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Otomoto.pl Scraper: Extract Product Data & Pricing Intelligence

Introduction

Otomoto.pl stands as the trusted automotive marketplace and the biggest place to buy cars and bikes in Poland, connecting thousands of dealers and private sellers with millions of potential buyers. With 6.88 million users as of September 2020, Otomoto.pl was the leading car-related website in Poland, making it an invaluable data source for automotive market analysis, pricing research, and business intelligence.

For businesses, researchers, and automotive professionals seeking to understand the Polish vehicle market, manually collecting data from hundreds of thousands of listings is impractical and time-consuming. The Otomoto.pl scraper addresses this challenge by automating the extraction of comprehensive vehicle data, enabling efficient market analysis, competitive pricing strategies, and consumer behavior insights.

Overview of the Otomoto.pl Scraper

The Otomoto.pl scraper is a sophisticated data extraction tool designed to collect detailed vehicle information from Poland's premier automotive marketplace. This powerful scraper navigates through various vehicle categories including personal cars (osobowe), commercial vehicles (ciezarowe), motorcycles, and specialized automotive segments.

The scraper excels at handling complex search parameters, pagination, and dynamic content loading while maintaining respectful scraping practices through proxy rotation and rate limiting. It's particularly valuable for automotive dealers, market researchers, price comparison platforms, and business analysts who require accurate, up-to-date Polish vehicle market data.

Target users include automotive businesses conducting market research, pricing analysts tracking vehicle value trends, academic researchers studying consumer behavior, and entrepreneurs developing automotive-related applications or services.

Input and Output Details

Example url 1: https://www.otomoto.pl/osobowe?search%5Border%5D=relevance_web&page=5

Example url 2: https://www.otomoto.pl/osobowe/acura?search%5Border%5D=relevance_web

Example url 3: https://www.otomoto.pl/ciezarowe?search%5Border%5D=created_at%3Adesc

Example Screenshot of product information page:

Input Format

The scraper accepts JSON configuration with several key parameters:

Input:

{
  "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
  },
  "max_items_per_url": 20,
  "urls": [ 
    "https://www.otomoto.pl/osobowe?search%5Border%5D=relevance_web&page=5", 
    "https://www.otomoto.pl/osobowe/acura?search%5Border%5D=relevance_web",
    "https://www.otomoto.pl/ciezarowe?search%5Border%5D=created_at%3Adesc"
    // // Links to product list by query page.
  ]
}

Key Input Parameters:

• max_retries_per_url: Controls retry attempts for failed requests, ensuring reliable data collection
• proxy configuration: Essential for avoiding bot detection and maintaining consistent access
• max_items_per_url: Limits the number of items extracted per URL to manage resource usage
• urls array: Contains specific Otomoto.pl category or search result URLs to scrape

Output Format

You get the output from the Stockx.com Product Search 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",
  "title": "Kia Ceed Cee'd 1.6 CRDi Business Line",
  "created_at": "2025-08-22T22:51:19Z",
  "short_description": "Pierwszy właściciel, bogata wersja, kamera cofania",
  "url": "https://www.otomoto.pl/osobowe/oferta/kia-ceed-pierwszy-wlasciciel-bogata-wersja-kamera-cofania-ID6HBhOd.html",
  "badges": [
    "LOW_MILEAGE"
  ],
  "seller_uuid": null,
  "brand_program": null,
  "dealer4th_package": null,
  "category": {
    "__typename": "Category",
    "id": "29"
  },
  "thumbnail": {
    "__typename": "Image",
    "x1": "https://ireland.apollo.olxcdn.com/v1/files/8ikmpke94jis3-OTOMOTOPL/image;s=320x240",
    "x2": "https://ireland.apollo.olxcdn.com/v1/files/8ikmpke94jis3-OTOMOTOPL/image;s=640x480"
  },
  "seller_link": {
    "__typename": "AdvertSellerLink",
    "id": "16926869",
    "name": null,
    "website_url": null,
    "logo": null,
    "is_credit_intermediary": null
  },
  "parameters": [
    {
      "__typename": "AdvertParameter",
      "key": "make",
      "display_value": "Kia",
      "label": "make",
      "value": "kia"
    },
    {
      "__typename": "AdvertParameter",
      "key": "fuel_type",
      "display_value": "Diesel",
      "label": "fuel_type",
      "value": "diesel"
    },
    {
      "__typename": "AdvertParameter",
      "key": "gearbox",
      "display_value": "Manualna",
      "label": "gearbox",
      "value": "manual"
    },
    {
      "__typename": "AdvertParameter",
      "key": "mileage",
      "display_value": "24400 km",
      "label": "mileage",
      "value": "24400"
    },
    {
      "__typename": "AdvertParameter",
      "key": "engine_capacity",
      "display_value": "1582 cm3",
      "label": "engine_capacity",
      "value": "1582"
    },
    {
      "__typename": "AdvertParameter",
      "key": "engine_power",
      "display_value": "128 KM",
      "label": "engine_power",
      "value": "128"
    },
    {
      "__typename": "AdvertParameter",
      "key": "model",
      "display_value": "Ceed",
      "label": "model",
      "value": "ceed"
    },
    {
      "__typename": "AdvertParameter",
      "key": "version",
      "display_value": "Cee'd 1.6 CRDi Business Line",
      "label": "version",
      "value": "ver-cee-d-1-6-crdi-business-line"
    },
    {
      "__typename": "AdvertParameter",
      "key": "year",
      "display_value": "2012",
      "label": "year",
      "value": "2012"
    }
  ],
  "location": {
    "__typename": "Location",
    "city": {
      "__typename": "AdministrativeLevel",
      "name": "Żary"
    },
    "region": {
      "__typename": "AdministrativeLevel",
      "name": "Lubuskie"
    }
  },
  "price": {
    "__typename": "Price",
    "badges": [],
    "gross_price": null,
    "net_price": null,
    "amount": {
      "__typename": "Money",
      "units": 18999,
      "nanos": 0,
      "value": "18999",
      "currency_code": "PLN"
    }
  },
  "value_added_services": [
    {
      "__typename": "AdValueAddedService",
      "name": "topads",
      "validity": "2025-08-29T22:50:25Z",
      "applied_at": null
    },
    {
      "__typename": "AdValueAddedService",
      "name": "highlight",
      "validity": "2025-09-21T22:50:25Z",
      "applied_at": null
    },
    {
      "__typename": "AdValueAddedService",
      "name": "ad_homepage",
      "validity": "2025-08-25T22:50:25Z",
      "applied_at": null
    },
    {
      "__typename": "AdValueAddedService",
      "name": "export_olx",
      "validity": "2025-09-21T22:50:25Z",
      "applied_at": null
    }
  ],
  "price_evaluation": {
    "__typename": "PriceEvaluation",
    "indicator": "NONE"
  },
  "cepik_verified": false,
  "from_url": "https://www.otomoto.pl/osobowe?search%5Border%5D=relevance_web"
}, // ... Many other product details
]

The scraper returns comprehensive vehicle data in structured format with the following fields:

Core Vehicle Information:

• ID: Unique identifier for each vehicle listing, essential for tracking and deduplication
• Title: Complete vehicle title including make, model, year, and key features
• Created At: Listing creation timestamp, crucial for tracking market activity and freshness
• Short Description: Condensed vehicle summary highlighting key selling points
• URL: Direct link to the full listing for detailed review and verification

Visual and Branding Elements:

• Badges: Special markers indicating verified dealers, premium listings, or promotional offers
• Brand Program: Indicates manufacturer-certified or authorized dealer programs
• Dealer 4th Package: Premium dealer service tier information
• Category: Vehicle classification (personal, commercial, motorcycle, etc.)
• Thumbnail: Primary vehicle image URL for visual identification

Seller and Location Data:

• Seller UUID: Unique seller identifier for tracking dealer inventory and performance
• Seller Link: Direct profile link for seller verification and contact
• Location: Geographic information including city, region, and sometimes precise coordinates

Technical and Commercial Details:

• Parameters: Comprehensive technical specifications including engine, transmission, fuel type, mileage, and features
• Price: Current asking price with currency information
• Value Added Services: Additional services offered (warranty, financing, inspection)
• Price Evaluation: Market price assessment and comparison data
• Cepik Verified: Official vehicle history verification status from Polish central database

This structured output enables immediate integration into databases, analytics platforms, and business intelligence systems for comprehensive market analysis.

Usage Instructions

Step 1: Configuration Setup Configure your input JSON with appropriate proxy settings, preferably using residential proxies with Polish geolocation to ensure optimal access and avoid regional restrictions.

Step 2: URL Selection Choose specific Otomoto.pl URLs targeting your desired vehicle categories, brands, or search criteria. The scraper works best with category pages, search results, and brand-specific listings.

Step 3: Rate Limiting Set appropriate max_items_per_url values based on your data needs and time constraints. For comprehensive market analysis, values between 50-200 items per URL typically provide good coverage while maintaining reasonable execution times.

Step 4: Data Processing The extracted data requires minimal post-processing due to its structured format. However, consider implementing data validation for price ranges and technical specifications to ensure data quality.

Best Practices:

• Use residential proxies with Polish IP addresses for optimal performance
• Implement delays between requests to respect server resources
• Regularly update your URL list to capture new vehicle categories and search parameters
• Monitor for changes in website structure that might affect data extraction accuracy

Benefits and Applications

The Otomoto.pl scraper delivers significant time savings by automating what would otherwise require manual data collection from thousands of vehicle listings. A comprehensive market analysis that might take weeks to compile manually can be completed in hours with this automated solution.

Real-world Applications:

• Automotive Dealerships: Track competitor pricing, inventory levels, and market positioning strategies
• Market Research: Analyze pricing trends, popular vehicle features, and regional demand patterns
• Price Comparison Platforms: Maintain up-to-date vehicle pricing databases for consumer-facing applications
• Academic Research: Study consumer behavior, market dynamics, and automotive industry trends in Poland
• Business Intelligence: Support strategic decision-making with comprehensive market data and insights

The business value extends beyond simple data collection to enable sophisticated analytics, predictive modeling, and strategic planning based on real market conditions and consumer preferences.

Conclusion

The Otomoto.pl scraper represents a powerful solution for accessing Poland's extensive automotive marketplace data efficiently and reliably. By automating the extraction of detailed vehicle information, it enables businesses and researchers to make data-driven decisions based on comprehensive market intelligence.

Whether you're conducting market research, developing pricing strategies, or building automotive applications, this scraper provides the foundation for understanding Poland's dynamic vehicle marketplace. Start leveraging this tool today to gain competitive advantages through superior market insights and data-driven decision making.

Related Actors

• Otomoto.pl Product Details Scraper: A specialized data extraction solution engineered to harvest comprehensive product information from Otomoto.pl's exclusive sneaker and streetwear marketplace.

Your feedback

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