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Leboncoin.fr Product Search Scraper - Advanced Marketplace Data Extraction Tool

Introduction

Leboncoin.fr stands as France's premier classified ads platform, serving as the go-to marketplace for millions of French users seeking everything from cars and real estate to holiday rentals and everyday items. With over 28 million monthly unique visitors, leboncoin is France's #1 private sales site and #2 most popular ecommerce platform. For businesses, researchers, and data analysts, accessing this vast repository of marketplace data manually is time-consuming and impractical.

The Leboncoin.fr scraper addresses this challenge by providing automated, efficient data extraction from one of France's most valuable commercial data sources. Whether you're conducting market research, monitoring competitor pricing, or analyzing consumer trends, this scraper transforms hours of manual browsing into minutes of automated data collection. With more than 60 million ads across 70+ categories ranging from real estate to consumer goods, Leboncoin represents an unprecedented dataset for understanding the French marketplace economy.

Comprehensive Scraper Overview

The Leboncoin.fr Product Search Scraper is a sophisticated data extraction tool designed specifically for navigating the complex structure of France's largest classified ads platform. Unlike generic scraping solutions, this tool understands the unique categorization system, pricing formats, and multilingual content that characterizes the French marketplace.

This scraper excels in handling diverse product categories including automotive listings, real estate properties, holiday rentals, electronics, fashion, and professional services. The tool's intelligent parsing capabilities ensure accurate extraction of French-specific data formats, including European pricing conventions, postal codes, and regional location data.

The target audience includes market researchers analyzing French consumer behavior, e-commerce businesses monitoring competitive pricing, real estate professionals tracking property trends, automotive dealers studying car market dynamics, and data scientists requiring structured French marketplace data for analysis. The scraper's robust architecture makes it equally valuable for small businesses conducting local market research and large enterprises requiring comprehensive marketplace intelligence.

Input and Output Details

Example url 1: https://www.leboncoin.fr/carte/locations_saisonnieres?holidays_real_estate_type=chalet

Example url 2: https://www.leboncoin.fr/c/voitures/u_car_brand:AUDI

Example url 3: https://www.leboncoin.fr/c/ventes_immobilieres/real_estate_type:2

Example Screenshot of product list by query page:

Input Format

The scraper accepts a JSON configuration that defines the scraping parameters and target URLs. Here's the detailed input structure:

{
  "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": [ // Links to product list by query pages.
    "https://www.leboncoin.fr/carte/locations_saisonnieres?holidays_real_estate_type=chalet",
    "https://www.leboncoin.fr/c/voitures/u_car_brand:AUDI",
    "https://www.leboncoin.fr/c/ventes_immobilieres/real_estate_type:2"
  ]
}

Input Parameters Explained:

• max_retries_per_url: Defines the maximum number of retry attempts for each URL if initial access fails
• proxy configuration: Essential for avoiding bot detection, with residential proxies recommended for reliable access
• max_items_per_url: Controls the number of product listings extracted per search page
• urls: Array of Leboncoin.fr search result URLs

Output Format

You get the output from the Leboncoin.fr 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
  {
  "list_id": 3035519982,
  "first_publication_date": "2025-08-05 22:34:00",
  "index_date": "2025-08-14 11:31:34",
  "status": "active",
  "category_id": "9",
  "category_name": "Ventes immobilières",
  "subject": "Appartement 2 pièces 50 m²",
  "body": "",
  "brand": "leboncoin",
  "ad_type": "offer",
  "url": "https://www.leboncoin.fr/ad/ventes_immobilieres/3035519982",
  "price": [
    399000
  ],
  "price_cents": 39900000,
  "images": {
    "thumb_url": "https://img.leboncoin.fr/api/v1/lbcpb1/images/9e/91/2d/9e912d7647db8d36a8e3815b03647574de67dd70.jpg?rule=ad-thumb",
    "small_url": "https://img.leboncoin.fr/api/v1/lbcpb1/images/9e/91/2d/9e912d7647db8d36a8e3815b03647574de67dd70.jpg?rule=ad-small",
    "nb_images": 17,
    "urls": [
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/9e/91/2d/9e912d7647db8d36a8e3815b03647574de67dd70.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/e8/f4/23/e8f423e158a22a65db21e57407eee4a544e260cf.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/f1/4a/27/f14a27e3f497113f8ed5163f86db00ee88159663.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/d3/47/19/d34719a41d455895e3d22d916f82cded739913a5.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/81/1d/a4/811da48bfd2a5bab46c0409b8ddfb6ed4b419f7b.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/48/55/b0/4855b08cd5733bfa3435e171446cdee28c30bef9.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/39/5c/02/395c0203147e3267ad996f424e1e97f31554714a.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/4e/8f/f3/4e8ff3e4bcbfa0abd09959432743ef3b0bc1ed7d.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/81/23/f5/8123f56071911525b069912973cace091f8f2ecd.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/84/e8/6f/84e86fdf89e7d8832da6e119743a3b11a64062d5.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/60/4a/d5/604ad59f66638f38cf7b66d40dd3f8adbbd779b0.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/2c/aa/f0/2caaf024f7dbc6f5a6d8ef263d615b2cebc7618b.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/1c/e5/b0/1ce5b0979c4f3360a71b04b7ba621c0f28753e4b.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/0b/a3/68/0ba368fb3776f892b75c331c0d997b0e8d0ea007.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/ef/64/41/ef64410b150c0b24f2326d9ff402d6fd69c35e5b.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/80/fc/6d/80fc6d35bdb6e2f9ceba5b35c77308a80aaecf34.jpg?rule=ad-image",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/e3/05/52/e30552272191b93f6e7814e2ee53691299efd1ed.jpg?rule=ad-image"
    ],
    "urls_thumb": [
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/9e/91/2d/9e912d7647db8d36a8e3815b03647574de67dd70.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/e8/f4/23/e8f423e158a22a65db21e57407eee4a544e260cf.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/f1/4a/27/f14a27e3f497113f8ed5163f86db00ee88159663.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/d3/47/19/d34719a41d455895e3d22d916f82cded739913a5.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/81/1d/a4/811da48bfd2a5bab46c0409b8ddfb6ed4b419f7b.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/48/55/b0/4855b08cd5733bfa3435e171446cdee28c30bef9.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/39/5c/02/395c0203147e3267ad996f424e1e97f31554714a.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/4e/8f/f3/4e8ff3e4bcbfa0abd09959432743ef3b0bc1ed7d.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/81/23/f5/8123f56071911525b069912973cace091f8f2ecd.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/84/e8/6f/84e86fdf89e7d8832da6e119743a3b11a64062d5.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/60/4a/d5/604ad59f66638f38cf7b66d40dd3f8adbbd779b0.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/2c/aa/f0/2caaf024f7dbc6f5a6d8ef263d615b2cebc7618b.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/1c/e5/b0/1ce5b0979c4f3360a71b04b7ba621c0f28753e4b.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/0b/a3/68/0ba368fb3776f892b75c331c0d997b0e8d0ea007.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/ef/64/41/ef64410b150c0b24f2326d9ff402d6fd69c35e5b.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/80/fc/6d/80fc6d35bdb6e2f9ceba5b35c77308a80aaecf34.jpg?rule=ad-thumb",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/e3/05/52/e30552272191b93f6e7814e2ee53691299efd1ed.jpg?rule=ad-thumb"
    ],
    "urls_large": [
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/9e/91/2d/9e912d7647db8d36a8e3815b03647574de67dd70.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/e8/f4/23/e8f423e158a22a65db21e57407eee4a544e260cf.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/f1/4a/27/f14a27e3f497113f8ed5163f86db00ee88159663.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/d3/47/19/d34719a41d455895e3d22d916f82cded739913a5.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/81/1d/a4/811da48bfd2a5bab46c0409b8ddfb6ed4b419f7b.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/48/55/b0/4855b08cd5733bfa3435e171446cdee28c30bef9.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/39/5c/02/395c0203147e3267ad996f424e1e97f31554714a.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/4e/8f/f3/4e8ff3e4bcbfa0abd09959432743ef3b0bc1ed7d.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/81/23/f5/8123f56071911525b069912973cace091f8f2ecd.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/84/e8/6f/84e86fdf89e7d8832da6e119743a3b11a64062d5.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/60/4a/d5/604ad59f66638f38cf7b66d40dd3f8adbbd779b0.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/2c/aa/f0/2caaf024f7dbc6f5a6d8ef263d615b2cebc7618b.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/1c/e5/b0/1ce5b0979c4f3360a71b04b7ba621c0f28753e4b.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/0b/a3/68/0ba368fb3776f892b75c331c0d997b0e8d0ea007.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/ef/64/41/ef64410b150c0b24f2326d9ff402d6fd69c35e5b.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/80/fc/6d/80fc6d35bdb6e2f9ceba5b35c77308a80aaecf34.jpg?rule=ad-large",
      "https://img.leboncoin.fr/api/v1/lbcpb1/images/e3/05/52/e30552272191b93f6e7814e2ee53691299efd1ed.jpg?rule=ad-large"
    ]
  },
  "attributes": [
    {
      "key": "activity_sector",
      "value": "2",
      "values": [
        "2"
      ],
      "value_label": "2",
      "generic": false
    },
    {
      "key": "external_ad_id",
      "value": "ubiflow_ACCPI00004222665_483069869",
      "values": [
        "ubiflow_ACCPI00004222665_483069869"
      ],
      "value_label": "ubiflow_ACCPI00004222665_483069869",
      "generic": false
    },
    {
      "key": "real_estate_type",
      "value": "2",
      "values": [
        "2"
      ],
      "key_label": "Type de bien",
      "value_label": "Appartement",
      "generic": true
    },
    {
      "key": "square",
      "value": "50",
      "values": [
        "50"
      ],
      "key_label": "Surface habitable",
      "value_label": "50 m²",
      "value_label_reader": "50 Mètres carrés",
      "generic": true
    },
    {
      "key": "rooms",
      "value": "2",
      "values": [
        "2"
      ],
      "key_label": "Nombre de pièces",
      "value_label": "2",
      "generic": true
    },
    {
      "key": "bedrooms",
      "value": "1",
      "values": [
        "1"
      ],
      "key_label": "Nombre de chambres",
      "value_label": "1 ch.",
      "generic": true
    },
    {
      "key": "nb_bathrooms",
      "value": "1",
      "values": [
        "1"
      ],
      "key_label": "Nombre de salles de bain",
      "value_label": "1",
      "generic": true
    },
    {
      "key": "energy_rate",
      "value": "c",
      "values": [
        "c"
      ],
      "key_label": "Classe énergie",
      "value_label": "C",
      "generic": true
    },
    {
      "key": "ges",
      "value": "a",
      "values": [
        "a"
      ],
      "key_label": "GES",
      "value_label": "A",
      "generic": true
    },
    {
      "key": "specificities",
      "value": "",
      "values": [
        "with_garage_or_parking_spot",
        "equipped_kitchen",
        "intercom",
        "caretaker"
      ],
      "key_label": "Caractéristiques",
      "value_label": "Avec garage ou place de parking, Cuisine équipée, Interphone, Gardien",
      "value_label_reader": ", , , ",
      "values_label": [
        "Avec garage ou place de parking",
        "Cuisine équipée",
        "Interphone",
        "Gardien"
      ],
      "values_label_reader": [
        "",
        "",
        "",
        ""
      ],
      "generic": true
    },
    {
      "key": "heating_type",
      "value": "individual",
      "values": [
        "individual"
      ],
      "key_label": "Type de chauffage",
      "value_label": "Individuel",
      "generic": true
    },
    {
      "key": "heating_mode",
      "value": "electric",
      "values": [
        "electric"
      ],
      "key_label": "Mode de chauffage",
      "value_label": "Electrique",
      "generic": true
    },
    {
      "key": "floor_number",
      "value": "3",
      "values": [
        "3"
      ],
      "key_label": "Étage de votre bien",
      "value_label": "3",
      "generic": true
    },
    {
      "key": "nb_floors_building",
      "value": "8",
      "values": [
        "8"
      ],
      "key_label": "Nombre d’étages dans l’immeuble",
      "value_label": "8",
      "generic": true
    },
    {
      "key": "floor_property",
      "value": "",
      "values": [
        "upper_floor"
      ],
      "key_label": "Étage de l'appartement",
      "values_label": [
        "Étage élevé"
      ],
      "generic": false
    },
    {
      "key": "elevator",
      "value": "1",
      "values": [
        "1"
      ],
      "key_label": "Ascenseur",
      "value_label": "Oui",
      "generic": true
    },
    {
      "key": "orientation",
      "value": "west",
      "values": [
        "west"
      ],
      "key_label": "Exposition",
      "value_label": "Ouest",
      "generic": true
    },
    {
      "key": "outside_access",
      "value": "",
      "values": [
        "balcony"
      ],
      "key_label": "Extérieur",
      "value_label": "Balcon",
      "values_label": [
        "Balcon"
      ],
      "generic": true
    },
    {
      "key": "nb_parkings",
      "value": "1",
      "values": [
        "1"
      ],
      "key_label": "Places de parking",
      "value_label": "1",
      "generic": true
    },
    {
      "key": "building_year",
      "value": "1998",
      "values": [
        "1998"
      ],
      "key_label": "Année de construction",
      "value_label": "1998",
      "generic": true
    },
    {
      "key": "global_condition",
      "value": "2",
      "values": [
        "2"
      ],
      "key_label": "État du bien",
      "value_label": "Bon état",
      "generic": true
    },
    {
      "key": "fees_at_the_expanse_of",
      "value": "buyer",
      "values": [
        "buyer"
      ],
      "key_label": "Charges honoraires",
      "value_label": "Acquéreur",
      "generic": false
    },
    {
      "key": "negotiating_fees_percentage",
      "value": "4.18",
      "values": [
        "4.18"
      ],
      "key_label": "Frais d'agence",
      "value_label": "4.18 %",
      "value_label_reader": "4.18 Pourcent",
      "generic": false
    },
    {
      "key": "annual_charges",
      "value": "2708",
      "values": [
        "2708"
      ],
      "key_label": "Charges annuelles de copropriété",
      "value_label": "2708 €",
      "value_label_reader": "2708 Euro",
      "generic": false
    },
    {
      "key": "fai_included",
      "value": "1",
      "values": [
        "1"
      ],
      "key_label": "Honoraires inclus",
      "value_label": "Oui",
      "generic": false
    },
    {
      "key": "pro_rates_link",
      "value": "https://media.immo-facile.com/segments/immo/catalog/images/manufacturers_bareme/127005.pdf",
      "values": [
        "https://media.immo-facile.com/segments/immo/catalog/images/manufacturers_bareme/127005.pdf"
      ],
      "value_label": "https://media.immo-facile.com/segments/immo/catalog/images/manufacturers_bareme/127005.pdf",
      "generic": false
    },
    {
      "key": "district_id",
      "value": "100340",
      "values": [
        "100340"
      ],
      "value_label": "100340",
      "generic": false
    },
    {
      "key": "district_visibility",
      "value": "true",
      "values": [
        "true"
      ],
      "value_label": "true",
      "generic": false
    },
    {
      "key": "district_type_id",
      "value": "1",
      "values": [
        "1"
      ],
      "value_label": "1",
      "generic": false
    },
    {
      "key": "district_resolution_type",
      "value": "integration",
      "values": [
        "integration"
      ],
      "value_label": "integration",
      "generic": false
    },
    {
      "key": "mandate_type",
      "value": "simple",
      "values": [
        "simple"
      ],
      "value_label": "simple",
      "generic": false
    },
    {
      "key": "price_per_square_meter",
      "value": "7980",
      "values": [
        "7980"
      ],
      "value_label": "7980",
      "generic": false
    },
    {
      "key": "estimated_notary_fees",
      "value": "31920",
      "values": [
        "31920"
      ],
      "key_label": "Frais de notaire estimés",
      "value_label": "31920 €",
      "value_label_reader": "31920 Euro",
      "generic": false
    },
    {
      "key": "estimated_total_property_price",
      "value": "430920",
      "values": [
        "430920"
      ],
      "key_label": "Montant estimé du projet",
      "value_label": "430920 €",
      "value_label_reader": "430920 Euro",
      "generic": false
    },
    {
      "key": "price_except_fees",
      "value": "383000",
      "values": [
        "383000"
      ],
      "key_label": "Prix hors honoraires",
      "value_label": "383000 €",
      "value_label_reader": "383000 Euro",
      "generic": false
    },
    {
      "key": "fees_price",
      "value": "16000",
      "values": [
        "16000"
      ],
      "key_label": "Montant des honoraires",
      "value_label": "16000 €",
      "value_label_reader": "16000 Euro",
      "generic": false
    },
    {
      "key": "custom_ref",
      "value": "7068",
      "values": [
        "7068"
      ],
      "key_label": "Référence",
      "value_label": "7068",
      "generic": true
    },
    {
      "key": "immo_sell_type",
      "value": "old",
      "values": [
        "old"
      ],
      "value_label": "old",
      "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
    }
  ],
  "location": {
    "country_id": "FR",
    "region_id": "12",
    "region_name": "Ile-de-France",
    "department_id": "92",
    "department_name": "Hauts-de-Seine",
    "city_label": "Courbevoie 92400 Gambetta - La Défense",
    "city": "Courbevoie",
    "zipcode": "92400",
    "district": "Gambetta - La Défense",
    "lat": 48.88980755074642,
    "lng": 2.2523950931928725,
    "source": "city",
    "provider": "here",
    "is_shape": true,
    "feature": {
      "type": "Feature",
      "geometry": {
        "type": "Point",
        "coordinates": [
          2.25648,
          48.89617
        ]
      },
      "properties": null
    }
  },
  "owner": {
    "store_id": "82181948",
    "user_id": "f9b6e85d-fe45-42d0-a82c-aca359139c1f",
    "type": "pro",
    "name": "Courbevoie Marceau Vixit",
    "siren": "397458340",
    "pro_rates_link": "https://media.immo-facile.com/segments/immo/catalog/images/manufacturers_bareme/127005.pdf",
    "no_salesmen": false,
    "activity_sector": "2"
  },
  "options": {
    "has_option": false,
    "booster": false,
    "photosup": false,
    "urgent": false,
    "gallery": false,
    "sub_toplist": false,
    "continuous_top_ads": false,
    "highlight": false
  },
  "has_phone": true,
  "is_boosted": null,
  "similar": null,
  "counters": {},
  "from_url": "https://www.leboncoin.fr/c/ventes_immobilieres/real_estate_type:2/p-2"
}, // ... Many other product details
]

The scraper returns meticulously structured data with 22 distinct fields, each serving specific analytical purposes:

Identification and Timing Fields:

• List ID: Unique identifier enabling data tracking and preventing duplicates in databases
• First Publication Date: Original listing timestamp crucial for analyzing market entry timing and seasonal trends
• Index Date: Data collection timestamp enabling temporal analysis and data freshening strategies
• Status: Current listing status (active, sold, expired) essential for availability tracking

Categorization and Content:

• Category ID & Category Name: Numerical and textual category classification enabling systematic market segmentation
• Subject: Listing title providing primary product description and keyword analysis potential
• Body: Detailed product description containing seller-provided specifications and selling points
• Brand: Manufacturer or brand identification crucial for brand analysis and competitive intelligence

Commercial Data:

• Ad Type: Distinguishes private vs. professional sellers, essential for market composition analysis
• Price & Price (Cents): Dual pricing format supporting both human-readable and computational analysis
• URL: Direct listing link enabling verification and follow-up investigation

Visual and Technical Attributes:

• Images: Visual content URLs supporting image analysis and product verification
• Attributes: Structured metadata including technical specifications, dimensions, and product characteristics
• Options: Premium listing features indicating seller investment and listing prioritization

Geographic and Seller Information:

• Location: Precise geographic data enabling spatial analysis and local market studies
• Owner: Seller information supporting reputation analysis and seller segmentation
• Has Phone: Contact availability indicating seller engagement level

Performance Metrics:

• Is Boosted: Paid promotion status indicating listing investment and competitive positioning
• Similar Items: Related product suggestions providing market context and cross-reference opportunities
• Counters: View and interaction statistics enabling popularity and engagement analysis

Step-by-Step Usage Guide

Step 1: Configuration Setup Begin by configuring your target URLs based on specific research objectives. For market analysis, include category-specific URLs covering your industry focus. For competitive intelligence, target brand or location-specific searches. Ensure proxy settings align with your scraping volume and frequency requirements.

Step 2: Parameter Optimization Set max_items_per_url based on your data volume needs and processing capacity. For initial market exploration, 20-50 items per URL provides substantial insights without overwhelming downstream analysis. Adjust max_retries_per_url based on network reliability and time sensitivity requirements.

Step 3: Execution and Monitoring Launch the scraper during off-peak hours to minimize detection risks and ensure optimal performance. Monitor extraction progress and adjust parameters if encountering consistent failures or rate limiting.

Step 4: Data Validation and Processing Validate extracted data for completeness and accuracy, paying special attention to price formatting, location data, and image URL accessibility. Implement data cleaning procedures to handle French-specific formatting and ensure consistency across records.

Best Practices:

• Rotate proxy locations regularly for large-scale operations
• Implement respectful delays between requests to maintain site accessibility
• Store extracted data in structured formats enabling efficient analysis and querying
• Regularly update URL patterns to accommodate site changes and new product categories

Business Benefits and Practical Applications

The Leboncoin.fr scraper delivers significant time savings, reducing manual data collection from hours to minutes while providing comprehensive market coverage impossible through manual browsing. This efficiency enables real-time market monitoring, competitive pricing analysis, and trend identification crucial for business decision-making.

Market Intelligence Applications: Real estate professionals can track property price trends across French regions, identify emerging market opportunities, and analyze seasonal variations in holiday rental demand. Automotive businesses can monitor used car pricing, track inventory levels, and identify popular vehicle features driving market demand.

Business Value Creation: E-commerce businesses gain competitive advantage through dynamic pricing strategies based on real-time market data, while investors and analysts access comprehensive datasets supporting market valuation and trend analysis. The structured output enables integration with business intelligence systems, supporting automated reporting and strategic planning processes.

Operational Efficiency: Automated data collection eliminates manual research time, reduces human error, and provides consistent data quality supporting reliable analysis and decision-making across organizations of all sizes.

Conclusion

The Leboncoin.fr Product Search Scraper provides essential marketplace intelligence from France's leading classified platform, delivering comprehensive data extraction capabilities that transform business research and analysis. With its sophisticated handling of French marketplace nuances and robust technical architecture, this tool enables organizations to access, analyze, and act upon one of Europe's most valuable commercial datasets.

Ready to unlock French marketplace insights? Start extracting comprehensive Leboncoin data today and transform your market intelligence capabilities with automated, reliable data collection from France's premier classified platform.

Related Actors

• Leboncoin Product Details 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 Search Scraper or simply found a bug, please create an issue on the Actor's Issues tab in Apify Console.