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Leboncoin.fr Product Details Scraper - Extract Marketplace Data Efficiently

Introduction

Leboncoin.fr stands as France's leading online marketplace, attracting over 28 million monthly unique visitors and ranking as the country's #1 private sales platform. This comprehensive classified ads website serves as a hub for buying and selling everything from cars and real estate to electronics, furniture, and fashion items. For businesses, researchers, and data analysts working with the French market, accessing this wealth of marketplace data is crucial for competitive intelligence, market analysis, and pricing research.

The challenge lies in manually collecting data from thousands of listings across multiple categories. Whether you're conducting market research for real estate trends, analyzing automotive pricing patterns, or tracking product availability, manual data collection from Leboncoin.fr is time-consuming and inefficient. Our Leboncoin.fr Product Details Scraper addresses this challenge by automating the data extraction process, enabling you to gather comprehensive listing information at scale.

Scraper Overview

The Leboncoin.fr Product Details Scraper is a sophisticated data extraction tool designed specifically for France's premier classified ads platform. This scraper efficiently navigates through product listings and extracts detailed information including pricing, seller details, product specifications, and marketplace metrics. Built with advanced proxy rotation and anti-detection mechanisms, the tool ensures reliable data collection while respecting the website's terms of service.

The scraper excels in handling diverse product categories, from real estate and automotive listings to consumer goods and services. It automatically adapts to different listing formats and structures, making it versatile for various research and business applications. The tool is particularly valuable for e-commerce businesses, market researchers, real estate professionals, and data analysts who need comprehensive marketplace insights from the French market.

Target users include market research firms analyzing consumer behavior, e-commerce businesses monitoring competitor pricing, real estate agencies tracking property trends, and automotive dealers researching market dynamics. The scraper's robust architecture ensures consistent performance even when processing large datasets from multiple categories simultaneously.

Input and Output Details

Example url: https://www.leboncoin.fr/ad/ventes_immobilieres/2442999325

Example url: https://www.leboncoin.fr/ad/voitures/3020845973

Example url: https://www.leboncoin.fr/ad/ventes_immobilieres/3034690156

Example Screenshot of product page:

Input Format

The scraper accepts a JSON configuration that allows for flexible and customized data extraction. The input format includes several key components:

{
  "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 pages.
    "https://www.leboncoin.fr/ad/ventes_immobilieres/2442999325",
    "https://www.leboncoin.fr/ad/voitures/3020845973",
    "https://www.leboncoin.fr/ad/ventes_immobilieres/3034690156"
  ]
}

Input Parameters Explained:

• max_retries_per_url: Defines retry attempts for failed requests (recommended: 2-3)
• proxy: Configuration for residential proxies to avoid bot detection
• urls: Array of specific Leboncoin product listing URLs

Output Format and Data Fields

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

[ // List of product information
  {
  "list_id": 2442999325,
  "first_publication_date": "2023-11-11 03:06:41",
  "index_date": "2025-08-06 22:20:46",
  "status": "active",
  "category_id": "9",
  "category_name": "Ventes immobilières",
  "subject": "Appartement - 4 pièces - La Porte de Chambourcy",
  "body": "La Porte de Chambourcy à CHAMBOURCY (78240)\nNOUVEAUX APPARTEMENTS DISPONIBLES A CHAMBOURCY (78) ! Devenez propriétaire dans cette belle commune des Yvelines ! Profitez de la TVA réduite à 5,5% et du Prêt à Taux Zéro ! Située dans un cadre de vie privilégié, au coeur de la nature, découvrez notre nouvelle réalisation à l'architecture sobre et élégante ! Ce domaine arboré et sécurisé se compose d'appartements spacieux, du 2 au 4 pièces.\n\nLa plupart des appartements sont prolongés par de beaux espaces extérieurs permettant de profiter de moments en plein air, en toute intimité.\n\nPour un environnement des plus chaleureux, un espace de convivialité est prévu. Faisant écho à la tradition d'arboriculture de Chambourcy, les espaces verts, soigneusement étudiés, seront plantés de diverses essences, dont des pommiers.\n\nCette réalisation profite de la proximité des centres commerciaux Carrefour et Les Vergers de la Plaine, mais aussi des infrastructures scolaires et sportives. \nLes gares de Saint Germain et Poissy se trouvent quant à elles à moins de 5km, assurant un quotidien des plus confortable.\n\nRenseignez-vous dès à présent et profitez du meilleur choix !\n\nPour toutes informations complémentaires, prenez contact avec nous !\nLes informations sur les risques auxquels ce bien est exposé sont disponibles sur le site Géorisques : www.georisques.gouv.fr",
  "brand": "leboncoin",
  "ad_type": "offer",
  "url": "https://www.leboncoin.fr/ad/ventes_immobilieres/2442999325",
  "price": [
    343000
  ],
  "price_cents": 34300000,
  "images": {
    "thumb_url": "https://img.leboncoin.fr/api/v1/lbcpb1/images/47/5b/a2/475ba298d8733903bc7b04516b32011c5d476104.jpg?rule=ad-thumb",
    "small_url": "https://img.leboncoin.fr/api/v1/lbcpb1/images/47/5b/a2/475ba298d8733903bc7b04516b32011c5d476104.jpg?rule=ad-small",
    "nb_images": 6,
    "urls": [
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/47/5b/a2/475ba298d8733903bc7b04516b32011c5d476104.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/03/eb/ce/03ebcef9ed4e4064a7f8da7bff48581eb4f1d2db.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/95/50/a8/9550a8ae54477a24f939200f94e069eaf66d9800.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/a4/bf/22/a4bf225cf7ba9ec998cde9847001d9af10154a55.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/42/33/7e/42337e696bebdceac5cf461f53bd2290749468a0.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/5f/76/54/5f76540e6237fdc9c11c7123442269ca70373f73.jpg?rule=ad-image"
    ],
    "urls_thumb": [
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/47/5b/a2/475ba298d8733903bc7b04516b32011c5d476104.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/03/eb/ce/03ebcef9ed4e4064a7f8da7bff48581eb4f1d2db.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/95/50/a8/9550a8ae54477a24f939200f94e069eaf66d9800.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/a4/bf/22/a4bf225cf7ba9ec998cde9847001d9af10154a55.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/42/33/7e/42337e696bebdceac5cf461f53bd2290749468a0.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/5f/76/54/5f76540e6237fdc9c11c7123442269ca70373f73.jpg?rule=ad-thumb"
    ],
    "urls_large": [
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/47/5b/a2/475ba298d8733903bc7b04516b32011c5d476104.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/03/eb/ce/03ebcef9ed4e4064a7f8da7bff48581eb4f1d2db.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/95/50/a8/9550a8ae54477a24f939200f94e069eaf66d9800.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/a4/bf/22/a4bf225cf7ba9ec998cde9847001d9af10154a55.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/42/33/7e/42337e696bebdceac5cf461f53bd2290749468a0.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/5f/76/54/5f76540e6237fdc9c11c7123442269ca70373f73.jpg?rule=ad-large"
    ]
  },
  "attributes": [
    {
      "key": "activity_sector",
      "value": "2",
      "values": [
        "2"
      ],
      "value_label": "2",
      "generic": false
    },
    {
      "key": "external_ad_id",
      "value": "lbcin_P216931",
      "values": [
        "lbcin_P216931"
      ],
      "value_label": "lbcin_P216931",
      "generic": false
    },
    {
      "key": "real_estate_type",
      "value": "2",
      "values": [
        "2"
      ],
      "key_label": "Type de bien",
      "value_label": "Appartement",
      "generic": true
    },
    {
      "key": "square",
      "value": "77",
      "values": [
        "77"
      ],
      "key_label": "Surface habitable",
      "value_label": "77 m²",
      "value_label_reader": "77 Mètres carrés",
      "generic": true
    },
    {
      "key": "rooms",
      "value": "4",
      "values": [
        "4"
      ],
      "key_label": "Nombre de pièces",
      "value_label": "4",
      "generic": true
    },
    {
      "key": "available_date",
      "value": "01/04/2027",
      "values": [
        "01/04/2027"
      ],
      "key_label": "Disponible à partir de",
      "value_label": "01/04/2027",
      "generic": true
    },
    {
      "key": "fai_included",
      "value": "2",
      "values": [
        "2"
      ],
      "key_label": "Honoraires inclus",
      "value_label": "Non",
      "generic": true
    },
    {
      "key": "district_id",
      "value": "78133",
      "values": [
        "78133"
      ],
      "value_label": "78133",
      "generic": false
    },
    {
      "key": "district_visibility",
      "value": "false",
      "values": [
        "false"
      ],
      "value_label": "false",
      "generic": false
    },
    {
      "key": "district_type_id",
      "value": "2",
      "values": [
        "2"
      ],
      "value_label": "2",
      "generic": false
    },
    {
      "key": "district_resolution_type",
      "value": "integration",
      "values": [
        "integration"
      ],
      "value_label": "integration",
      "generic": false
    },
    {
      "key": "is_preview_program",
      "value": "2",
      "values": [
        "2"
      ],
      "value_label": "2",
      "generic": false
    },
    {
      "key": "has_visibility_option",
      "value": "false",
      "values": [
        "false"
      ],
      "value_label": "false",
      "generic": false
    },
    {
      "key": "store_logo",
      "value": "https://img.leboncoin.fr/api/v1/lbcpb1/images/33/07/62/3307625f-06f7-4e51-aebe-de06deeeae99?rule=bo-thumb",
      "values": [
        "https://img.leboncoin.fr/api/v1/lbcpb1/images/33/07/62/3307625f-06f7-4e51-aebe-de06deeeae99?rule=bo-thumb"
      ],
      "value_label": "https://img.leboncoin.fr/api/v1/lbcpb1/images/33/07/62/3307625f-06f7-4e51-aebe-de06deeeae99?rule=bo-thumb",
      "generic": false
    },
    {
      "key": "store_name",
      "value": "NEXITY",
      "values": [
        "NEXITY"
      ],
      "value_label": "NEXITY",
      "generic": false
    },
    {
      "key": "online_store_id",
      "value": "492888",
      "values": [
        "492888"
      ],
      "value_label": "492888",
      "generic": false
    },
    {
      "key": "price_per_square_meter",
      "value": "4455",
      "values": [
        "4455"
      ],
      "value_label": "4455",
      "generic": false
    },
    {
      "key": "custom_ref",
      "value": "0038__35047",
      "values": [
        "0038__35047"
      ],
      "key_label": "Référence",
      "value_label": "0038__35047",
      "generic": true
    },
    {
      "key": "immo_sell_type",
      "value": "new",
      "values": [
        "new"
      ],
      "value_label": "Neuf",
      "generic": false
    },
    {
      "key": "new_seller_type",
      "value": "realestate_promoter",
      "values": [
        "realestate_promoter"
      ],
      "value_label": "realestate_promoter",
      "generic": false
    },
    {
      "key": "is_import",
      "value": "true",
      "values": [
        "true"
      ],
      "value_label": "true",
      "generic": false
    },
    {
      "key": "lease_type",
      "value": "sell",
      "values": [
        "sell"
      ],
      "value_label": "sell",
      "generic": false
    },
    {
      "key": "old_price",
      "value": "373000",
      "values": [
        "373000"
      ],
      "value_label": "373000",
      "generic": false
    }
  ],
  "location": {
    "country_id": "FR",
    "region_id": "12",
    "region_name": "Ile-de-France",
    "department_id": "78",
    "department_name": "Yvelines",
    "city_label": "Chambourcy 78240",
    "city": "Chambourcy",
    "zipcode": "78240",
    "lat": 48.902613431795174,
    "lng": 2.0323541047307536,
    "source": "city",
    "provider": "here",
    "is_shape": true,
    "feature": {
      "type": "Feature",
      "geometry": {
        "type": "Point",
        "coordinates": [
          2.03844,
          48.90711
        ]
      },
      "properties": null
    }
  },
  "owner": {
    "store_id": "50392092",
    "user_id": "479d9ccd-aa2e-48b2-962d-87a266a2d9e8",
    "type": "pro",
    "name": "NEXITY",
    "siren": "315564781",
    "no_salesmen": true,
    "activity_sector": "2"
  },
  "options": {
    "has_option": true,
    "booster": false,
    "photosup": false,
    "urgent": false,
    "gallery": true,
    "sub_toplist": false,
    "continuous_top_ads": false,
    "highlight": false
  },
  "has_phone": true,
  "similar": null,
  "counters": {
    "favorites": 10
  }
}, // ... Many other product details
]

The scraper generates comprehensive structured data for each processed listing, containing 20+ distinct data fields that provide a complete picture of each marketplace entry:

Core Identification Fields:

• List ID: Unique identifier for the listing, essential for tracking and database management
• First Publication Date: Original posting timestamp, crucial for understanding listing age and market timing
• Index Date: When the listing was last updated or indexed by Leboncoin's system
• Status: Current listing status (active, sold, expired), vital for market availability analysis

Product Information Fields:

• Category ID & Category Name: Numerical and textual category classification, enabling precise market segmentation
• Subject: Listing title/headline, providing quick product identification
• Body: Detailed product description, containing seller-provided specifications and condition details
• Brand: Manufacturer or brand information when available, essential for brand analysis studies

Commercial Data Fields:

• Ad Type: Distinguishes between private sales and professional/business listings
• URL: Direct link to the original listing for verification and reference
• Price & Price (Cents): Dual format pricing data for flexible analysis and currency calculations
• Options: Additional services or features offered by the seller

Visual and Technical Data:

• Images: Array of product photos and their URLs, valuable for visual analysis and quality assessment
• Attributes: Structured product specifications (size, condition, features), enabling detailed filtering and comparison

Geographic and Seller Information:

• Location: Geographic data including city, region, and sometimes postal codes for location-based analysis
• Owner: Seller profile information (anonymized for privacy), distinguishing individual vs. business sellers
• Has Phone: Boolean indicating if seller phone contact is available, relevant for lead generation analysis

Marketplace Metrics:

• Similar Items: Links or data about related listings, useful for competitive analysis
• Counters: View counts, interest metrics, and engagement data that indicate listing popularity

This comprehensive output structure enables diverse analytical applications from pricing trend analysis to geographic market mapping, making it invaluable for business intelligence and market research projects.

Usage Instructions

To effectively utilize the Leboncoin.fr scraper, follow these step-by-step guidelines for optimal results:

Step 1: URL Collection Begin by identifying specific product listing URLs rather than category pages. Navigate to individual listings and copy the complete URLs. Ensure URLs follow the format: https://www.leboncoin.fr/ad/[category]/[listing_id]. Avoid URLs with additional parameters or tracking codes that might interfere with scraping.

Step 2: Configuration Setup Configure the retry mechanism based on your data collection urgency. For time-sensitive projects, set max_retries_per_url to 1-2. For comprehensive data collection where completeness is critical, increase to 3-4. Always enable residential proxies for better success rates and choose a proxy country geographically close to France.

Step 3: Batch Processing Process URLs in batches of 10-50 listings to maintain optimal performance. Large batch sizes may trigger rate limiting, while very small batches are inefficient. Monitor success rates and adjust batch sizes accordingly.

Best Practices:

• Implement delays between scraping sessions to respect website resources
• Verify scraped data quality by spot-checking random samples
• Store data in structured formats (JSON, CSV) for easy analysis
• Maintain backup copies of raw scraped data before processing

Common Error Handling: When encountering failed scraping attempts, first verify URL accessibility manually. Check proxy configuration if multiple URLs fail simultaneously. Network timeouts often resolve with retry attempts, while consistent failures may indicate IP blocking or site changes.

Benefits and Applications

The Leboncoin.fr scraper delivers significant time savings and competitive advantages across multiple business scenarios. Manual data collection from hundreds of listings could require weeks of work, while automated scraping completes the same task in hours or minutes.

Market Research Applications: Real estate professionals can track property pricing trends across different French regions, identify emerging market patterns, and benchmark property values. E-commerce businesses gain insights into competitor pricing strategies, product availability, and market positioning across various categories.

Business Intelligence Value: The comprehensive data output enables advanced analytics including price elasticity analysis, geographic market penetration studies, and seller behavior patterns. Businesses can identify market gaps, optimal pricing strategies, and expansion opportunities in the French marketplace.

Operational Efficiency: Automated data collection eliminates manual research labor, reduces human error, and provides consistent data quality. The structured output integrates seamlessly with business intelligence tools, databases, and analytical software, enabling immediate actionable insights from collected data.

Conclusion

The Leboncoin.fr Product Details Scraper represents a powerful solution for accessing France's largest classified marketplace data efficiently and comprehensively. With its robust feature set, reliable performance, and detailed output format, this tool empowers businesses and researchers to make data-driven decisions in the dynamic French market.

Ready to unlock valuable marketplace insights? Start leveraging the power of automated data collection to gain competitive advantages in the French market today.

Related Actors

• Leboncoin Product Search Scraper: Your comprehensive tool for extracting valuable product information from Leboncoin extensive directory platform.

Your feedback

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