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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 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.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"
    // // Links to product list by query page.
  ]
}

Key Input Parameters:

• max_retries_per_url: Controls resilience by setting retry attempts for failed requests
• proxy settings: Essential for avoiding bot detection and ensuring consistent access
• max_items_per_url: Limits extraction quantity per URL to manage resource usage
• urls: Target category or product listing pages for data extraction

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.