD5ST8PF161891",
  "year": 2023,
  "make": "Chevrolet",
  "model": "Malibu",
  "trim": "LT",
  "style": "LT",
  "price": 9495,
  "price_quality": "EXCELLENT",
  "mileage": 99902,
  "location": "Fort Myers, FL",
  "dealership_name": "Carlux Fort Myers",
  "exterior_color": "Gray",
  "interior_color": "Black",
  "fuel_type": "Gas",
  "transmission": "Automatic",
  "key_features": [
    "Apple CarPlay",
    "Android Auto",
    "Backup Camera"
  ],
  "mpg_city": 27,
  "mpg_highway": 35,
  "accident_count": 0,
  "owner_count": 1,
  "is_clean_title": true,
  "image_count": 5,
  "url": "https://www.truecar.com/used-cars-for-sale/listing/1G1ZD5ST8PF161891/"
}

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Tips for Best Results

Optimize for Reliability

• Use Residential Proxies — For the highest success rates, use Apify's residential proxy groups.
• Start Small — Run a test with fewer results_wanted (e.g., 20) to verify your settings.

Precise Car Matching

• Slug Format — Ensure make and model are lowercase (e.g., mercedes-benz instead of Mercedes Benz).
• ZIP Accuracy — Use a valid 5-digit ZIP code for accurate location-based results.

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Integrations

Connect your data with:

• Google Sheets — Export for real-time analysis
• Airtable — Build searchable vehicle databases
• Slack — Get alerts for new price drops
• Zapier — Trigger automated marketing flows

Export Formats

Download your vehicle data in:

• JSON — For developers and system integration
• CSV — For spreadsheet monitoring and reporting
• Excel — For deep data analysis
• XML — For legacy system compatibility

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Frequently Asked Questions

How fast is the data collection?

The scraper is optimized for speed and can process large batches quickly while returning rich vehicle and dealership details.

Can I scrape new cars too?

This specific tool is optimized for used car listings. For new vehicle data, please check our other automotive scrapers.

Are there any limits on search volume?

You can collect as many listings as Truecar displays for your search query. The results_wanted parameter helps you manage your data budget.

Does it handle price drops?

Yes, by running the scraper on a schedule, you can monitor changes in the price field to detect discounts and price trends.

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Support

For issues or feature requests, contact support through the Apify Console.

Resources

• Apify Documentation
• Automating Scrapers

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Legal Notice

This actor is designed for legitimate data collection purposes. Users are responsible for ensuring compliance with website terms of service and applicable laws.