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$20.00/month + usage

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Otomoto Product Details Scraper

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ecomscrape

Professional Otomoto.pl scraper for extracting comprehensive vehicle listings from Poland's leading automotive marketplace. Get detailed car information, pricing, seller data, and technical specifications for market research and business intelligence.

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Pricing

$20.00/month + usage

Last modified

2 hours ago

Automation

Developer tools

E-commerce

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If you encounter any issues or need to exchange information, please feel free to contact us through the following link: My profile

Otomoto.pl Product Details Scraper: Complete Product Data Extraction Tool

Introduction: Unlocking Poland's Premier Automotive Marketplace

Otomoto.pl stands as Poland's largest and most trusted automotive marketplace, connecting thousands of dealers and private sellers with millions of potential buyers. As the leading platform for buying and selling both new and used vehicles in Poland, Otomoto.pl hosts an extensive database of cars, motorcycles, and automotive parts that represents crucial market intelligence for various business applications.

The challenge faced by market researchers, automotive dealers, pricing analysts, and business intelligence professionals is accessing this valuable data efficiently. Manual browsing and data collection from thousands of listings is time-consuming and impractical for comprehensive market analysis. This is where our Otomoto.pl scraper becomes an invaluable tool, automating the extraction of detailed vehicle information to support data-driven decision making in the automotive industry.

Comprehensive Vehicle Data Extraction Solution

Our Otomoto.pl scraper is a sophisticated data extraction tool designed specifically for Poland's premier automotive marketplace. The scraper efficiently processes multiple vehicle listing URLs simultaneously, extracting comprehensive information that includes vehicle specifications, pricing details, seller information, and market positioning data.

The scraper excels in handling the complex structure of Otomoto.pl listings, ensuring accurate data extraction across various vehicle categories including personal cars, motorcycles, commercial vehicles, and automotive parts. With built-in retry mechanisms and proxy support, the tool maintains reliability while respecting the platform's access policies.

This solution is particularly valuable for automotive dealers conducting competitive analysis, market researchers tracking pricing trends, insurance companies assessing vehicle values, and business analysts requiring comprehensive automotive market data. The scraper's robust architecture ensures consistent performance even when processing large volumes of listings.

Input and Output Format Details

Example url 1: https://www.otomoto.pl/osobowe/oferta/kia-ceed-ID6HBhOd.html

Example url 2: https://www.otomoto.pl/osobowe/oferta/kia-ceed-ID6HBrX0.html

Example url 3: https://www.otomoto.pl/osobowe/oferta/toyota-corolla-ID6HBrLx.html

Example Screenshot of product information page:

Input Format

The scraper accepts a JSON configuration specifying the product URLs to extract data from, along with proxy settings and retry parameters:

{
  "max_retries_per_url": 2, // Maximum waiting time when accessing the links you provided.
  "proxy": { // Add a proxy to ensure that during the data collection process, you are not detected as a bot.
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL" 
    ],
    "apifyProxyCountry": "SG" // You should choose an Country that coincides with the Country you want to collect data from
  },
  "urls": [ // Links to product information pages.
    "https://www.otomoto.pl/osobowe/oferta/kia-ceed-ID6HBhOd.html",
    "https://www.otomoto.pl/osobowe/oferta/kia-ceed-ID6HBrX0.html",
    "https://www.otomoto.pl/osobowe/oferta/toyota-corolla-ID6HBrLx.html"
  ]
}

Input Requirements:

URLs: Direct links to specific vehicle listing pages on Otomoto.pl
Proxy Configuration: Recommended to use residential proxies with Polish IP addresses for optimal access
Retry Settings: Configurable retry attempts to handle temporary access issues

Output Format

You get the output from the Stockx.com Product Details Page Scraper stored in a tab. The following is an example of the Information Fields collected after running the Actor.

[ // List of product information
  {
  "id": "6141066037",
  "status": "ACTIVE",
  "title": "Kia Ceed Cee'd 1.6 CRDi Business Line",
  "url": "https://www.otomoto.pl/osobowe/oferta/kia-ceed-ID6HBhOd.html",
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      }
    ]
  },
  "price": {
    "value": "18999",
    "currency": "PLN",
    "labels": [
      "ad-page-negotiable-tag"
    ],
    "is_under_budget": false
  },
  "main_features": [
    "2012",
    "24 400 km",
    "1 582 cm3",
    "Diesel"
  ],
  "phone_numbers": [
    "EiHzcwkrdmjBXKaISBqX8cgq8OwGNE/fmw==.1.4EIDn5GOKt/GuozG4mk/Iw=="
  ],
  "badges": [
    "low_mileage"
  ],
  "description": "<p>!!!Jeżeli oglądasz ogłoszenie na OLX, przejdź na otomoto po więcej zdjęć!!!</p><p><br></p><p>Do zaoferowania Kia Ceed drugiej generacji z bezproblemowym silnikiem diesla 1.6 CRDI. Samochód zachowany w bardzo dobrym stanie, bezwypadkowy. Wnętrze starannie utrzymane, niepowycierane, czyste, bez śladów nadmiernej eksploatacji. Auto miało tylko jednego właściciela od nowości.</p><p>Na wszelkie pytania odpowiem telefonicznie.</p><p>Nie odpowiadam na wiadomości i SMS.</p><p>Nr. VIN udostępniam osobom zainteresowanym.</p><p><br></p><p><br></p><p>Wyposażenie:</p><p>-światła do jazdy dziennej LED,</p><p>-halogeny,</p><p>-doświetlane zakrętów,</p><p>-czujniki parkowania,</p><p>-kamera cofania,</p><p>-klimatyzacja,</p><p>-podgrzewane przednie fotele,</p><p>-podgrzewana kierownica,</p><p>-możliwość wyboru trybu układu kierowniczego,</p><p>-nawigacja,</p><p>-Bluetooth,</p><p>-zestaw głośnomówiący,</p><p>-kierownica wielofunkcyjna,</p><p>-el. Szyby x4,</p><p>-el. ustawiane lusterka,</p><p>-el. Składane lusterka,</p><p>-tempomat,</p><p>-komputer pokładowy,</p><p>-AUX/USB,</p><p>-alufelgi,</p><p>-ISOFIX,</p><p>-asystent ruszania pod górę - hill holder,</p><p>-ESP,</p><p>-dwa kluczyki.</p>",
  "seller": {
    "type": "PRIVATE",
    "name": "",
    "features_badges": [
      {
        "code": "private-seller",
        "label": "Osoba prywatna"
      },
      {
        "code": "registration-date",
        "label": "Sprzedający na OTOMOTO od 2025"
      }
    ],
    "logos": [],
    "location": {
      "address": "Żary, żarski, Lubuskie",
      "city": "Żary",
      "city_id": 78153,
      "region": "Lubuskie",
      "region_id": 9,
      "country": "",
      "postal_code": "",
      "short_address": "Żary, żarski, Lubuskie",
      "canonicals": {
        "city": "zary",
        "region": "lubuskie",
        "subregion": "zary"
      },
      "map": {
        "latitude": 51.64034,
        "longitude": 15.12432,
        "zoom": 12,
        "radius": 1500
      }
    },
    "id": "16926869",
    "uuid": "90da0327-d110-40b5-a341-80f1d598146b"
  },
  "equipment": [
    {
      "key": "audio_and_computing",
      "label": "Audio i multimedia",
      "values": [
        {
          "key": "bluetooth_interface",
          "label": "Interfejs Bluetooth"
        },
        {
          "key": "radio",
          "label": "Radio"
        },
        {
          "key": "hands_free_system",
          "label": "Zestaw głośnomówiący"
        },
        {
          "key": "usb_in",
          "label": "Gniazdo USB"
        },
        {
          "key": "navigation_system",
          "label": "System nawigacji satelitarnej"
        },
        {
          "key": "touchscreen_monitor",
          "label": "Ekran dotykowy"
        }
      ]
    },
    {
      "key": "comfort_and_addons",
      "label": "Komfort i dodatki",
      "values": [
        {
          "key": "air_conditioning_type",
          "label": "Klimatyzacja manualna"
        },
        {
          "key": "upholstery_type",
          "label": "Tapicerka materiałowa"
        },
        {
          "key": "heated_seat_driver",
          "label": "Podgrzewany fotel kierowcy"
        },
        {
          "key": "heated_seat_passenger",
          "label": "Podgrzewany fotel pasażera"
        },
        {
          "key": "armrest_front",
          "label": "Podłokietniki - przód"
        },
        {
          "key": "armrest_rear",
          "label": "Podłokietniki - tył"
        },
        {
          "key": "leather_steering_wheel",
          "label": "Kierownica skórzana"
        },
        {
          "key": "steering_wheel_with_radio_operation",
          "label": "Kierownica ze sterowaniem radia"
        },
        {
          "key": "multi_functional_steering_wheel",
          "label": "Kierownica wielofunkcyjna"
        },
        {
          "key": "steering_wheel_heated",
          "label": "Kierownica ogrzewana"
        },
        {
          "key": "leather_gearshifterswitch",
          "label": "Dźwignia zmiany biegów wykończona skórą"
        },
        {
          "key": "power_windows_front",
          "label": "Elektryczne szyby przednie"
        },
        {
          "key": "power_windows_rear",
          "label": "Elektryczne szyby tylne"
        },
        {
          "key": "windscreenwiper_other",
          "label": "Wycieraczki"
        }
      ]
    },
    {
      "key": "electronics_and_driver_assistance",
      "label": "Systemy wspomagania kierowcy",
      "values": [
        {
          "key": "cruisecontrol_type",
          "label": "Tempomat"
        },
        {
          "key": "park_distance_control_rear",
          "label": "Kontrola odległości z tyłu (przy parkowaniu)"
        },
        {
          "key": "rear_view_camera",
          "label": "Kamera parkowania tył"
        },
        {
          "key": "door_mirror_electrically_adjustable_in_general",
          "label": "Lusterka boczne ustawiane elektrycznie"
        },
        {
          "key": "door_mirrors_heated",
          "label": "Podgrzewane lusterka boczne"
        },
        {
          "key": "door_mirrors_electrically_foldable",
          "label": "Lusterka boczne składane elektrycznie"
        },
        {
          "key": "traction_control",
          "label": "Kontrola trakcji"
        },
        {
          "key": "hill_holder",
          "label": "Wspomaganie ruszania pod górę- Hill Holder"
        },
        {
          "key": "led_daytime_running_lights",
          "label": "Światła do jazdy dziennej diodowe LED"
        },
        {
          "key": "fog_lamps",
          "label": "Lampy przeciwmgielne"
        },
        {
          "key": "led_rear_lights",
          "label": "Lampy tylne w technologii LED"
        },
        {
          "key": "power_steering",
          "label": "Wspomaganie kierownicy"
        }
      ]
    },
    {
      "key": "performance_and_tuning",
      "label": "Osiągi i tuning",
      "values": [
        {
          "key": "alloy_wheels_type",
          "label": "Felgi aluminiowe 17"
        }
      ]
    },
    {
      "key": "security",
      "label": "Bezpieczeństwo",
      "values": [
        {
          "key": "antilock_brake_system",
          "label": "ABS"
        },
        {
          "key": "esp",
          "label": "ESP"
        },
        {
          "key": "power_assisted_brakes",
          "label": "System wspomagania hamowania"
        },
        {
          "key": "driver_airbag",
          "label": "Poduszka powietrzna kierowcy"
        },
        {
          "key": "passenger_airbag",
          "label": "Poduszka powietrzna pasażera"
        },
        {
          "key": "head_airbags_front",
          "label": "Kurtyny powietrzne - przód"
        },
        {
          "key": "side_airbag_driver",
          "label": "Boczna poduszka powietrzna kierowcy"
        },
        {
          "key": "side_airbag_driver_and_passenger",
          "label": "Boczne poduszki powietrzne - przód"
        },
        {
          "key": "child_seat_fixation",
          "label": "Isofix (punkty mocowania fotelika dziecięcego)"
        }
      ]
    }
  ],
  "created_at": "2025-08-22T23:51:42Z",
  "details": [
    {
      "key": "make",
      "label": "Marka pojazdu",
      "value": "Kia",
      "href": "https://www.otomoto.pl/osobowe/kia",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "model",
      "label": "Model pojazdu",
      "value": "Ceed",
      "href": "https://www.otomoto.pl/osobowe/kia/ceed",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "version",
      "label": "Wersja",
      "value": "Cee'd 1.6 CRDi Business Line",
      "href": "https://www.otomoto.pl/osobowe/kia/ceed/ver-cee-d-1-6-crdi-business-line",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "color",
      "label": "Kolor",
      "value": "Szary",
      "href": "https://www.otomoto.pl/osobowe/kia/ceed/ver-cee-d-1-6-crdi-business-line?search%5Bfilter_enum_color%5D%5B0%5D=grey",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "door_count",
      "label": "Liczba drzwi",
      "value": "5",
      "href": "https://www.otomoto.pl/osobowe/kia/ceed/ver-cee-d-1-6-crdi-business-line?search%5Bfilter_enum_door_count%5D%5B0%5D=5",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "nr_seats",
      "label": "Liczba miejsc",
      "value": "5",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "year",
      "label": "Rok produkcji",
      "value": "2012",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "generation",
      "label": "Generacja",
      "value": "II (2012-)",
      "href": "https://www.otomoto.pl/osobowe/kia/ceed/ver-cee-d-1-6-crdi-business-line?search%5Bfilter_enum_generation%5D%5B0%5D=gen-ii-2012-ceed",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": "Generacja jest produkowana określonym przedziale czasowym i wprowadza istotne zmiany w designie, technologii i specyfikacjach. Natomiast wersja to odmiana w ramach tej generacji, oferująca różne funkcje i opcje."
    },
    {
      "key": "vin",
      "label": "VIN",
      "value": "wWKdbx4ZP2kY1TXXcapvVCK3S3VxT7zuCwjHahXFC9vc.1.gFgjDEX85k0QZPZO6U4wRg==",
      "group": "basic_information",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": "Numer Identyfikacyjny Pojazdu (VIN) to unikalny 17-znakowy kod identyfikujący pojazd, zawierający szczegóły dotyczące jego producenta, modelu i produkcji. Ta strona jest chroniona przez reCAPTCHA, a obowiązują Polityka Prywatności i Warunki Usługi Google."
    },
    {
      "key": "fuel_type",
      "label": "Rodzaj paliwa",
      "value": "Diesel",
      "href": null,
      "group": "technical_specs",
      "overview_order": 1,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "engine_capacity",
      "label": "Pojemność skokowa",
      "value": "1 582 cm3",
      "href": null,
      "group": "technical_specs",
      "overview_order": 4,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "engine_power",
      "label": "Moc",
      "value": "128 KM",
      "href": null,
      "group": "technical_specs",
      "overview_order": 5,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "body_type",
      "label": "Typ nadwozia",
      "value": "Kompakt",
      "href": null,
      "group": "technical_specs",
      "overview_order": 3,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "colour_type",
      "label": "Rodzaj koloru",
      "value": "Metalik",
      "href": null,
      "group": "technical_specs",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "gearbox",
      "label": "Skrzynia biegów",
      "value": "Manualna",
      "href": null,
      "group": "technical_specs",
      "overview_order": 2,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "transmission",
      "label": "Napęd",
      "value": "Na przednie koła",
      "href": null,
      "group": "technical_specs",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "co2_emissions",
      "label": "Emisja CO2",
      "value": "97 g/km",
      "href": null,
      "group": "technical_specs",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": "Ilość dwutlenku węgla emitowanego przez pojazd, zazwyczaj wyrażona w gramach na kilometr (g/km), wskazująca jego wpływ na środowisko."
    },
    {
      "key": "urban_consumption",
      "label": "Spalanie W Mieście",
      "value": "4.1 l/100km",
      "href": null,
      "group": "technical_specs",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "extra_urban_consumption",
      "label": "Spalanie Poza Miastem",
      "value": "3.5 l/100km",
      "href": null,
      "group": "technical_specs",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "mileage",
      "label": "Przebieg",
      "value": "24 400 km",
      "href": null,
      "group": "condition_history",
      "overview_order": 0,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "new_used",
      "label": "Stan",
      "value": "Używany",
      "href": null,
      "group": "condition_history",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    },
    {
      "key": "has_registration",
      "label": "Ma numer rejestracyjny",
      "value": "Tak",
      "href": null,
      "group": "condition_history",
      "overview_order": null,
      "overview_e_v_order": null,
      "description": null
    }
  ],
  "parameters_dict": {
    "has_vin": {
      "label": "has_vin",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "is_imported_car": {
      "label": "is_imported_car",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "has_registration": {
      "label": "has_registration",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "catalog_urn": {
      "label": "catalog_urn",
      "values": [
        {
          "value": "orn:otomotopl:catalog:eurotax-109852",
          "label": "orn:otomotopl:catalog:eurotax-109852"
        }
      ]
    },
    "make": {
      "label": "make",
      "values": [
        {
          "value": "kia",
          "label": "Kia"
        }
      ]
    },
    "model": {
      "label": "model",
      "values": [
        {
          "value": "ceed",
          "label": "Ceed"
        }
      ]
    },
    "version": {
      "label": "version",
      "values": [
        {
          "value": "ver-cee-d-1-6-crdi-business-line",
          "label": "Cee'd 1.6 CRDi Business Line"
        }
      ]
    },
    "generation": {
      "label": "generation",
      "values": [
        {
          "value": "gen-ii-2012-ceed",
          "label": "II (2012-)"
        }
      ]
    },
    "year": {
      "label": "year",
      "values": [
        {
          "value": "2012",
          "label": "2012"
        }
      ]
    },
    "mileage": {
      "label": "mileage",
      "values": [
        {
          "value": "24400",
          "label": "24 400 km"
        }
      ]
    },
    "engine_capacity": {
      "label": "engine_capacity",
      "values": [
        {
          "value": "1582",
          "label": "1 582 cm3"
        }
      ]
    },
    "vin": {
      "label": "vin",
      "values": [
        {
          "value": "wWKdbx4ZP2kY1TXXcapvVCK3S3VxT7zuCwjHahXFC9vc.1.gFgjDEX85k0QZPZO6U4wRg==",
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      ]
    },
    "fuel_type": {
      "label": "fuel_type",
      "values": [
        {
          "value": "diesel",
          "label": "Diesel"
        }
      ]
    },
    "engine_power": {
      "label": "engine_power",
      "values": [
        {
          "value": "128",
          "label": "128 KM"
        }
      ]
    },
    "gearbox": {
      "label": "gearbox",
      "values": [
        {
          "value": "manual",
          "label": "Manualna"
        }
      ]
    },
    "transmission": {
      "label": "transmission",
      "values": [
        {
          "value": "front-wheel",
          "label": "Na przednie koła"
        }
      ]
    },
    "extra_urban_consumption": {
      "label": "extra_urban_consumption",
      "values": [
        {
          "value": "3.5",
          "label": "3.5 l/100km"
        }
      ]
    },
    "bluetooth_interface": {
      "label": "bluetooth_interface",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "urban_consumption": {
      "label": "urban_consumption",
      "values": [
        {
          "value": "4.1",
          "label": "4.1 l/100km"
        }
      ]
    },
    "damaged": {
      "label": "damaged",
      "values": [
        {
          "value": "0",
          "label": "Nie"
        }
      ]
    },
    "body_type": {
      "label": "body_type",
      "values": [
        {
          "value": "compact",
          "label": "Kompakt"
        }
      ]
    },
    "co2_emissions": {
      "label": "co2_emissions",
      "values": [
        {
          "value": "97",
          "label": "97 g/km"
        }
      ]
    },
    "door_count": {
      "label": "door_count",
      "values": [
        {
          "value": "5",
          "label": "5"
        }
      ]
    },
    "nr_seats": {
      "label": "nr_seats",
      "values": [
        {
          "value": "5",
          "label": "5"
        }
      ]
    },
    "color": {
      "label": "color",
      "values": [
        {
          "value": "grey",
          "label": "Szary"
        }
      ]
    },
    "colour_type": {
      "label": "colour_type",
      "values": [
        {
          "value": "metallic",
          "label": "Metalik"
        }
      ]
    },
    "radio": {
      "label": "radio",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "rhd": {
      "label": "rhd",
      "values": [
        {
          "value": "0",
          "label": "Nie"
        }
      ]
    },
    "hands_free_system": {
      "label": "hands_free_system",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "usb_in": {
      "label": "usb_in",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "navigation_system": {
      "label": "navigation_system",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "touchscreen_monitor": {
      "label": "touchscreen_monitor",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "air_conditioning_type": {
      "label": "air_conditioning_type",
      "values": [
        {
          "value": "air-conditioning",
          "label": "Klimatyzacja manualna"
        }
      ]
    },
    "upholstery_type": {
      "label": "upholstery_type",
      "values": [
        {
          "value": "textile-upholstery",
          "label": "Tapicerka materiałowa"
        }
      ]
    },
    "heated_seat_driver": {
      "label": "heated_seat_driver",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "heated_seat_passenger": {
      "label": "heated_seat_passenger",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "armrest_front": {
      "label": "armrest_front",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "armrest_rear": {
      "label": "armrest_rear",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "leather_steering_wheel": {
      "label": "leather_steering_wheel",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "steering_wheel_with_radio_operation": {
      "label": "steering_wheel_with_radio_operation",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "multi_functional_steering_wheel": {
      "label": "multi_functional_steering_wheel",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "steering_wheel_heated": {
      "label": "steering_wheel_heated",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "leather_gearshifterswitch": {
      "label": "leather_gearshifterswitch",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "power_windows_front": {
      "label": "power_windows_front",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "power_windows_rear": {
      "label": "power_windows_rear",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "windscreenwiper_other": {
      "label": "windscreenwiper_other",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "cruisecontrol_type": {
      "label": "cruisecontrol_type",
      "values": [
        {
          "value": "cruise-control",
          "label": "Tempomat"
        }
      ]
    },
    "park_distance_control_rear": {
      "label": "park_distance_control_rear",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "rear_view_camera": {
      "label": "rear_view_camera",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "door_mirror_electrically_adjustable_in_general": {
      "label": "door_mirror_electrically_adjustable_in_general",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "door_mirrors_heated": {
      "label": "door_mirrors_heated",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "door_mirrors_electrically_foldable": {
      "label": "door_mirrors_electrically_foldable",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "traction_control": {
      "label": "traction_control",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "hill_holder": {
      "label": "hill_holder",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "led_daytime_running_lights": {
      "label": "led_daytime_running_lights",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "fog_lamps": {
      "label": "fog_lamps",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "led_rear_lights": {
      "label": "led_rear_lights",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "power_steering": {
      "label": "power_steering",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "alloy_wheels_type": {
      "label": "alloy_wheels_type",
      "values": [
        {
          "value": "light-alloy-wheels-17",
          "label": "Felgi aluminiowe 17"
        }
      ]
    },
    "antilock_brake_system": {
      "label": "antilock_brake_system",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "esp": {
      "label": "esp",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "power_assisted_brakes": {
      "label": "power_assisted_brakes",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "driver_airbag": {
      "label": "driver_airbag",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "passenger_airbag": {
      "label": "passenger_airbag",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "head_airbags_front": {
      "label": "head_airbags_front",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "side_airbag_driver": {
      "label": "side_airbag_driver",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "side_airbag_driver_and_passenger": {
      "label": "side_airbag_driver_and_passenger",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "child_seat_fixation": {
      "label": "child_seat_fixation",
      "values": [
        {
          "value": "1",
          "label": "Tak"
        }
      ]
    },
    "version_label": {
      "label": "version_label",
      "values": [
        {
          "value": "Cee'd 1.6 CRDi Business Line",
          "label": "Cee'd 1.6 CRDi Business Line"
        }
      ]
    },
    "new_used": {
      "label": "new_used",
      "values": [
        {
          "value": "used",
          "label": "Używany"
        }
      ]
    }
  },
  "ad_features": [
    "topads",
    "highlight",
    "ad_homepage",
    "export_olx"
  ],
  "packages": [],
  "category": {
    "code": "osobowe",
    "id": 29,
    "name": "Osobowe",
    "uri_path": "osobowe"
  },
  "is_parts": false,
  "is_used_car": true,
  "verified_car": false,
  "verified_car_fields": null,
  "details_groups": [
    {
      "key": "basic_information",
      "label": "Podstawowe"
    },
    {
      "key": "ev_specs",
      "label": "ev_specs"
    },
    {
      "key": "technical_specs",
      "label": "Specyfikacja"
    },
    {
      "key": "condition_history",
      "label": "Stan i historia"
    },
    {
      "key": "financial_information",
      "label": "Finansowanie"
    }
  ],
  "ad_from_ad_core": true,
  "value_added_services": [
    {
      "__typename": "AdValueAddedService",
      "name": "topads",
      "validity": "2025-08-29T22:50:25Z",
      "applied_at": null,
      "exported_ad_id": null
    },
    {
      "__typename": "AdValueAddedService",
      "name": "highlight",
      "validity": "2025-09-21T22:50:25Z",
      "applied_at": null,
      "exported_ad_id": null
    },
    {
      "__typename": "AdValueAddedService",
      "name": "ad_homepage",
      "validity": "2025-08-25T22:50:25Z",
      "applied_at": null,
      "exported_ad_id": null
    },
    {
      "__typename": "AdValueAddedService",
      "name": "export_olx",
      "validity": "2025-09-21T22:50:25Z",
      "applied_at": null,
      "exported_ad_id": "1021692325"
    }
  ]
}, // ... Many other product details
]

The scraper returns comprehensive vehicle data in a structured format. Each extracted listing contains the following fields with their specific business applications:

Core Identification:

ID: Unique listing identifier for database management and tracking
Status: Current listing status (active, sold, expired) for inventory management
Title: Vehicle headline used for SEO analysis and market positioning
URL: Source link for verification and additional manual review

Visual and Pricing Information:

Images: Complete image gallery URLs for visual analysis and marketing materials
Price: Current asking price in Polish Złoty for pricing analysis and market comparisons
Main Features: Key selling points highlighted by sellers for feature trend analysis

Contact and Seller Data:

Phone Numbers: Seller contact information for lead generation and market reach analysis
Seller: Seller type classification (dealer vs. private) for market segment analysis
Badges: Trust indicators and seller verification status for credibility assessment

Vehicle Specifications:

Description: Full vehicle description for condition assessment and feature analysis
Equipment: Detailed equipment list for feature comparison and value assessment
Parameters Dict: Technical specifications including engine, transmission, fuel type
Details: Additional technical information and vehicle history data
Category: Vehicle classification for segment analysis

Market Intelligence Fields:

Created At: Listing creation date for market timing analysis
Is Parts: Boolean flag identifying parts listings vs. complete vehicles
Is Used Car: New vs. used vehicle classification for market segmentation
Verified Car: Platform verification status for quality assessment
Verified Car Fields: Specific verification details for trust analysis

Advanced Analytics Data:

Ad Features: Premium listing features for advertising strategy analysis
Packages: Seller advertising package information for market positioning
Details Groups: Categorized specification groups for systematic analysis
Ad From Ad Core: Technical listing source information for data quality tracking
Value Added Services: Additional services offered with the vehicle

This comprehensive data structure enables sophisticated market analysis, competitive intelligence, and business decision-making across various automotive industry applications.

Implementation Guide and Best Practices

Step-by-Step Usage Process

URL Collection: Gather specific vehicle listing URLs from Otomoto.pl search results or category pages
Configuration Setup: Configure proxy settings with Polish residential IPs for optimal access
Batch Processing: Group URLs in manageable batches (50-100 URLs recommended per run)
Data Extraction: Execute the scraper with proper retry settings and error handling
Data Validation: Verify extracted data completeness and accuracy before analysis

Optimization Tips

Proxy Configuration: Use residential proxies with Polish IP addresses to minimize detection risks
Rate Limiting: Implement reasonable delays between requests to maintain good platform relationships
Error Handling: Monitor retry attempts and failed URLs for pattern identification
Data Quality: Implement validation checks for critical fields like price and vehicle specifications

Common Issues and Solutions

Access Restrictions: Rotate proxy IPs and implement proper user-agent headers
Data Inconsistencies: Some listings may have incomplete information; handle null values appropriately
Rate Limiting: If encountering limitations, increase delays between requests and reduce batch sizes

Business Applications and Benefits

The Otomoto.pl scraper delivers significant value across multiple use cases in the automotive industry. Market researchers can track pricing trends, identify popular vehicle features, and analyze regional market preferences. Automotive dealers gain competitive intelligence, optimize their pricing strategies, and identify market gaps for inventory planning.

Insurance companies benefit from accurate vehicle valuation data for policy pricing and claims assessment. Financial institutions can assess vehicle values for loan approval processes and risk management. Business analysts can generate comprehensive market reports, track industry trends, and support strategic decision-making with reliable, up-to-date automotive market data.

The time savings alone justify the investment, as manual data collection from thousands of listings would require weeks of effort, while the scraper accomplishes this task in hours while maintaining data accuracy and consistency.

Conclusion and Next Steps

Our Otomoto.pl scraper provides a comprehensive solution for extracting valuable automotive market data from Poland's leading vehicle marketplace. With its robust data extraction capabilities, flexible configuration options, and detailed output format, it serves as an essential tool for anyone requiring systematic access to Polish automotive market intelligence.

Ready to transform your automotive market research capabilities? Start leveraging the power of automated data extraction to gain competitive advantages and make data-driven decisions in the dynamic Polish automotive market.

Otomoto.pl Product Search Scraper: A specialized data extraction solution engineered to harvest comprehensive product information from Otomoto.pl's marketplace.

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