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KVD Cars Scraper: Extract Swedish Car Auction Data for Automotive Market Intelligence

Introduction

KVD Cars (Kvdcars.com) represents Sweden's premier online car auction platform, facilitating the sale of thousands of vehicles annually through transparent digital auctions. As one of Scandinavia's most trusted automotive marketplaces, KVD Cars connects buyers with a diverse inventory including private vehicles, commercial fleets, insurance write-offs, and dealer stock across Sweden and neighboring markets.

For automotive dealers, fleet managers, market researchers, and industry analysts, accessing structured auction data from KVD Cars provides invaluable insights into market pricing trends, vehicle demand patterns, and competitive dynamics. However, manually tracking individual auctions, recording pricing data, and analyzing vehicle specifications across hundreds of listings is extremely time-consuming and prone to errors.

The KVD Cars Scraper solves this challenge by automating the extraction of comprehensive auction data directly from vehicle detail pages. Whether you're monitoring specific vehicle models for inventory acquisition, analyzing market pricing trends across categories, or conducting competitive intelligence on auction performance, this scraper enables systematic data collection that transforms hours of manual work into minutes of automated extraction.

Scraper Overview

The KVD Cars Scraper is a specialized automotive data extraction tool designed to collect detailed auction information from individual vehicle listings on the KVD Cars platform. This scraper leverages advanced web automation to extract comprehensive auction metadata, pricing details, bidding parameters, and vehicle-specific information efficiently and accurately.

The tool offers key advantages including residential proxy support for reliable international access, configurable retry mechanisms for handling network issues, and precise extraction of complex auction data structures. It's particularly valuable for automotive dealers sourcing inventory, market analysts tracking pricing trends, fleet managers monitoring specific vehicle types, and competitive intelligence professionals analyzing auction dynamics in the Scandinavian automotive market.

The scraper processes individual vehicle auction URLs, extracting detailed information including auction states, bidding parameters, fees, timestamps, vehicle identifiers, and image galleries. It maintains high data accuracy while implementing best practices for ethical web scraping and respecting platform rate limits.

Input and Output Details

Example url 1: https://www.kvdcars.com/auctions/vw-t-roc-1-5-tsi-150hk-278843

Example url 2: https://www.kvdcars.com/auctions/volvo-xc40-p6-recharge-231hk-278646

Example url 3: https://www.kvdcars.com/fixed-price/volkswagen-golf-vii-1-0-tsi-sportsvan-115hk-277852

Example Screenshot of used cars information page:

Input Format

The scraper accepts a JSON configuration focused on extracting data from specific vehicle auction pages:

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "SE"
  },
  "urls": [
    "https://www.kvdcars.com/auctions/vw-t-roc-1-5-tsi-150hk-278843",
    "https://www.kvdcars.com/auctions/volvo-xc40-p6-recharge-231hk-278646",
    "https://www.kvdcars.com/fixed-price/volkswagen-golf-vii-1-0-tsi-sportsvan-115hk-277852"
  ],
  "max_retries_per_url": 2
}

The urls parameter: Add the URLs of specific car auction detail pages you want to scrape. Paste URLs one by one, or use the Bulk edit section to add a prepared list. Each URL should point to an individual vehicle auction page containing complete auction details and vehicle information.

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 of 2 provides a balance between thoroughness and efficiency.

The proxy parameter: Proxy configuration essential for maintaining access and avoiding detection. For optimal results with KVD Cars, use Swedish residential proxies (apifyProxyCountry: "SE") to ensure reliable access and reduce blocking risk.

Output Format

Example ouput

[
  {
  "id": "278843",
  "auction_type": "BIDDING",
  "bidding_fee": "6800.00",
  "bidding_fee_corporate": "9725.00",
  "mediation_fee": 0,
  "mediation_fee_corporate": 0,
  "buy_now": true,
  "closed_at": null,
  "published_at": "2026-01-08T17:19:20.080064+00:00",
  "countdown_duration": 210,
  "countdown_start_at": "2026-01-13T10:16:30+00:00",
  "created_at": "2026-01-08T17:15:27.333084+00:00",
  "ready_for_auction_at": null,
  "currency": "SEK",
  "max_bid_raise": 100000,
  "min_bid_raise": 500,
  "start_bid": 132000,
  "opened_at": "2026-01-08T17:19:20.058660+00:00",
  "process_object_id": "7261450",
  "ready_for_checkout": false,
  "sold_for": null,
  "sell_method": null,
  "slug": "vw-t-roc-1-5-tsi-150hk",
  "auction_url": "https://www.kvd.se/auktioner/vw-t-roc-1-5-tsi-150hk-278843",
  "state": "OPEN",
  "targeted_auction_group_id": null,
  "updated_at": "2026-01-09T08:58:26.530215+00:00",
  "releasing": null,
  "loan": {
    "loan_cost": 898,
    "loan_cost_buy_now": 1526
  },
  "buy_now_amount": 229800,
  "buy_now_available": true,
  "buy_now_until": "2026-01-11T10:16:30+00:00",
  "eligible_for_additional_services": true,
  "coming_soon": false,
  "preliminary_price": 265000,
  "max_allowed_bid": 397500,
  "is_reserved": false,
  "is_sold_by_buy_now": false,
  "eur_buy_now_amount": 21350,
  "winning_bid": null,
  "checkout_order": null,
  "active_auction": {
    "auction_id": "278843",
    "closed": false,
    "countdown_in_progress": false,
    "preliminary_close_at": "2026-01-13T10:20:00+00:00",
    "created_at": "2026-01-08T17:19:20.060226+00:00",
    "updated_at": "2026-01-08T17:19:21.220085+00:00",
    "reservation_price_reached": false,
    "bids": [
      {
        "id": 17395572,
        "auction_id": 278843,
        "bidder_alias": "2",
        "amount": 132500,
        "type": "NORMAL",
        "max_bid_id": 10175636,
        "triggered_by": 10175636,
        "created_at": "2026-01-09T08:58:26.426044+00:00",
        "updated_at": "2026-01-09T08:58:26.426051+00:00"
      },
      {
        "id": 17394865,
        "auction_id": 278843,
        "bidder_alias": "1",
        "amount": 132000,
        "type": "NORMAL",
        "max_bid_id": 10175246,
        "triggered_by": 10175246,
        "created_at": "2026-01-08T21:30:05.170088+00:00",
        "updated_at": "2026-01-08T21:30:05.170095+00:00"
      }
    ],
    "my_bidder_alias": null,
    "my_max_bid": null,
    "highest_bid": {
      "id": 17395572,
      "auction_id": 278843,
      "bidder_alias": null,
      "amount": 132500,
      "type": "NORMAL",
      "max_bid_id": 10175636,
      "triggered_by": 10175636,
      "created_at": "2026-01-09T08:58:26.426044+00:00",
      "updated_at": "2026-01-09T08:58:26.426051+00:00",
      "eur_amount": 12310
    },
    "buy_now_available": true,
    "releasing": null,
    "is_highest_bid_lower_than_residual_loan_value": false
  },
  "similar_auctions": [
    {
      "id": "278601",
      "auction_type": "BUY_NOW",
      "bidding_fee": "0.00",
      "bidding_fee_corporate": "0.00",
      "mediation_fee": 6800,
      "mediation_fee_corporate": 9725,
      "buy_now": true,
      "closed_at": null,
      "published_at": "2026-01-08T11:30:00.081370+00:00",
      "countdown_duration": 210,
      "countdown_start_at": null,
      "created_at": "2026-01-07T06:55:07.846451+00:00",
      "ready_for_auction_at": null,
      "currency": "SEK",
      "max_bid_raise": 100000,
      "min_bid_raise": 500,
      "start_bid": null,
      "opened_at": "2026-01-08T11:30:00.048877+00:00",
      "process_object_id": "7266563",
      "ready_for_checkout": false,
      "sold_for": null,
      "sell_method": null,
      "slug": "bmw-5-serien-530e-iperformance-sedan-g30-12kwh-252hk",
      "auction_url": "https://www.kvd.se/fast-pris/bmw-5-serien-530e-iperformance-sedan-g30-12kwh-252hk-278601",
      "state": "OPEN",
      "targeted_auction_group_id": null,
      "updated_at": "2026-01-08T11:30:00.082205+00:00",
      "releasing": null,
      "loan": {
        "loan_cost": null,
        "loan_cost_buy_now": null
      },
      "buy_now_amount": 274800,
      "buy_now_available": true,
      "buy_now_until": null,
      "eligible_for_additional_services": true,
      "coming_soon": false,
      "preliminary_price": null,
      "max_allowed_bid": null,
      "is_reserved": false,
      "is_sold_by_buy_now": false,
      "winning_bid": null,
      "active_auction": null,
      "process_object": {
        "certified": true,
        "id": "7266563",
        "test_drive_allowed": true,
        "object_type": "CAR",
        "created_at": "2026-01-07 06:53:39.553989+00:00",
        "properties": {
          "exterior_color": "Blue",
          "ad_header": "530e iPerformance Sedan 252hk Sport Line Värmare",
          "number_of_previous_owners": 4,
          "fuels": [
            {
              "engine_power": 184,
              "fuel_code": "Petrol"
            },
            {
              "engine_power": 113,
              "range_city_wltp_drive": 62,
              "fuel_code": "Electric",
              "range_wltp_drive": 58
            }
          ],
          "must_export": false,
          "has_unpaid_loan": false,
          "family_name": "5-serien",
          "exportable": true,
          "battstat_result": {
            "ranking_range_max": 0,
            "ranking_range_min": 0,
            "soh_percent": null,
            "ranking": null
          },
          "odometer_unit": "km",
          "heavy_equipment": false,
          "body": "Sedan",
          "gearbox": "Automatic",
          "title": "BMW 530e iPerformance Sedan, G30 12kWh (252hk)",
          "package": "Sport Line Värmare",
          "deductible_vat": false,
          "odometer_reading": 86570,
          "electric_type": "Plug-in hybrid",
          "brand": "BMW",
          "model_year": 2020,
          "eco_friendly": true,
          "model_name": "530e iPerformance Sedan 252hk",
          "registration_plate": "SHC55W",
          "sale_limited_to_corporate": false,
          "heading1": "BMW 5-serien",
          "heading2": "530e iPerformance Sedan 252hk",
          "heading3": "Sport Line Värmare"
        },
        "display_car360_spin": true,
        "presentation_approved": false,
        "is_releasable": false,
        "reduced_price": false,
        "base_object_id": "470683",
        "base_object": {
          "fabric_and_make": "BMW",
          "id": "470683",
          "earliest_available_at": null,
          "exterior_color": "Blue",
          "created_at": "2026-01-07T06:53:39.154756+00:00",
          "fuels": [
            {
              "fuel_code": "Petrol",
              "power_unit": "EG",
              "engine_power": 135,
              "engine_power_hp": 184,
              "fuel_tank_volume": ""
            },
            {
              "fuel_code": "Electric",
              "power_unit": "",
              "engine_power": 83,
              "engine_power_hp": 113,
              "fuel_tank_volume": ""
            }
          ],
          "family_name": "5-serien",
          "model_id": null,
          "base_object_type": "CAR",
          "state": "MANUAL_VALUATION_PENDING",
          "odometer_unit": "km",
          "body": "Sedan",
          "gearbox": "Automatic",
          "registration_country": "se",
          "year": "2020",
          "odometer_reading": null,
          "brand": "BMW",
          "model_name": "530e iPerformance Sedan, G30 12kWh (252hk)",
          "sales_flow": "CONSUMER_CARS",
          "registration_plate": "SHC55W",
          "technical_specification": {
            "model_id": null,
            "vehicle": {
              "brand": "BMW",
              "body": "Sedan",
              "model_name": "530e iPerformance Sedan, G30 12kWh (252hk)",
              "family_name": "5-serien"
            },
            "year": "2020"
          }
        },
        "buy_now_amount": 274800,
        "sell_method": "BUY_NOW",
        "offsite_sales_contact": null,
        "statistical_valuation": null,
        "state": "AUCTION",
        "condition_classification": "CERTIFIED",
        "lease_return_properties": {},
        "initial_buy_now_amount": 274800,
        "proactive_brokering": null,
        "is_fixed_price": false,
        "vehicle_type": "CAR",
        "car360_spin": null,
        "exportable": true,
        "deductible_vat": false,
        "collision_warranty": null,
        "title": "BMW 530e iPerformance Sedan, G30 12kWh (252hk)",
        "brand": "BMW",
        "family_name": "5-serien",
        "model_name": "530e iPerformance Sedan 252hk",
        "package": "Sport Line Värmare",
        "heading1": "BMW 5-serien",
        "heading2": "530e iPerformance Sedan 252hk",
        "heading3": "Sport Line Värmare"
      },
      "preview_images": [
        {
          "process_object_id": "7266563",
          "uri": "https://kvdbil-images.imgix.net/7266563/541d58a9.jpg",
          "storage_uri": "https://storage.googleapis.com/kvdbil-production/production-cropped/7266563/541d58a9.jpg",
          "type": "PRESENTATION",
          "content_type": "image",
          "order": 1
        },
        {
          "process_object_id": "7266563",
          "uri": "https://kvdbil-images.imgix.net/7266563/0403f48a.jpg",
          "storage_uri": "https://storage.googleapis.com/kvdbil-production/production-cropped/7266563/0403f48a.jpg",
          "type": "PRESENTATION",
          "content_type": "image",
          "order": 2
        }
      ],
      "preview_image": "https://kvdbil-images.imgix.net/7266563/541d58a9.jpg"
    }
  ],
  "process_object": {
    "object_type": "CAR",
    "buy_now_amount": 229800,
    "statistical_valuation": null,
    "display_car360_spin": true,
    "reduced_price": true,
    "presentation_approved": false,
    "condition_classification": "STANDARD",
    "orderable_additional_services": {
      "tradein": false,
      "transport": true,
      "insurance": true,
      "finance": true,
      "warranty": true,
      "extra_tires": true
    },
    "proactive_brokering": null,
    "id": "7261450",
    "initial_buy_now_amount": 244900,
    "vehicle_type": "CAR",
    "base_object": {
      "registration_country": "se",
      "body": "SUV",
      "year": "2023",
      "sales_flow": "CONSUMER_CARS",
      "odometer_unit": "km",
      "authority_register_information": {
        "vehicle_information": {
          "vin": "WVGZZZA1ZPV711534",
          "body": "AC",
          "type": "CAR",
          "year": "2023",
          "model": "T-ROC",
          "raw_type": "PB",
          "model_year": null,
          "category_eu": "e13*2007/46*1845*27",
          "group_number": "VW 889023",
          "model_number": "VW 000000",
          "chassis_number": "WVGZZZA1ZPV711534",
          "exterior_color": "Grey",
          "fabric_and_make": "VOLKSWAGEN, VW",
          "base_object_type": "CAR",
          "manufacture_code": null,
          "manufacture_month": "202305",
          "registration_date": "2023-05-04",
          "initial_traffic_date": "2024-01-31",
          "registration_plate_reused": null
        },
        "registration_information": {
          "registration_plate": "HWE587",
          "deregistration_date": null,
          "deregistration_text": null,
          "deregistration_reason": null
        },
        "environmental_classification": {
          "fuels": [
            {
              "co2": "",
              "nox": "",
              "nox4": null,
              "fuel_code": "Petrol",
              "hc_thc_nox": "",
              "consumption": "",
              "noise_level": 69,
              "emission_unit": "g/km",
              "innovation_co2": null,
              "particle_value": "",
              "particle_mass4": null,
              "consumption_unit": "",
              "range_nedc_drive": null,
              "range_wltp_drive": null,
              "consumption_urban": "",
              "range_city_wltp_drive": null,
              "consumption_extra_urban": "",
              "electric_energy_consumption": null,
              "energy_consumption_wltp_drive": null
            }
          ],
          "eco_friendly": false,
          "emission_class": "EURO 6",
          "innovation_code": null,
          "environmental_class": null,
          "environmental_class_euro": "6"
        },
        "vehicle_origin": {
          "origin_code": "INFÖRT",
          "origin_code_reason": null,
          "importer_identifier": null,
          "pre_registration_date": null,
          "import_registration_date": null,
          "imported_for_personal_use": false,
          "imported_previously_registered": false
        },
        "additional_tech_specification": {
          "race_car": null,
          "wheelbase1": 2590,
          "wheelbase2": null,
          "wheelbase3": null,
          "wheelbase4": null,
          "equipment1": null,
          "equipment2": null,
          "equipment3": null,
          "maximum_speed": 208,
          "num_axle_shafts": 2,
          "passenger_air_bag": false,
          "tyre_dimension_rear": "215/60 R16 95V",
          "tyre_dimension_front": "215/60 R16 95V",
          "dual_steering_control": null
        },
        "vehicle_inspection_information": {
          "inspections": [
            {
              "inspection_type": "13",
              "odometer_reading": null,
              "date_of_inspection": "2023-05-10"
            },
            {
              "inspection_type": null,
              "odometer_reading": null,
              "date_of_inspection": null
            }
          ],
          "inspection_group": "36/24/14",
          "odometer_reading": "",
          "inspection_period": "2023-05-10 - 2027-01-31",
          "date_of_inspection": "2023-05-10",
          "inspection_valid_to_date": "2027-01-31",
          "inspection_exemption_group": null
        },
        "vehicle_status": {
          "tax": 7030
        },
        "general_tech_specification": {
          "eeg": "e13*2007/46*1845*27",
          "fuels": [
            {
              "fuel_code": "Petrol",
              "power_unit": "EG",
              "engine_power": 110,
              "engine_power_hp": 150,
              "fuel_tank_volume": ""
            }
          ],
          "width": 1819,
          "height": 1559,
          "length": 4244,
          "gearbox": "Manual",
          "variant": "DXDBX0AC4",
          "version": "FM6FM6C90154BI1AANNI02GA0",
          "tax_weight": 1390,
          "curb_weight": 1390,
          "max_payload": 460,
          "total_weight": 1850,
          "chassis_code1": null,
          "chassis_code2": null,
          "cubic_capacity": "1498",
          "num_passengers": "4",
          "number_of_seats": 5,
          "four_wheel_drive": false,
          "max_pull_weight_b": 1650,
          "clutch_mechanism1": null,
          "clutch_mechanism2": null,
          "max_trailer_weight": 1500,
          "chassis_code_supplement": null,
          "max_pull_wieght_no_breaks": null,
          "max_pull_weight_b_extended": null,
          "max_single _axle _trailer_weight": null
        }
      },
      "family_name": "T-Roc",
      "id": "461062",
      "base_object_type": "CAR",
      "brand": "Volkswagen",
      "model_id": null,
      "state": "MANUAL_VALUATION_PENDING",
      "fabric_and_make": "VOLKSWAGEN, VW",
      "odometer_reading": null,
      "earliest_available_at": null,
      "registration_plate": "HWE587",
      "gearbox": "Manual",
      "fuels": [
        {
          "fuel_code": "Petrol",
          "power_unit": "EG",
          "engine_power": 110,
          "engine_power_hp": 150,
          "fuel_tank_volume": ""
        }
      ],
      "exterior_color": "Grey",
      "created_at": "2025-11-03T08:41:55.966229+00:00",
      "model_name": "T-Roc 1.5 TSI (150hk)",
      "technical_specification": {
        "model_id": null,
        "vehicle": {
          "brand": "Volkswagen",
          "body": "SUV",
          "model_name": "T-Roc 1.5 TSI (150hk)",
          "family_name": "T-Roc"
        },
        "year": "2023"
      }
    },
    "is_fixed_price": false,
    "properties": {
      "manufacture_month": "202305",
      "body": "SUV",
      "imported_for_personal_use": false,
      "chassis_number": "WVGZZZA1ZPV711534",
      "is_repair_object": false,
      "odometer_reading": 30480,
      "heavy_equipment": false,
      "initial_traffic_date": "2024-01-31",
      "must_export": false,
      "driving_ban": false,
      "remarks": {
        "b_r_a_k_e_s": [],
        "e_x_t_e_r_i_o_r": [
          {
            "id": "0",
            "category": "EXTERIOR",
            "key": "Flertal stenskott och repor,"
          }
        ],
        "e_n_g_i_n_e__a_n_d__g_e_a_r_b_o_x": [],
        "t_i_r_e_s": [],
        "t_e_c_h_n_o_l_o_g_y__a_n_d__e_q_u_i_p_m_e_n_t": [],
        "i_n_t_e_r_i_o_r": []
      },
      "equipment": [
        "Antispinn",
        "Autobroms",
        "Bluetooth",
        "Elspeglar",
        "Fjärrlås",
        "Radio",
        "Regnsensor",
        "Stolsvärme fram",
        "Adaptiv farthållare",
        "Antisladdsystem",
        "Assistanssystem",
        "Auto hold",
        "Avtagbar dragkrok",
        "Elhiss bak",
        "Elhiss fram",
        "Elinfällbara speglar",
        "Filbytesvarnare",
        "Isofix bak",
        "Klimatanläggning",
        "LED-strålkastare",
        "Nyckellöst startsystem",
        "Parkeringssensorer bak",
        "Parkeringssensorer fram",
        "Smartphone integration",
        "Start/Stop-funktion",
        "Urkopplingsbar passagerarairbag",
        "USB-ingång",
        "Android Auto",
        "Apple CarPlay",
        "Digitalradio",
        "Trailer Assist"
      ],
      "model_name": "T-Roc 1.5 TSI (150hk)",
      "inspection_period": "2023-05-10 - 2027-01-31",
      "tax_weight": 1390,
      "sale_limited_to_corporate": false,
      "height": 1559,
      "width": 1819,
      "formatted_equipment": [
        {
          "key": "ANTISPINN",
          "title": "Anti-skid",
          "description": "Assist system that prevents the wheels from spinning",
          "priority": 0
        },
        {
          "key": "AUTOBROMS",
          "title": "Autobrake",
          "description": "Automatic braking at lower speeds for oncoming vehicles and obstacles in front of the car (City Safety)",
          "priority": 1
        },
        {
          "key": "BLUETOOTH",
          "title": "Bluetooth",
          "description": "Wireless connection to mobile devices",
          "priority": 2
        },
        {
          "key": "ELSPEGLAR",
          "title": "Electric mirrors",
          "description": "Electronically adjustable side mirrors",
          "priority": 3
        },
        {
          "key": "FJARRLAS",
          "title": "Remote control lock",
          "description": "Allows you to remotely lock and unlock your car",
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        "en": "This Volkswagen T-Roc 1.5 TSI combines a lively and efficient turbo petrol engine with modern SUV design and high comfort. Here you get a spacious and well-equipped car with stable driving characteristics and low fuel consumption. An excellent choice for those looking for a practical yet sporty car for both everyday life and longer trips.",
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        "se": "Denna Volkswagen T-Roc 1.5 TSI kombinerar en pigg och effektiv turbobensinmotor med modern SUV-design och hög komfort. Här får du en rymlig och välutrustad bil med stabila köregenskaper och låg bränsleförbrukning. Ett utmärkt val för dig som söker en praktisk men samtidigt sportig bil för både vardag och längre resor."
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        "fi": "A Volkswagen T-Roc  alkaen  kanssa bensiinimoottoripyörä. Hyvin varustettu muun muassa seuraavilla varusteilla: Avaimeton sisäänpääsyjärjestelmä, avustusjärjestelmä, vetokoukku ja mukautuva vakionopeudensäädin.",
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          "Nyckellöst startsystem",
          "Autobroms",
          "Bluetooth",
          "Filbytesvarnare",
          "Klimatanläggning",
          "LED-strålkastare",
          "Start/Stop-funktion",
          "USB-ingång",
          "Antispinn",
          "Elspeglar",
          "Fjärrlås",
          "Radio",
          "Regnsensor",
          "Stolsvärme fram",
          "Antisladdsystem",
          "Auto hold",
          "Avtagbar dragkrok",
          "Elhiss bak",
          "Elhiss fram",
          "Elinfällbara speglar",
          "Isofix bak",
          "Parkeringssensorer bak",
          "Parkeringssensorer fram",
          "Smartphone integration",
          "Urkopplingsbar passagerarairbag",
          "Android Auto",
          "Apple CarPlay",
          "Digitalradio",
          "Trailer Assist"
        ],
        "boat_width": null,
        "created_at": "2025-11-06T16:07:52",
        "boat_engine": null,
        "boat_length": null,
        "boat_weight": null,
        "finish_type": "Metallic",
        "protocol_id": "229432",
        "stove_flames": null,
        "heating_system": null,
        "number_of_keys": 2,
        "boat_ce_branded": false,
        "boat_gear_model": null,
        "number_of_bunks": null,
        "number_of_seats": 5,
        "boat_engine_fuel": null,
        "boat_septic_tank": false,
        "is_repair_object": false,
        "boat_engine_power": null,
        "service_book_type": "ELECTRONIC",
        "boat_exterior_color": null,
        "service_book_status": "Ingen servicedokumentation tillgänglig",
        "boat_engine_serial_number": null,
        "odometer_reading_after_test": {
          "unit": "Mil",
          "value": 3048
        },
        "odometer_reading_after_test_in_km": 30480
      },
      "auction_price_valuation": {
        "currency": "SEK"
      },
      "finalised": true,
      "included_image_ids": null,
      "created_at": "2025-11-06T15:09:07.725087+00:00",
      "updated_at": "2026-01-08T17:15:48.679246+00:00",
      "valuator_comment_localized": "This Volkswagen T-Roc 1.5 TSI combines a lively and efficient turbo petrol engine with modern SUV design and high comfort. Here you get a spacious and well-equipped car with stable driving characteristics and low fuel consumption. An excellent choice for those looking for a practical yet sporty car for both everyday life and longer trips."
    },
    "facts": {
      "default": [
        {
          "key": "NUMBER_OF_PREVIOUS_OWNERS",
          "text": "Previous owners",
          "value": 3,
          "type": "string"
        },
        {
          "key": "REGISTRATION_PLATE",
          "text": "License number",
          "value": "HWE587",
          "type": "string"
        },
        {
          "key": "MODEL_YEAR",
          "text": "Model year",
          "value": 2023,
          "type": "string"
        },
        {
          "key": "MANUFACTURE_MONTH",
          "text": "Manufacture month",
          "value": "202305",
          "type": "manufacture_month"
        },
        {
          "key": "ODOMETER_READING",
          "text": "Odometer reading",
          "value": 30480,
          "type": "distance"
        },
        {
          "key": "INITIAL_TRAFFIC_DATE",
          "text": "First date in traffic in Sweden",
          "value": "2024-01-31",
          "type": "date"
        },
        {
          "key": "SERVICE_BOOK",
          "text": "Service history",
          "value": "Ingen servicedokumentation tillgänglig",
          "type": "string"
        },
        {
          "key": "SERVICE_BOOK_TYPE",
          "text": "Service book",
          "value": "Electronic",
          "type": "string"
        },
        {
          "key": "GEARBOX",
          "text": "Gearbox",
          "value": "Manual",
          "type": "string"
        },
        {
          "key": "NUMBER_OF_SEATS",
          "text": "Number of seats",
          "value": 5,
          "type": "string"
        },
        {
          "key": "NUMBER_OF_KEYS",
          "text": "Number of keys",
          "value": 2,
          "type": "string"
        },
        {
          "key": "EXTERIOR_COLOR",
          "text": "Color",
          "value": "Grey",
          "type": "string"
        },
        {
          "key": "FINISH_TYPE",
          "text": "Finish",
          "value": "Metallic",
          "type": "string"
        },
        {
          "key": "TEXTILE",
          "text": "Textile",
          "value": "Textile",
          "type": "string"
        },
        {
          "key": "MANUFACTURER_WARRANTY",
          "text": "New car warranty",
          "value": "Not examined",
          "type": "string"
        },
        {
          "key": "COLLISION_WARRANTY",
          "text": "Collision warranty",
          "value": "Not examined",
          "type": "string"
        },
        {
          "key": "TAX_FEE",
          "text": "Tax fee (yearly)",
          "value": "7030 SEK",
          "type": "string"
        }
      ],
      "additional": [
        {
          "key": "CHASSIS_NUMBER",
          "text": "Chassis number",
          "value": "WVGZZZA1ZPV711534",
          "type": "string"
        },
        {
          "key": "ENGINE_EFFECT_PETROL",
          "text": "Engine effect (petrol)",
          "value": 150,
          "type": "engine_power"
        },
        {
          "key": "TOWBAR",
          "text": "Tow bar",
          "value": "No",
          "type": "string"
        },
        {
          "key": "MAX_PAYLOAD",
          "text": "Max payload",
          "value": 460,
          "type": "weight"
        },
        {
          "key": "INSPECTION_VALID_TO_DATE",
          "text": "Next inspection at the latest",
          "value": "2027-01-31",
          "type": "string"
        },
        {
          "key": "CURB_WEIGHT",
          "text": "Curb weight",
          "value": 1390,
          "type": "weight"
        },
        {
          "key": "TAX_WEIGHT",
          "text": "Tax weight",
          "value": 1390,
          "type": "weight"
        },
        {
          "key": "MAX_TRAILER_WEIGHT",
          "text": "Max trailer weight",
          "value": 1500,
          "type": "weight"
        },
        {
          "key": "TOTAL_WEIGHT",
          "text": "Vehicle total weight",
          "value": 1850,
          "type": "weight"
        },
        {
          "key": "LENGTH",
          "text": "Length",
          "value": 4244,
          "type": "length"
        },
        {
          "key": "WIDTH",
          "text": "Width",
          "value": 1819,
          "type": "length"
        },
        {
          "key": "HEIGHT",
          "text": "Height",
          "value": 1559,
          "type": "length"
        }
      ],
      "other": [
        {
          "key": "SOLD_IN_SWEDEN",
          "text": "Sold in sweden",
          "value": "Yes",
          "type": "string"
        },
        {
          "key": "EXPORTABLE",
          "text": "Exportable",
          "value": "Yes",
          "type": "string"
        },
        {
          "key": "DEDUCTIBLE_VAT",
          "text": "Deductible VAT",
          "value": "No",
          "type": "string"
        }
      ]
    },
    "major_feature": [
      {
        "key": "ADAPTIVFARTHÅLLARE",
        "title": "Adaptive cruise control",
        "value": null,
        "equipment": "Utrustning",
        "description": ""
      },
      {
        "key": "SMARTPHONE_INTEGRATION",
        "title": "Smartphone integration",
        "value": null,
        "equipment": "Utrustning",
        "description": null
      },
      {
        "key": "LED-STRÅLKASTARE",
        "title": "LED headlights",
        "value": null,
        "equipment": "Utrustning",
        "description": ""
      },
      {
        "key": "FILBYTESVARNARE",
        "title": "Lane departure warning system",
        "value": null,
        "equipment": "Utrustning",
        "description": ""
      }
    ]
  },
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      "type": "PRESENTATION",
      "content_type": "image",
      "order": 1
    },
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      "order": 2
    },
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]

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

• ID: Unique auction identifier within KVD Cars system. Critical for tracking specific auctions, preventing duplicates, and maintaining historical auction databases.

• Auction Type: Classification of auction format (standard, timed, reserve, etc.). Enables segmentation by auction methodology for comparative pricing analysis.

• Bidding Fee: Fee charged to winning bidder. Essential for calculating true acquisition costs and comparing total expenses across auctions.

• Bidding Fee Corporate: Corporate bidder fee structure. Important for B2B buyers evaluating total procurement costs.

• Mediation Fee: KVD Cars mediation/facilitation fee. Additional cost component for accurate total cost of acquisition calculations.

• Mediation Fee Corporate: Corporate mediation fee rates. Enables business buyers to accurately project transaction costs.

• Buy Now: Boolean indicating immediate purchase availability. Identifies opportunities for instant acquisition without bidding process.

• Closed At: Auction end timestamp. Critical for timing analysis, success rate tracking, and understanding auction duration patterns.

• Published At: Initial auction listing timestamp. Useful for analyzing listing-to-sale timelines and optimal publishing strategies.

• Countdown Duration: Length of final countdown phase. Reveals auction urgency mechanics and last-minute bidding dynamics.

• Countdown Start At: When final countdown began. Enables analysis of late-stage bidding behavior and auction momentum.

• Created At: System record creation timestamp. Provides audit trail and data consistency verification.

• Ready For Auction At: When auction became active. Shows preparation-to-live timelines for operational analysis.

• Currency: Transaction currency (typically SEK). Essential for international buyers and currency conversion calculations.

• Max Bid Raise: Maximum allowed single bid increment. Reveals bidding rules and prevents invalid bid submissions.

• Min Bid Raise: Minimum required bid increment. Critical for automated bidding strategies and bid planning.

• Start Bid: Opening bid amount. Baseline for reserve price estimation and value analysis.

• Opened At: Auction opening timestamp. Enables full auction lifecycle tracking and duration analysis.

• Process Object ID: Internal process workflow identifier. Useful for tracking auction stages and administrative processes.

• Ready For Checkout: Purchase completion eligibility status. Indicates successful sale completion and transaction readiness.

• Sold For: Final winning bid amount. Most critical pricing data point for market value analysis and trend tracking.

• Sell Method: Sale methodology (auction, buy-now, hybrid). Enables comparison of pricing outcomes across different sale types.

• Slug: URL-friendly auction identifier. Useful for constructing direct links and URL management.

• Auction URL: Complete URL to auction page. Direct reference link for verification and additional research.

• State: Current auction status (active, closed, pending, cancelled). Essential for filtering and status-based analysis.

• Targeted Auction Group ID: Auction category or group classification. Enables segmentation by vehicle type or target buyer segment.

• Updated At: Last modification timestamp. Tracks data freshness and auction information updates.

• Releasing: Vehicle release/delivery status. Important for logistics planning and transaction completion tracking.

• Loan: Financing availability indicator. Shows buyer financing options affecting purchasing decisions.

• Buy Now Amount: Immediate purchase price. Alternative pricing data point for market comparison.

• Buy Now Available: Instant purchase option status. Identifies immediate acquisition opportunities.

• Buy Now Until: Buy-now option expiration. Time constraint for instant purchase decisions.

• Eligible For Additional Services: Additional service availability (warranty, delivery, etc.). Value-add opportunities affecting total value proposition.

• Coming Soon: Pre-announcement status. Early visibility for upcoming inventory and planning.

• Preliminary Price: Estimated or reserve price indicator. Baseline expectation for bidding strategies.

• Max Allowed Bid: Bidding ceiling limit. Prevents over-bidding and enforces auction parameters.

• Is Reserved: Reserve price activation status. Critical for understanding minimum acceptable price requirements.

• Is Sold By Buy Now: Purchase method indicator. Distinguishes auction wins from instant purchases for pricing analysis.

• EUR Buy Now Amount: Buy-now price in Euros. International pricing reference for cross-border buyers.

• Winning Bid: Final successful bid details. Complete winning bid information including bidder metadata.

• Checkout Order: Transaction order information. Post-sale processing data for fulfillment tracking.

• Active Auction: Current auction activity status. Real-time monitoring of ongoing auctions.

• Similar Auctions: Related auction recommendations. Competitive context and alternative options for comparison.

• Process Object: Detailed workflow and process data. Administrative metadata for operational analysis.

• Preview Images: Array of vehicle image URLs. Visual documentation for condition assessment and marketing materials.

• Preview Image: Primary vehicle image URL. Main visual reference for quick vehicle identification.

Each field serves specific purposes in automotive market analysis, inventory sourcing, pricing strategy development, and competitive intelligence gathering within the Swedish and Scandinavian automotive auction markets.

Usage Guide

Setting Up Vehicle URL Extraction

Step 1: Identify Target Vehicles

Navigate to KVD Cars and identify specific vehicle auctions you want to track. You can find vehicles by:

• Browsing active auction listings by category
• Searching for specific makes, models, or years
• Monitoring particular auction types or price ranges
• Following specific vehicle segments (passenger cars, vans, trucks)

Copy the complete URL from each vehicle detail page you want to scrape.

Step 2: Configure Input JSON

Add your collected URLs to the urls array. Include as many URLs as needed for your monitoring or analysis requirements.

Step 3: Set Up Proxy Configuration

For optimal results:

• Enable Swedish residential proxies (apifyProxyCountry: "SE")
• Use residential proxy groups for better access
• This ensures reliable data extraction and reduces blocking risk

Step 4: Configure Retry Settings

Set max_retries_per_url based on your reliability requirements:

• Default of 2 works well for most scenarios
• Increase for critical data collection requiring maximum reliability
• Reduce if prioritizing speed over completeness

Best Practices

URL Collection Strategy:

• Organize URLs by vehicle type, auction status, or price range
• Regularly update URL lists as new auctions appear
• Remove expired auction URLs to maintain efficiency
• Consider scheduling regular scrapes for active auctions to track bidding progression

Proxy Configuration:

• Always use Swedish proxies for best access to KVD Cars
• Residential proxies essential for avoiding detection
• Monitor for blocked requests and adjust settings if needed

Data Collection Timing:

• Scrape active auctions periodically to track bidding evolution
• Extract closed auctions for final pricing and outcome analysis
• Schedule extractions during off-peak hours for better performance

Quality Assurance:

• Verify sample outputs match expected auction data
• Check currency values are correctly captured
• Ensure timestamp fields are properly formatted
• Validate image URLs are accessible

Common Troubleshooting

Access Issues:

• Switch to Swedish residential proxies if blocked
• Verify URLs are correctly formatted and accessible
• Check if auction pages require authentication
• Reduce request frequency if encountering rate limits

Data Extraction Problems:

• Verify URLs point to active or completed auctions
• Check for page structure changes affecting extraction
• Ensure proxy configuration is properly set
• Review retry settings for failed extractions

Performance Optimization:

• Batch URLs efficiently to balance speed and reliability
• Use appropriate retry limits for your use case
• Monitor extraction times and adjust as needed
• Consider splitting large URL lists into multiple runs

Benefits and Applications

The KVD Cars Scraper transforms manual auction tracking into automated data collection, enabling automotive professionals to make data-driven decisions based on comprehensive market intelligence.

Primary Applications:

Inventory Sourcing: Dealers and resellers can systematically monitor auctions for specific vehicle types, track pricing trends to inform bidding strategies, identify undervalued opportunities before auctions close, and build acquisition pipelines based on inventory needs.

Market Price Analysis: Analysts can collect historical auction pricing data across vehicle segments, compare auction outcomes versus retail pricing, identify seasonal pricing patterns and trends, and benchmark pricing across different auction formats and vehicle conditions.

Competitive Intelligence: Monitor competitor bidding patterns and acquisition strategies, analyze market demand by tracking bid counts and final prices, identify emerging vehicle segment trends, and understand auction dynamics in specific categories.

Fleet Management: Fleet operators can track specific vehicle models for fleet replacement cycles, monitor pricing for budget planning and forecasting, identify optimal timing for vehicle acquisition based on price trends, and analyze total cost of acquisition including all fees.

Automotive Research: Academic and industry researchers can analyze automotive market dynamics through auction data, study pricing efficiency in online vehicle auctions, examine buyer behavior patterns in digital automotive marketplaces, and develop pricing models based on comprehensive auction datasets.

Key Advantages:

• Comprehensive auction metadata unavailable through manual collection
• Precise timestamp tracking enables detailed auction timeline analysis
• Complete fee structure data for accurate total cost calculations
• Bidding parameter details support automated bidding strategy development
• Image gallery extraction for condition documentation and verification

The structured output integrates with pricing databases, CRM systems, inventory management platforms, and business intelligence tools, enabling immediate activation for market analysis, sourcing decisions, and strategic planning in the automotive auction space.

Conclusion

The KVD Cars Scraper automates the extraction of detailed auction data from Sweden's leading automotive auction platform. By providing structured access to comprehensive auction information including pricing, bidding parameters, fees, and vehicle metadata, it empowers automotive professionals to make informed decisions about inventory acquisition, pricing strategies, and market positioning.

Whether you're sourcing inventory for a dealership, conducting market research on automotive pricing trends, or analyzing competitive dynamics in the Scandinavian vehicle auction market, this scraper provides the systematic data extraction capabilities needed to accelerate your automotive intelligence gathering.

Ready to streamline your KVD Cars data collection? Start extracting valuable auction insights today and transform your automotive market research and inventory sourcing capabilities.

Related Actors

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

Your feedback

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