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Lento Scraper: Extract Fashion Data Across Europe

Introduction

Lento.pl is a classifieds service for local communities dedicated to all who want to quickly and easily sell, buy, rent their belongings, offer services, find a job or get to know the other half. As one of Poland's prominent online marketplaces, Lento.pl hosts thousands of product listings across diverse categories, making it a valuable source of market intelligence and competitive pricing data.

For businesses, researchers, and data analysts, extracting product information from Lento.pl can provide crucial insights into market trends, pricing strategies, and consumer preferences. However, manually collecting this data from hundreds or thousands of listings is time-consuming and impractical. This is where the Lento.pl Product Search Scraper becomes an essential tool, automating the data extraction process and delivering structured, actionable information.

Scraper Overview

The Lento.pl Product Search Scraper is a sophisticated data extraction tool designed to automatically collect comprehensive product information from various categories on Lento.pl. Built with advanced web scraping technologies, this tool can efficiently navigate through product listings, extract relevant data, and organize it into a structured format suitable for analysis and business intelligence purposes.

The scraper excels in handling dynamic content, managing anti-bot measures, and ensuring reliable data extraction across different product categories. Whether you're monitoring electronics prices, analyzing audio equipment availability, or researching TV and television market trends, this scraper provides consistent and accurate data collection capabilities.

Target users include e-commerce businesses conducting competitive analysis, market researchers studying consumer behavior, price monitoring services, inventory management systems, and data analysts requiring structured marketplace data for various business applications.

Input and Output Details

Example url 1: https://www.lento.pl/elektronika/audio-i-wideo.html?page=3

Example url 2: https://www.lento.pl/elektronika/audio-i-wideo/glosniki.html

Example url 3: https://www.lento.pl/elektronika/tv-i-telewizory.html

Example Screenshot of product information page:

Input Format

The scraper accepts configuration through a JSON object with several key parameters:

Scrape with URLs:

{
  "max_retries_per_url": 2, // Maximum number of retry attempts for each URL
  "proxy": { // Proxy configuration to avoid bot detection
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL" 
    ],
    "apifyProxyCountry": "PL" // Choose a country that matches your target data location
  },
  "max_items_per_url": 20, // Total number of items you want to scrape
  "urls": [ // Product list page URLs to scrape
    "https://www.lento.pl/elektronika/audio-i-wideo.html?page=3",
    "https://www.lento.pl/elektronika/audio-i-wideo/glosniki.html",
    "https://www.lento.pl/elektronika/tv-i-telewizory.html"
  ],
  "ignore_url_failures": true // Continue scraping even if some URLs fail
}

The urls parameter: List of product list page URLs that you want to scrape. You can add URLs one by one, or use the Bulk edit section to add a prepared list.

The ignore_url_failures parameter: If set to true, the scraper will continue running even if some URLs fail to be scraped after reaching the maximum number of retries. This ensures that one problematic URL doesn't stop your entire scraping job.

When you provide a list of URLs for scraping, all options in the "Scrape with search filters" section will be disabled. The system will only collect data from the URLs you specified.

Scrape with Search Filters:

{
  "max_retries_per_url": 2, // Maximum number of retry attempts for each search filter
  "proxy": { // Proxy configuration to avoid bot detection
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL" 
    ],
    "apifyProxyCountry": "PL" // Choose a country that matches your target data location
  },
  "max_items_per_url": 20, // Total number of items you want to scrape
  "keyword": "motor", // Search keyword to find products
  "page": 1 // Starting page number for search results
}

The keyword parameter: The search keyword to find products (e.g., "laptop", "smartphone", "telewizor", "głośniki").

The page parameter: Starting page number for scraping, useful for continuing interrupted scrapes or targeting specific result ranges.

When using search filters for scraping, you need to leave the urls field empty (or set it to null) in the "Scrape with URLs" configuration.

General Options:

The max_items_per_url parameter: Limits the number of products extracted from each product list page or search results page. The default value is 20, providing a manageable batch size while allowing for comprehensive data collection.

The max_retries_per_url parameter: Sets the maximum number of retry attempts for each URL or search filters if the scrape is detected as a bot or the page fails to load. The default value is 2, providing a good balance between thoroughness and efficiency.

The proxy parameter: Proxy configuration is essential for maintaining anonymity and avoiding detection. The residential proxy option ensures that your scraping activities appear as legitimate browsing, reducing the risk of being blocked or rate-limited. You should choose a country that matches the location of the website you're scraping (e.g., Poland/PL for lento.pl).

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": "11902064",
  "name": "Sprzedam Album CD Phil Collins Album Both Sides CD",
  "url": "https://gdansk.lento.pl/sprzedam-album-cd-phil-collins-album-both,11902064.html",
  "date": "dzisiaj 05:08",
  "price": "41,90 zł",
  "description": "Sprzedam Album CD Phil Collins ex Genesis - Both Sides CD Wspaniała Muzyka do Samochodu ! Dobry Pomysł na Prezent ...",
  "image": "https://st-lento.pl/adpics/thumbnail/09_2022/14/b4b9fc_sprzedam-album-cd-phil-collins-both-sides-cd-zdjecia.jpg",
  "location": "Gdańsk",
  "type": "Muzyka › Płyty CD\ndzisiaj 05:08",
  "from_url": "https://www.lento.pl/elektronika/audio-i-wideo.html?page=3"
}, // ... Many other product details
]

The scraper delivers structured data with the following fields:

Core Output Fields:

• ID: Unique product identifier from Lento.pl's internal system, essential for tracking and avoiding duplicates in datasets
• Name: Product title or name as listed by the seller, providing primary product identification for categorization and search
• URL: Direct link to the product listing, enabling verification of scraped data and facilitating user navigation to original listings
• Date: Listing publication or last update timestamp, crucial for understanding market dynamics and data freshness
• Price: Product price in Polish Złoty (PLN), formatted for easy numerical analysis and price comparison studies
• Description: Detailed product description provided by seller, containing valuable information about condition, features, and specifications
• Image: Product image URL(s), enabling visual analysis and enhanced data presentation in reports and applications
• Location: Geographic location of the seller, valuable for logistics analysis and regional market studies
• Type: Product category classification, facilitating data organization and targeted analysis by product segments

Sample Output Structure: Each extracted record provides comprehensive product information suitable for immediate analysis, price monitoring, inventory tracking, or integration into business intelligence systems.

Usage Guide

Implementation Steps

1. URL Preparation: Identify target category pages on Lento.pl, ensuring URLs include appropriate filters and pagination parameters for comprehensive coverage.

2. Configuration Setup: Configure proxy settings to match your target market geography, typically selecting Poland ("PL") for optimal results and reduced detection risk.

3. Parameter Optimization: Adjust max_items_per_url based on your data volume requirements and processing capacity, balancing thoroughness with efficiency.

4. Execution Monitoring: Monitor scraping progress and handle any connection issues or rate limiting through the built-in retry mechanism.

Best Practices

Proxy Management: Always use residential proxies with Polish IP addresses to minimize detection and ensure consistent access to Lento.pl's content.

Rate Limiting: Implement reasonable delays between requests to avoid overwhelming the target server and maintain scraping sustainability.

Data Validation: Verify extracted data accuracy by spot-checking results against original listings, particularly for price and product information.

Error Handling: Monitor scraping logs for blocked requests or data extraction failures, adjusting retry settings and proxy configurations as needed.

Benefits and Applications

Time Efficiency

Automated data extraction eliminates manual browsing and copying, reducing hours of work to minutes while ensuring comprehensive coverage of product listings.

Business Intelligence

Regular scraping provides valuable market insights including pricing trends, product availability, seller behavior patterns, and competitive positioning across different product categories.

Practical Applications

• Price Monitoring: Track competitor pricing strategies and market fluctuations
• Market Research: Analyze product demand, seller concentration, and regional variations
• Inventory Management: Monitor product availability and identify supply opportunities
• Lead Generation: Identify potential suppliers or buyers in specific product categories

Value Creation

The structured data output integrates seamlessly with business intelligence tools, databases, and analytics platforms, enabling sophisticated analysis and informed decision-making for businesses operating in the Polish marketplace.

Conclusion

The Lento.pl Product Search Scraper represents a powerful solution for automated marketplace data extraction, delivering reliable, structured information from one of Poland's leading classified platforms. By providing comprehensive product data including pricing, descriptions, and seller information, this tool empowers businesses and researchers with the market intelligence necessary for competitive advantage.

Ready to streamline your Lento.pl data collection? Implement this scraper today and transform manual research into automated intelligence gathering that scales with your business needs.

Related Actors

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

Your feedback

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