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TrueCar.com Used Cars Details Scraper: Extract Comprehensive Vehicle Data for Automotive Market Analysis

Introduction

TrueCar.com is one of America's leading automotive marketplace platforms, connecting car buyers with dealerships while providing transparent pricing information and detailed vehicle specifications. With millions of used car listings nationwide, TrueCar offers comprehensive data on vehicle pricing, dealer information, financing options, market analysis, and consumer incentives.

For automotive dealers, market researchers, competitive intelligence analysts, and automotive industry professionals, accessing this structured vehicle data is invaluable. However, manually collecting detailed information from individual vehicle listings is extremely time-consuming, especially when analyzing hundreds or thousands of vehicles across different makes, models, or market segments.

The TrueCar Used Cars Details Scraper solves this challenge by automating the extraction of comprehensive vehicle information. Whether you're monitoring competitor inventory and pricing, building automotive databases, analyzing market trends, or conducting dealership research, this scraper enables systematic data collection that would otherwise require extensive manual effort.

Scraper Overview

The TrueCar Used Cars Details Scraper is a sophisticated data extraction tool designed to systematically collect detailed vehicle information from individual car listing pages on TrueCar.com. This scraper leverages advanced web automation techniques to extract comprehensive vehicle data including specifications, pricing structures, dealer information, financing options, and market analytics.

The tool offers key advantages including residential proxy support for reliable U.S.-based data collection, configurable retry mechanisms for handling network issues, and precise URL-based extraction for targeting specific vehicle listings. It's particularly valuable for automotive dealerships monitoring competitor pricing, market analysts tracking inventory trends, automotive finance companies analyzing loan offerings, and inventory managers maintaining comprehensive vehicle databases.

The scraper handles detailed vehicle page extraction with high accuracy, capturing complex data structures including pricing breakdowns, dealer contact information, financing calculations, market analysis metrics, and vehicle specifications. It maintains data integrity while implementing best practices for ethical web scraping across TrueCar's platform.

Input and Output Details

Example url 1: https://www.truecar.com/used-cars-for-sale/listing/SALGS2VF5GA247612/2016-land-rover-range-rover/?position=0&returnTo=%2Fused-cars-for-sale%2Flistings%2Fbody-suv%2F&sourceType=marketplace&sponsored=true

Example url 2: https://www.truecar.com/used-cars-for-sale/listing/SALSF2D44DA793974/2013-land-rover-range-rover-sport/?position=1&returnTo=%2Fused-cars-for-sale%2Flisting%2FSALGS2VF5GA247612%2F2016-land-rover-range-rover%2F%3Fposition%3D0%26returnTo%3D%252Fused-cars-for-sale%252Flistings%252Fbody-suv%252F%26sourceType%3Dmarketplace%26sponsored%3Dtrue&sourceType=recommendation

Example url 3: https://www.truecar.com/used-cars-for-sale/listing/SALCR2FX2KH791194/2019-land-rover-discovery-sport/?position=2&returnTo=%2Fused-cars-for-sale%2Flisting%2FSALGS2VF5GA247612%2F2016-land-rover-range-rover%2F%3Fposition%3D0%26returnTo%3D%252Fused-cars-for-sale%252Flistings%252Fbody-suv%252F%26sourceType%3Dmarketplace%26sponsored%3Dtrue&sourceType=recommendation

Example Screenshot of used cars information page:

Input Format

The scraper accepts a JSON configuration for extracting data from specific TrueCar vehicle detail pages.

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  },
  "urls": [
    "https://www.truecar.com/used-cars-for-sale/listing/SALGS2VF5GA247612/2016-land-rover-range-rover/?position=0&returnTo=%2Fused-cars-for-sale%2Flistings%2Fbody-suv%2F&sourceType=marketplace&sponsored=true",
    "https://www.truecar.com/used-cars-for-sale/listing/SALSF2D44DA793974/2013-land-rover-range-rover-sport/?position=1&returnTo=%2Fused-cars-for-sale%2Flisting%2FSALGS2VF5GA247612%2F2016-land-rover-range-rover%2F%3Fposition%3D0%26returnTo%3D%252Fused-cars-for-sale%252Flistings%252Fbody-suv%252F%26sourceType%3Dmarketplace%26sponsored%3Dtrue&sourceType=recommendation",
    "https://www.truecar.com/used-cars-for-sale/listing/SALCR2FX2KH791194/2019-land-rover-discovery-sport/?position=2&returnTo=%2Fused-cars-for-sale%2Flisting%2FSALGS2VF5GA247612%2F2016-land-rover-range-rover%2F%3Fposition%3D0%26returnTo%3D%252Fused-cars-for-sale%252Flistings%252Fbody-suv%252F%26sourceType%3Dmarketplace%26sponsored%3Dtrue&sourceType=recommendation"
  ],
  "max_retries_per_url": 2
}

The urls parameter: Add the URLs of specific vehicle detail pages you want to scrape from TrueCar.com. You can paste URLs one by one, or use the Bulk edit section to add a prepared list. Navigate to TrueCar, find specific vehicles of interest, and copy their detail page URLs.

The max_retries_per_url parameter: Limit the number of retries for each URL if the scrape is detected as a bot or the page fails to load. The default value is 2, balancing thoroughness with efficiency.

The proxy parameter: Essential for maintaining access to TrueCar. Use U.S. residential proxies (apifyProxyCountry: "US") for optimal results, as TrueCar is a U.S.-focused platform and may restrict access from non-U.S. IP addresses.

Output Format

Example output

[
  {
  "id": "TGlzdGluZy1TQUxHUzJWRjVHQTI0NzYxMg==",
  "tcplus_eligible": false,
  "consumer_deal": null,
  "vehicle": {
    "__typename": "Vehicle",
    "condition": "USED",
    "year": 2016,
    "make": {
      "__ref": "Make:TWFrZS0yMw=="
    },
    "model": {
      "__ref": "Model:TW9kZWwtMjM2NA=="
    },
    "vin": "SALGS2VF5GA247612",
    "fuel_type": "Gas",
    "seller_notes": "2016 LAND ROVER RANGE ROVER HSE  Clean Title Clean CARFAX, Well Maintained, Navigation, Bluetooth, Backup Camera + Sensors, Meridian Audio, Dual Climate Control, Blind Spot Monitoring, Power Liftgate, Air Lift Suspension, Cruise Control, Panoramic Sunroof and Tons More!  All Trades Welcome, Creative Financing Available!  CALL US 24/7 425-967-3227",
    "style": {
      "__ref": "Style:U3R5bGUtNTI1NTI="
    },
    "cpo_program": null,
    "body_style": "SUV",
    "stock_number": null,
    "condition_history": {
      "__typename": "VehicleConditionHistory",
      "report_pull_date": "2025-12-20T09:55:01+00:00",
      "accident_count": 0,
      "auto_check_url": "https://www.autocheck.com/vehiclehistory/?siteID=8900&vin=SALGS2VF5GA247612",
      "is_rental_car": false,
      "is_fleet_car": false,
      "is_frame_damaged": false,
      "owner_count": 2,
      "is_report_free": false,
      "title_info": {
        "__typename": "VehicleTitleInfo",
        "is_clean_title": true,
        "is_lemon": false,
        "is_salvage": false,
        "is_theft_recovered": false
      }
    },
    "engine": "3.0L V-6 Gas Supercharged",
    "exterior_color": {
      "__ref": "VehicleColor:VmVoaWNsZUNvbG9yLTc4NDE0NQ=="
    },
    "interior_color": {
      "__typename": "GenericColor",
      "name": "Beige",
      "rgb_hex": null
    },
    "mileage": 79634,
    "mpg": {
      "__typename": "VehicleMPG",
      "highway": 23,
      "city": 17,
      "combined": 19
    },
    "transmission": "Automatic",
    "certified_pre_owned": null,
    "facets": {
      "__typename": "ListingVehicleFacets",
      "specs": {
        "__typename": "ListingVehicleFacetGroupConnection",
        "edges": [
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "MQ",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Mechanical",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Front Brake Diameter",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "15"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Rear Brake Diameter",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "13.8"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "First Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "4.7"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Second Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "3.13"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Third Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "2.1"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Fourth Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "1.67"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Fifth Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "1.29"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Sixth Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "1.0"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Seventh Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "0.84"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Eighth Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "0.67"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Reverse Gear Ratio",
                  "units": null,
                  "value_type": "FLOAT",
                  "value": "3.32"
                }
              ]
            }
          },
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "Mg",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Interior",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Front Head Room",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "39.3"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Front Leg Room",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "42.5"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Front Shoulder Room",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "60.7"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Rear Head Room",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "39.2"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Rear Leg Room",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "40.2"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Rear Shoulder Room",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "59.4"
                }
              ]
            }
          },
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "Mw",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Exterior",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Width",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "78.1"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Height",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "72.3"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Wheelbase",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "115"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Ground Clearance Min",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "8.7"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Turning Diameter",
                  "units": "ft",
                  "value_type": "FLOAT",
                  "value": "40.4"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Bed Width @ Wheel Wells",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "44.1"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Bed Height",
                  "units": "in",
                  "value_type": "FLOAT",
                  "value": "32.4"
                }
              ]
            }
          },
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "NA",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Weights",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Curb Weight",
                  "units": "lbs",
                  "value_type": "FLOAT",
                  "value": "5462.0"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Gross Vehicle Weight Rating (GVWR)",
                  "units": "lbs",
                  "value_type": "INTEGER",
                  "value": "6945"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Gross Combined Weight Rating (GCWR)",
                  "units": "lbs",
                  "value_type": "INTEGER",
                  "value": "14661"
                }
              ]
            }
          },
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "NQ",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Capacities",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Fuel Tank Capacity",
                  "units": "gal",
                  "value_type": "FLOAT",
                  "value": "22.5"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "1st Row Seat Capacity",
                  "units": "passenger",
                  "value_type": "INTEGER",
                  "value": "2"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "2nd Row Seat Capacity",
                  "units": "passenger",
                  "value_type": "INTEGER",
                  "value": "3"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Standard Seating Capacity",
                  "units": "passenger",
                  "value_type": "INTEGER",
                  "value": "5"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Maximum Seating Capacity",
                  "units": "passenger",
                  "value_type": "INTEGER",
                  "value": "5"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Cargo Capacity w/All Seats in Place",
                  "units": "ft³",
                  "value_type": "FLOAT",
                  "value": "32.1"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Cargo Capacity w/2nd Row Folded",
                  "units": "ft³",
                  "value_type": "FLOAT",
                  "value": "71.7"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Cargo Capacity w/3rd Row Folded",
                  "units": "ft³",
                  "value_type": "FLOAT",
                  "value": "32.1"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Standard Towing Capacity",
                  "units": "lbs",
                  "value_type": "INTEGER",
                  "value": "7716"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Maximum Towing Capacity",
                  "units": "lbs",
                  "value_type": "INTEGER",
                  "value": "7716"
                }
              ]
            }
          }
        ],
        "page_info": {
          "has_previous_page": false,
          "has_next_page": true,
          "start_cursor": "",
          "end_cursor": ""
        }
      },
      "highlighted_features": {
        "__typename": "ListingFeatureHighlights",
        "technology": [
          "Bluetooth Hands-Free / Streaming Audio",
          "Garage Door Opener",
          "Keyless Ignition",
          "Proximity Keyless Entry",
          "Meridian Audio",
          "Remote Keyless Entry",
          "Navigation",
          "Power Locks",
          "Front Aux Input",
          "13 Speakers",
          "Satellite Radio",
          "HD Radio",
          "AM/FM",
          "Audio Steering Wheel Controls",
          "CD Player"
        ],
        "safety": [
          "Rear Parking Sensors",
          "Brake Assist",
          "Daytime Running Lights (DRLs)",
          "Backup Camera",
          "Traction Control",
          "Stability Control",
          "Tire Pressure Monitoring System",
          "Front Side Airbags",
          "Front and Rear Curtain Airbags",
          "Alarm"
        ],
        "comfort": [
          "Front Cooled Seats",
          "Motion-Activated Hands-free Trunk/Liftgate",
          "Air Suspension",
          "Active Suspension",
          "Memory Side Mirrors",
          "Driver Seat Memory",
          "Heated Steering Wheel",
          "Driver/Passenger Lumbar Support",
          "Tri-Zone Climate Control",
          "Front/Rear Heated Seats",
          "Auto On/Off Headlights",
          "Rain Sensing Windshield Wipers",
          "Power Driver/Passenger Seat",
          "Integrated Turn Signal Mirrors",
          "Auto Dimming Rearview Mirror",
          "2nd Row Trunk Pass-Through",
          "Heated Power Side Mirrors",
          "Power Windows"
        ],
        "appearance": [
          "Moonroof",
          "Leather and Premium Synthetic Seats",
          "Leather Steering Wheel",
          "Wood Interior",
          "Alloy Wheels",
          "Compact Spare Tire",
          "Floor Mats"
        ]
      },
      "warranties": {
        "__typename": "VehicleWarrantyConnection",
        "warranty_notes": null,
        "edges": [
          {
            "__typename": "VehicleWarrantyEdge",
            "cursor": "MQ",
            "node": {
              "__typename": "VehicleWarranty",
              "name": "Basic",
              "length": null,
              "miles": 50000
            }
          },
          {
            "__typename": "VehicleWarrantyEdge",
            "cursor": "Mg",
            "node": {
              "__typename": "VehicleWarranty",
              "name": "Drivetrain",
              "length": null,
              "miles": 50000
            }
          },
          {
            "__typename": "VehicleWarrantyEdge",
            "cursor": "Mw",
            "node": {
              "__typename": "VehicleWarranty",
              "name": "Roadside",
              "length": null,
              "miles": 50000
            }
          }
        ],
        "page_info": {
          "has_previous_page": false,
          "has_next_page": true,
          "start_cursor": "",
          "end_cursor": ""
        }
      },
      "features": {
        "__typename": "ListingVehicleFacetGroupConnection",
        "edges": [
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "MQ",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Engine Details",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Engine Type",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "Gas"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Fuel Type",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "Premium Unleaded"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Horsepower",
                  "units": "hp",
                  "value_type": "INTEGER",
                  "value": "380"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Horsepower RPM",
                  "units": "rpm",
                  "value_type": "INTEGER",
                  "value": "6500"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Torque",
                  "units": "lb-ft",
                  "value_type": "INTEGER",
                  "value": "332"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Torque RPM",
                  "units": "rpm",
                  "value_type": "INTEGER",
                  "value": "3500"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Engine Displacement",
                  "units": "L",
                  "value_type": "FLOAT",
                  "value": "3.0"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Engine Configuration",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "V"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Cylinders",
                  "units": "cylinder",
                  "value_type": "ARRAY",
                  "value": "6"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Aspiration",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "Supercharged"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "EPA City Fuel Economy",
                  "units": "MPG",
                  "value_type": "INTEGER",
                  "value": "17"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "EPA Highway Fuel Economy",
                  "units": "MPG",
                  "value_type": "INTEGER",
                  "value": "23"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "EPA Combined Fuel Economy",
                  "units": "MPG",
                  "value_type": "INTEGER",
                  "value": "19"
                }
              ]
            }
          },
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "Mg",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Transmission",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Transmission Type",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "Automatic"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Gear Number",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "8"
                }
              ]
            }
          },
          {
            "__typename": "ListingVehicleFacetGroupEdge",
            "cursor": "Mw",
            "node": {
              "__typename": "ListingVehicleFacetGroup",
              "name": "Exterior",
              "facets": [
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Headlamp Type",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "HID"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Auto On/Off Headlights",
                  "units": null,
                  "value_type": "BOOLEAN",
                  "value": "true"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Windshield Wipers",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "Rain Sensing"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Daytime Running Lights (DRLs)",
                  "units": null,
                  "value_type": "BOOLEAN",
                  "value": "true"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Integrated Turn Signal Mirrors",
                  "units": null,
                  "value_type": "BOOLEAN",
                  "value": "true"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Heated Side Mirrors",
                  "units": null,
                  "value_type": "BOOLEAN",
                  "value": "true"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Memory Side Mirrors",
                  "units": null,
                  "value_type": "BOOLEAN",
                  "value": "true"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Folding Side Mirrors",
                  "units": null,
                  "value_type": "ARRAY",
                  "value": "Manual"
                },
                {
                  "__typename": "ListingVehicleFacet",
                  "name": "Power Side Mirrors",
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    "__typename": "PriceDisclaimers",
    "lease": null,
    "loan": "# $263.21/mo\n$2,500.00 due at signing • 72 mo • 6.88% APR\n\n___\n\nThis finance estimate is based off a 72 month term and $2,500.00 amount due at signing. Tax, title, license and other fees and finance charges not included. The information provided is for illustrative purposes only, and is not an offer to lend. Consumer must qualify for credit from dealer/lender. See your dealer/lender for details, including actual offers, if any, that may be available to you.",
    "purchase": null
  },
  "distance_retailing": false,
  "available_incentives": {
    "__typename": "ListingIncentiveConnection",
    "edges": [],
    "page_info": {
      "has_previous_page": false,
      "has_next_page": true,
      "start_cursor": "",
      "end_cursor": ""
    }
  },
  "gallery_images": {
    "__typename": "ImageConnection",
    "total_count": 40,
    "edges": [
      {
        "__typename": "ImageEdge",
        "cursor": "MQ",
        "node": {
          "__typename": "Image",
          "url": "https://listings-prod.tcimg.net/listings/20976/12/76/SALGS2VF5GA247612/001_2026010708.jpg",
          "category": null,
          "metadata": [],
          "width": 1280,
          "height": 960
        }
      },
      {
        "__typename": "ImageEdge",
        "cursor": "Mg",
        "node": {
          "__typename": "Image",
          "url": "https://listings-prod.tcimg.net/listings/20976/12/76/SALGS2VF5GA247612/002_2026010304.jpg",
          "category": null,
          "metadata": [],
          "width": 1280,
          "height": 960
        }
      },
      {
        "__typename": "ImageEdge",
        "cursor": "Mw",
        "node": {
          "__typename": "Image",
          "url": "https://listings-prod.tcimg.net/listings/20976/12/76/SALGS2VF5GA247612/003_2026010304.jpg",
          "category": null,
          "metadata": [],
          "width": 1280,
          "height": 960
        }
      },
      {
        "__typename": "ImageEdge",
        "cursor": "NA",
        "node": {
          "__typename": "Image",
          "url": "https://listings-prod.tcimg.net/listings/20976/12/76/SALGS2VF5GA247612/004_2026010304.jpg",
          "category": null,
          "metadata": [],
          "width": 1280,
          "height": 960
        }
      },
      {
        "__typename": "ImageEdge",
        "cursor": "NQ",
        "node": {
          "__typename": "Image",
          "url": "https://listings-prod.tcimg.net/listings/20976/12/76/SALGS2VF5GA247612/005_2026010304.jpg",
          "category": null,
          "metadata": [],
          "width": 1280,
          "height": 960
        }
      }
    ],
    "page_info": {
      "has_previous_page": false,
      "has_next_page": true,
      "start_cursor": "",
      "end_cursor": ""
    }
  },
  "availability": null,
  "deep_link": null,
  "listed_at": "2026-01-03T00:45:00+00:00"
}
]

The scraper returns comprehensive vehicle data with each field serving specific purposes for automotive intelligence:

• ID: Unique vehicle identifier within TrueCar's system. Critical for database management, tracking specific vehicles over time, and preventing duplicates in inventory systems.

• TCPlus Eligible: Indicator of TrueCar Plus eligibility status. Shows vehicles available for TrueCar's premium service, indicating dealership participation level and potentially higher-quality listings.

• Consumer Deal: Consumer deal information and special offers. Reveals promotional pricing, special financing offers, or dealer incentives valuable for competitive pricing analysis.

• Vehicle: Comprehensive vehicle specifications including make, model, year, trim, VIN, mileage, color, engine, transmission, and features. Core data for inventory management, vehicle identification, and comparison analysis.

• Consumer Context: Consumer-facing contextual information about the vehicle. Provides marketing messaging and positioning used by dealers, useful for understanding competitive positioning strategies.

• Consumer Prospected At: Timestamp of consumer interest or prospecting activity. Indicates when buyers showed interest, useful for understanding demand patterns and listing velocity.

• Cross Sell: Cross-selling opportunities and related vehicle recommendations. Shows how TrueCar positions similar vehicles, useful for understanding market segmentation and competitive alternatives.

• Consumer Order: Consumer order information and purchase details. Tracks purchase status, useful for understanding conversion rates and sales velocity.

• Pricing: Detailed pricing breakdown including list price, market average, savings estimates, dealer fees, and total cost. Essential for competitive pricing analysis, market positioning, and identifying pricing strategies.

• Dealership: Complete dealer information including name, location, contact details, ratings, and reviews. Critical for dealer research, competitive intelligence, geographic market analysis, and building dealer databases.

• Lease: Lease financing options including monthly payments, terms, down payment, and lease-end details. Important for analyzing financing competitiveness and lease market trends.

• Loan: Loan financing options including APR, monthly payments, loan terms, and down payment requirements. Essential for finance market analysis and comparing lending competitiveness.

• Purchase: Cash purchase details and total out-the-door pricing. Provides complete cost transparency for price comparison and affordability analysis.

• Market Analysis: Market context including average prices, price positioning, days on market, and demand indicators. Crucial for understanding market dynamics, pricing competitiveness, and inventory turnover rates.

• Preprospect Disclaimers: Legal disclaimers and conditions associated with the listing. Important for understanding offer limitations and terms.

• Distance Retailing: Remote purchase and delivery options availability. Indicates modern sales capabilities and expanded market reach potential.

• Available Incentives: Manufacturer and dealer incentives, rebates, and special programs. Shows additional savings opportunities and promotional strategies.

• Gallery Images: Vehicle photo URLs. Visual documentation for vehicle condition assessment and marketing material collection.

• Availability: Current vehicle availability status. Real-time inventory status for tracking listing lifecycles.

• Deep Link: Direct link to the vehicle listing. Reference URL for verification and accessing updated information.

• Listed At: Timestamp when the vehicle was listed. Useful for calculating days on market and analyzing inventory turnover.

Each field supports automotive market intelligence, competitive pricing analysis, dealership research, and inventory management workflows.

Usage Guide

Setting Up Vehicle Data Extraction

Step 1: Identify Target Vehicles

Navigate to TrueCar.com and locate specific vehicle listings you want to scrape. You can:

• Search by make, model, year, and location
• Filter by price range, mileage, features, or body type
• Browse specific dealership inventories
• Explore vehicles in particular geographic markets

Once you find vehicles of interest, copy their detail page URLs.

Step 2: Configure Input JSON

Add vehicle detail page URLs to the urls array. You can add multiple URLs to extract data from several vehicles in a single run:

{
  "urls": [
    "https://www.truecar.com/used-cars-for-sale/listing/VIN1/vehicle1/",
    "https://www.truecar.com/used-cars-for-sale/listing/VIN2/vehicle2/",
    "https://www.truecar.com/used-cars-for-sale/listing/VIN3/vehicle3/"
  ]
}

Step 3: Configure Proxy Settings

Always use U.S. residential proxies:

• Set apifyProxyCountry to "US"
• Enable residential proxy group for best results
• This ensures reliable access to TrueCar's platform

Step 4: Set Retry Parameters

Configure max_retries_per_url based on your needs:

• Default of 2 works well for most scenarios
• Increase for critical data collection requiring maximum reliability
• Reduce if encountering consistent failures indicating blocked access

Best Practices

URL Collection Strategy:

• Organize URLs by vehicle category, price range, or dealership
• Maintain spreadsheets tracking VINs and corresponding URLs
• Update URL lists regularly as inventory changes
• Verify URLs are accessible before batch processing

Proxy Configuration:

• Always use U.S. residential proxies for TrueCar
• Monitor for blocked requests and rotate proxies if needed
• Avoid datacenter proxies as they're more likely to be detected

Data Extraction Planning:

• Test with 5-10 URLs before large batch runs
• Implement delays between large extraction batches
• Monitor for changes in TrueCar's page structure
• Schedule regular extractions to track price and availability changes

Error Handling:

• Review failed URLs and verify they still exist
• Check if vehicles have been sold or delisted
• Adjust retry settings if experiencing timeout issues
• Keep logs of extraction success rates

Common Use Cases

Competitive Pricing Analysis:

1. Collect URLs of competitor vehicles in your market
2. Extract pricing data including list price, fees, and incentives
3. Compare with your inventory pricing
4. Identify pricing opportunities and market positioning

Inventory Monitoring:

1. Track specific vehicles or dealer inventories over time
2. Monitor price changes and availability status
3. Analyze days on market and turnover rates
4. Identify trending vehicles and demand patterns

Market Research:

1. Extract vehicles across multiple makes, models, and locations
2. Analyze market pricing, financing options, and incentives
3. Compare dealer offerings and competitive positioning
4. Build comprehensive market intelligence databases

Dealership Research:

1. Collect complete dealer information from listings
2. Analyze dealer inventory sizes and vehicle mix
3. Compare dealer pricing strategies and incentive offerings
4. Build dealer contact databases for B2B outreach

Troubleshooting

Access Issues:

• Verify U.S. residential proxies are configured correctly
• Check if URLs are still valid and vehicles available
• Test single URLs before batch processing
• Monitor for temporary TrueCar platform restrictions

Data Quality:

• Validate extracted data matches source pages
• Check for incomplete records and adjust extraction logic
• Verify pricing calculations include all fees
• Cross-reference VINs with vehicle specifications

Performance Optimization:

• Balance batch sizes with available resources
• Implement appropriate delays between requests
• Monitor proxy performance and rotate if needed
• Track extraction times and optimize accordingly

Benefits and Applications

The TrueCar Used Cars Details Scraper delivers significant efficiency gains for automotive professionals. Manual collection of detailed vehicle data across multiple listings that would require hours or days is reduced to automated extraction in minutes.

Primary Applications:

Competitive Price Intelligence: Automotive dealers can monitor competitor pricing strategies in real-time, analyze pricing trends across vehicle segments, identify underpriced opportunities, and optimize their own pricing to maintain market competitiveness.

Inventory Management: Track vehicle availability and listing duration, monitor days on market across different segments, analyze inventory turnover rates, and identify slow-moving vehicles requiring pricing adjustments.

Market Analysis: Research automotive market trends by geography and segment, analyze pricing patterns across makes and models, understand financing offer competitiveness, and identify emerging demand patterns through consumer prospecting data.

Dealership Intelligence: Build comprehensive databases of competing dealerships, analyze dealer inventory strategies and vehicle mix, compare dealer pricing and incentive offerings, and identify partnership or acquisition opportunities.

Finance Market Research: Analyze lease and loan offerings across the market, compare APRs and financing terms by lender and dealer, identify competitive financing advantages, and understand consumer financing preferences.

Automotive Database Building: Create detailed vehicle databases for valuation services, maintain comprehensive market pricing references, build VIN-based vehicle history datasets, and power automotive analytics platforms.

The scraper provides competitive advantages through:

• Comprehensive vehicle data including specifications, pricing, and financing
• Dealer information enabling competitive intelligence and B2B research
• Market analysis data revealing pricing competitiveness and demand
• Real-time availability tracking for inventory velocity analysis
• Complete financing details for understanding consumer offers

The structured output integrates with automotive CRM systems, pricing analysis tools, inventory management platforms, and business intelligence systems, enabling immediate activation of collected data for pricing optimization, market research, and strategic planning.

Conclusion

The TrueCar Used Cars Details Scraper transforms manual vehicle data collection into efficient automated extraction. By providing structured access to TrueCar's comprehensive vehicle listings, it empowers automotive professionals to make data-driven decisions about pricing, inventory management, and competitive positioning.

Whether you're monitoring competitor pricing, conducting market research, analyzing dealership strategies, or building automotive databases, this scraper provides the systematic data extraction capabilities needed to accelerate your automotive intelligence gathering.

Ready to streamline your TrueCar data collection? Start extracting valuable vehicle insights today and transform your automotive market analysis capabilities.

Related Actors

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

Your feedback

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