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Vestiaire Collective Product Scraper: Extract Luxury Fashion Item Details for Resale Market Analysis

Introduction

Vestiaire Collective represents one of the world's leading online marketplaces for pre-owned luxury fashion, connecting buyers and sellers of authenticated designer items across handbags, clothing, shoes, jewelry, and accessories. With millions of listings from top brands like Chanel, Louis Vuitton, Hermès, Gucci, and Prada, the platform serves as a vital marketplace for the circular fashion economy.

For luxury resellers, market analysts, fashion businesses, and pricing strategists, accessing structured data from Vestiaire Collective provides invaluable insights into secondary market trends, pricing dynamics, inventory availability, and consumer demand. However, manually collecting detailed product information across thousands of listings is impractical and time-consuming.

The Vestiaire Collective Product Scraper automates this extraction process, enabling systematic collection of comprehensive product details, pricing information, seller data, and item conditions. Whether you're researching luxury handbag pricing trends, analyzing brand resale values, sourcing inventory opportunities, or conducting competitive market analysis, this scraper provides the data infrastructure needed for informed decision-making in the luxury resale market.

Scraper Overview

The Vestiaire Collective Product Scraper is a specialized data extraction tool designed to collect detailed product information from individual item listings on the Vestiaire Collective platform. This scraper captures comprehensive data including product specifications, pricing details, condition assessments, seller information, and marketplace metadata.

Key advantages include residential proxy support for reliable access, configurable retry mechanisms for handling connection issues, and extraction of over 40 distinct data fields per product. The tool is particularly valuable for luxury resale businesses evaluating inventory acquisition, pricing analysts tracking secondary market values, fashion market researchers studying brand performance, and competitive intelligence teams monitoring marketplace dynamics.

The scraper handles various product categories across women's and men's fashion, from handbags and accessories to clothing and footwear, extracting standardized data regardless of item type or brand.

Input and Output Details

Example url 1: https://us.vestiairecollective.com/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml

Example url 2: https://us.vestiairecollective.com/women-bags/travel-bags/gucci/brown-leather-gucci-travel-bag-61710554.shtml

Example url 3: https://us.vestiairecollective.com/women-bags/travel-bags/gucci/beige-patent-leather-gucci-travel-bag-59540834.shtml

Example Screenshot of product information page:

Input Format

The scraper accepts a straightforward JSON configuration focused on product URL extraction:

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  },
  "urls": [
    "https://us.vestiairecollective.com/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml"
  ],
  "max_retries_per_url": 2
}

The urls parameter: Add URLs of specific product detail pages you want to scrape. Navigate to individual product listings on Vestiaire Collective, copy the URLs, and add them to this array. You can paste URLs individually or use Bulk edit for prepared lists.

The max_retries_per_url parameter: Sets retry attempts for each URL if bot detection occurs or pages fail to load. Default value is 2, balancing thoroughness with efficiency.

The proxy parameter: Essential for avoiding detection when scraping luxury marketplace platforms. Residential proxies with US or target-market country codes provide optimal access and reliability.

Output Format

Example output

[
  {
  "id": "62617435",
  "type": "product",
  "name": "Ophidia leather 48h bag",
  "price": {
    "currency": "USD",
    "cents": 32000,
    "formatted": "$320"
  },
  "is_local": false,
  "description": "Simple yet classy Gucci, made in Italy, very useful travelling bag, perfect for a short trip when you cant be bothered with suitcases. I did own this bag for a few years now and there are obvious marks as shown on photos, So i will drop the price fairly as a loved second hand gucci bag.",
  "like_count": 4,
  "path": "/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml",
  "sold": false,
  "reserved": false,
  "negotiable": true,
  "in_stock": false,
  "measurements": [
    {
      "name": "Width",
      "localized_name": "Width",
      "value": "20"
    },
    {
      "name": "Height",
      "localized_name": "Height",
      "value": "11"
    },
    {
      "name": "Depth",
      "localized_name": "Depth",
      "value": "11"
    }
  ],
  "measurement_formatted": "Width 20 in, Height 11 in, Depth 11 in",
  "unit": "in",
  "receipt": false,
  "available": true,
  "consignment": false,
  "prohibited": false,
  "localized_description": "Simple yet classy Gucci, made in Italy, very useful travelling bag, perfect for a short trip when you cant be bothered with suitcases. I did own this bag for a few years now and there are obvious marks as shown on photos, So i will drop the price fairly as a loved second hand gucci bag.",
  "original_description": "Simple yet classy Gucci, made in Italy, very useful travelling bag, perfect for a short trip when you cant be bothered with suitcases. I did own this bag for a few years now and there are obvious marks as shown on photos, So i will drop the price fairly as a loved second hand gucci bag.",
  "original_description_language": "en",
  "metadata": {
    "title": "Ophidia leather 48h bag Gucci Beige in Leather - 62617435",
    "description": "Buy your ophidia leather 48h bag Gucci on Vestiaire Collective, the luxury consignment store online. Ophidia leather 48h bag Gucci Beige in Leather available for sale on Vestiaire Collective. 62617435",
    "keywords": "Gucci Ophidia Travel bags"
  },
  "pricing_breakdown": {
    "seller_price": {
      "currency": "USD",
      "cents": 24926,
      "formatted": "$249.26"
    },
    "seller_earning": {
      "currency": "USD",
      "cents": 22264,
      "formatted": "$222.64"
    },
    "full_price": {
      "currency": "USD",
      "cents": 32000,
      "formatted": "$320"
    },
    "buyer_fees": {
      "has_cross_border_fees": true,
      "name": "buyer-service",
      "fee_type": "percent",
      "percent": {
        "value": 0.28,
        "formatted": "28%"
      },
      "amount": {
        "currency": "USD",
        "cents": 7074,
        "formatted": "$70.74"
      },
      "includes_authentication_fees": false
    }
  },
  "description_translation_provider": "google",
  "warehouse": {
    "name": "empty",
    "localized_name": "empty"
  },
  "pictures": [
    {
      "alt": "Ophidia leather 48h bag Gucci",
      "path": "62617435-1_3.jpg"
    },
    {
      "alt": "Buy Gucci Ophidia leather 48h bag online",
      "path": "62617435-2_3.jpg"
    },
    {
      "alt": "Luxury Gucci Travel bags Women",
      "path": "62617435-3_3.jpg"
    },
    {
      "alt": "Second hand Bags Women",
      "path": "62617435-4_3.jpg"
    },
    {
      "alt": "Ophidia leather 48h bag Gucci",
      "path": "62617435-5_3.jpg"
    },
    {
      "alt": "Ophidia leather 48h bag Gucci",
      "path": "62617435-6_3.jpg"
    },
    {
      "alt": "Ophidia leather 48h bag Gucci",
      "path": "62617435-7_3.jpg"
    },
    {
      "alt": "Ophidia leather 48h bag Gucci",
      "path": "62617435-8_3.jpg"
    },
    {
      "alt": "Ophidia leather 48h bag Gucci",
      "path": "62617435-9_3.jpg"
    }
  ],
  "brand": {
    "id": "2",
    "type": "brand",
    "name": "Gucci",
    "localized_name": "gucci",
    "url": {
      "original": "/gucci/",
      "path": "/gucci/",
      "url": "/gucci/"
    }
  },
  "material": {
    "id": "3",
    "type": "material",
    "name": "Leather",
    "localized_name": "Leather"
  },
  "color": {
    "id": "2",
    "type": "color",
    "name": "Beige",
    "localized_name": "Beige"
  },
  "condition": {
    "id": "5",
    "type": "condition",
    "description": "Fair condition"
  },
  "universe": {
    "id": "1",
    "type": "universe",
    "name": "Women",
    "localized_name": "Women"
  },
  "category": {
    "id": "527",
    "type": "category",
    "name": "Travel bags",
    "localized_name": "Travel bags",
    "parent": {
      "id": "5",
      "type": "category",
      "name": "Bags",
      "localized_name": "Bags"
    }
  },
  "subcategory": {
    "id": "216",
    "type": "subcategory",
    "name": "48H",
    "localized_name": "48H"
  },
  "model": {
    "id": "8086",
    "type": "model",
    "name": "Ophidia",
    "localized_name": "Ophidia"
  },
  "installment": {
    "icon": "/payment-method/logo/affirm.png",
    "name": "Affirm",
    "icon_placeholder": "{icon}",
    "disclaimer": "",
    "description": "Pay with Affirm on orders over $50. {icon}",
    "mnemonic": "affirm",
    "link": "https://www.affirm.com/apps/prequal/?public_api_key=D2FYAAX8YTGWLYZB&unit_price=100000&page_type=product&locale=en_US"
  },
  "seller": {
    "id": "26937465",
    "type": "user",
    "firstname": "sonowi",
    "username": "sonowimblue26937465",
    "hyperwallet_active": false,
    "already_deposited_a_product": false,
    "mood": "",
    "country": "United Kingdom",
    "country_i_s_o": "GB",
    "civility": {
      "name": "miss",
      "localized_name": "miss",
      "id_gender": 0
    },
    "language": {
      "name": "United Kingdom",
      "localized_name": "United Kingdom",
      "code": "222"
    },
    "has_wallet": false,
    "badges": [],
    "statistics": {
      "products_wished": 0,
      "products_sold": 3,
      "products_listed": 5,
      "products_bought": 0,
      "pass_rate": 0
    },
    "seller_rating": {
      "badge": "Common",
      "goals": {
        "conformity": 0,
        "cx": 0,
        "shipping": 0,
        "volume": 0,
        "tags": {
          "volume": false,
          "conformity": false,
          "shipping": false
        }
      },
      "goals_thresholds": [
        {
          "category": "volume",
          "max_value": 5,
          "thresholds": [
            {
              "label": "Trusted",
              "value": 2
            },
            {
              "label": "Expert",
              "value": 5
            }
          ]
        },
        {
          "category": "conformity",
          "max_value": 1,
          "thresholds": [
            {
              "label": "Trusted",
              "value": 0.8
            },
            {
              "label": "Expert",
              "value": 0.9
            }
          ]
        },
        {
          "category": "shipping",
          "max_value": 1,
          "thresholds": [
            {
              "label": "Trusted",
              "value": 0.8
            },
            {
              "label": "Expert",
              "value": 0.9
            }
          ]
        }
      ],
      "achievements_goals": [
        {
          "category": "volume",
          "achievements": [],
          "tip": "Sell 2 more items"
        },
        {
          "category": "conformity",
          "achievements": [],
          "tip": "Ensure item descriptions conform to reality"
        },
        {
          "category": "shipping",
          "achievements": [],
          "tip": "Ship your sold items within 5 days"
        }
      ]
    },
    "picture": {
      "path": "/profil/26937465-f2a74ee5836b057d81d0151f0951b011.jpg"
    },
    "vacation": {
      "active": false,
      "has_ongoing_or_upcoming_vacation": false
    },
    "segment": "C2C"
  },
  "creation_date": "2026-01-07T01:48:10Z",
  "mesh_links": {
    "top_category": {
      "name": "Women Bags",
      "localized_name": "Women Bags",
      "url": {
        "path": "/women-bags/"
      }
    },
    "category": {
      "name": "Travel bags",
      "localized_name": "Travel bags",
      "url": {
        "path": "/women-bags/travel-bags/"
      }
    },
    "category_brand": {
      "name": "Gucci Travel bags",
      "localized_name": "Gucci Travel bags",
      "url": {
        "path": "/women-bags/travel-bags/gucci/"
      }
    },
    "category_brand_model": {
      "name": "Gucci Ophidia Travel bags",
      "localized_name": "Gucci Ophidia Travel bags",
      "url": {
        "path": "/women-bags/travel-bags/gucci/ophidia/"
      }
    }
  },
  "alternate_versions": [
    {
      "language": "fr",
      "path": "https://fr.vestiairecollective.com/sacs-femme/sacs-de-voyage/gucci/sac-de-voyage-gucci-ophidia-en-cuir-beige-62617435.shtml"
    },
    {
      "language": "x-default",
      "path": "https://www.vestiairecollective.com/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml"
    },
    {
      "language": "us",
      "path": "https://us.vestiairecollective.com/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml"
    },
    {
      "language": "en",
      "path": "https://www.vestiairecollective.com/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml"
    },
    {
      "language": "de",
      "path": "https://de.vestiairecollective.com/damen-taschen/reisetaschen/gucci/beige-leder-ophidia-gucci-reisetaschen-62617435.shtml"
    },
    {
      "language": "es",
      "path": "https://es.vestiairecollective.com/mujer-bolsos/bolsos-de-viaje/gucci/bolsos-de-viaje-ophidia-gucci-de-cuero-beige-62617435.shtml"
    },
    {
      "language": "it",
      "path": "https://it.vestiairecollective.com/donna-borse/borse-da-viaggio/gucci/borsa-da-viaggio-gucci-ophidia-beige-pelle-62617435.shtml"
    },
    {
      "language": "ko",
      "path": "https://kr.vestiairecollective.com/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml"
    },
    {
      "language": "nl",
      "path": "https://nl.vestiairecollective.com/dames-tassen/reistassen/gucci/gucci-ophidia-leer-beige-reistas-62617435.shtml"
    },
    {
      "language": "hk",
      "path": "https://hk.vestiairecollective.com/women-bags/travel-bags/gucci/beige-leather-ophidia-gucci-travel-bag-62617435.shtml"
    },
    {
      "language": "sv",
      "path": "https://sv.vestiairecollective.com/dam-vaskor/resvaskor/gucci/gucci-ophidia-beige-lader-resvaska-62617435.shtml"
    }
  ],
  "should_be_gone": false,
  "indexation": {
    "index": true,
    "follow": true,
    "crawl_pagination": false
  },
  "buyer_fees": [
    {
      "rate_type": "FLAT",
      "value": 1500,
      "description": "",
      "cost": {
        "currency": "USD",
        "cents": 1500,
        "formatted": "$15"
      }
    }
  ],
  "duty_and_tax": {
    "currency": "USD",
    "cents": 0,
    "formatted": "$0"
  },
  "flags": []
}
]

The scraper returns comprehensive product data with each field serving specific analysis purposes:

• ID: Unique product identifier within Vestiaire Collective. Critical for tracking items, database management, and cross-referencing listings over time.

• Type: Product classification type. Enables categorization and filtering by item class.

• Name: Full product name including brand and model. Essential for inventory identification and catalog management.

• Price: Current listing price. Primary data point for pricing analysis, valuation research, and competitive benchmarking.

• Is Local: Boolean indicating local availability. Useful for geographic market analysis and shipping logistics.

• Description: Detailed product description. Provides condition details, authenticity information, and seller notes critical for quality assessment.

• Like Count: Number of users who favorited the item. Indicates demand signals and popularity metrics for trend analysis.

• Path: URL path to the product page. Reference for accessing full listing details and verification.

• Sold: Boolean indicating if item sold. Critical for market velocity analysis and pricing effectiveness studies.

• Reserved: Reservation status. Shows items in active transaction processes.

• Negotiable: Whether price negotiation is available. Indicates seller flexibility and potential for price discovery.

• In Stock: Current availability status. Essential for real-time inventory tracking.

• Measurements: Physical dimensions of the item. Important for authentication verification and detailed product specifications.

• Measurement Formatted: Human-readable measurement format. User-friendly dimension display.

• Unit: Measurement unit system used. Standardizes dimensional data across international listings.

• Receipt: Indicates if original purchase receipt is available. Important authenticity and provenance indicator.

• Available: Current availability flag. Real-time stock status.

• Consignment: Whether item is consignment-based. Indicates seller type and transaction model.

• Prohibited: Any content or sale restrictions. Compliance and legal consideration flags.

• Localized Description: Description translated for local market. Enables cross-market analysis.

• Original Description: Original seller-provided description. Preserves authentic listing information.

• Original Description Language: Source language of description. Important for international market analysis.

• Metadata: Additional structured data about the listing. Contains supplementary technical information.

• Pricing Breakdown: Detailed price components. Shows base price, fees, taxes for comprehensive cost analysis.

• Description Translation Provider: Service used for translation. Quality indicator for multilingual listings.

• Warehouse: Storage location information. Geographic data for logistics analysis.

• Pictures: Array of product image URLs. Visual verification and quality assessment resource.

• Brand: Designer brand name. Core identifier for brand-level market analysis.

• Material: Primary material composition. Critical for authentication and product categorization.

• Color: Item color description. Important specification for inventory matching.

• Condition: Assessed item condition (e.g., "Very Good", "Like New"). Primary quality indicator affecting valuation.

• Universe: Fashion category universe (e.g., Women, Men). Top-level categorization.

• Category: Main product category (e.g., Bags, Shoes). Secondary-level classification.

• Subcategory: Specific product subcategory (e.g., Travel Bags, Crossbody). Granular product type.

• Model: Specific brand model or collection name. Detailed product identification for collector items.

• Installment: Payment plan availability. Indicates pricing accessibility options.

• Seller: Seller account information and ratings. Critical for seller analysis and trust metrics.

• Creation Date: Listing creation timestamp. Important for time-series analysis and market velocity studies.

• Mesh Links: Related product connections. Network analysis for related inventory.

• Alternate Versions: Links to similar items or variants. Comparative pricing opportunities.

• Should Be Gone: Delisting flag. Inventory lifecycle indicator.

• Indexation: Search indexing status. Visibility metrics.

• Buyer Fees: Fees charged to buyers. Total cost analysis component.

• Duty And Tax: International duty and tax information. Cross-border pricing considerations.

• Flags: Various status and feature flags. Additional metadata for filtering and analysis.

Each field enables sophisticated analysis of luxury resale markets, pricing strategies, inventory opportunities, and brand performance in the secondary market.

Usage Guide

Setting Up Product Extraction

Step 1: Identify Target Products

Navigate to Vestiaire Collective and locate the specific product detail pages you want to scrape. This could include:

• Items from specific brands you're researching
• Products in particular condition grades for pricing analysis
• Items within specific price ranges for market segmentation
• Listings from high-rated sellers for quality benchmarking

Copy the full URL from each product detail page.

Step 2: Configure Your Input

Add collected URLs to the urls array in your JSON configuration. For large-scale analysis, prepare URL lists in advance and use Bulk edit for efficient input.

Step 3: Set Proxy Configuration

Configure residential proxies matching your target market:

• Use "US" for scraping US marketplace listings
• Switch to "FR" for European market analysis
• Match proxy country to listing location for optimal access

Step 4: Configure Retry Settings

Set max_retries_per_url based on your needs:

• Use default value of 2 for stable connections
• Increase to 3-4 for critical data collection requiring maximum reliability
• Consider network conditions and urgency

Best Practices

URL Collection Strategy:

• Use Vestiaire Collective's search and filters to identify relevant products
• Save URLs systematically by brand, category, or price range
• Verify URLs are for product detail pages, not search results
• Check that URLs are accessible before adding to batch

Proxy Configuration:

• Always use residential proxies for luxury marketplace scraping
• Match proxy country to target market region
• Monitor for access issues and rotate proxy countries if needed
• Consider time zones when scheduling extraction

Data Validation:

• Verify extracted data matches visible product information
• Check that pricing includes proper currency formatting
• Ensure image URLs are accessible
• Validate seller information completeness

Systematic Collection:

• Organize URLs by brand or category before scraping
• Process in batches of 50-100 URLs for manageable datasets
• Schedule regular extractions for market monitoring
• Track previously scraped items to identify price changes

Common Troubleshooting

Access Issues:

• Switch to different proxy country if encountering blocks
• Reduce extraction speed with smaller batches
• Verify URLs are current and products still listed
• Check for Vestiaire Collective platform maintenance

Incomplete Data:

• Some fields may be empty for certain listings (e.g., not all items have receipts)
• Verify URLs point to active listings, not sold/removed items
• Check proxy configuration if data appears truncated
• Retry failed URLs with increased retry count

Performance Optimization:

• Batch URLs by category for efficient processing
• Use appropriate retry limits to balance speed and reliability
• Monitor extraction progress and adjust batch sizes
• Consider splitting very large jobs into multiple runs

Benefits and Applications

The Vestiaire Collective Product Scraper transforms manual luxury market research into automated data intelligence, reducing weeks of manual work to hours of structured extraction.

Primary Applications:

Pricing Strategy Development: Analyze secondary market prices across brands, conditions, and models to establish competitive pricing for resale inventory. Track price changes over time to understand market dynamics and optimal pricing windows.

Inventory Sourcing: Identify undervalued items by comparing prices across sellers, spot arbitrage opportunities between markets, and discover inventory acquisition targets based on condition and pricing.

Brand Performance Analysis: Track brand presence, pricing, and sell-through rates across categories. Compare brand performance in secondary markets to inform buying decisions and inventory focus.

Market Trend Research: Monitor which items, brands, and styles receive highest engagement (likes), analyze condition preferences and price sensitivity by category, and identify emerging trends in luxury resale demand.

Competitive Intelligence: Track competitor seller pricing strategies, analyze inventory mix and condition offerings, and benchmark seller performance metrics for market positioning.

Authentication Reference: Build databases of authentic item specifications, measurements, and materials for verification purposes. Compare new listings against known authentic examples.

The scraper provides competitive advantages through:

• Access to 40+ data fields per product for comprehensive analysis
• Seller information enabling vendor research and relationship building
• Pricing breakdown data for true cost understanding
• Condition and measurement data critical for authentication
• Historical tracking capability through item IDs and creation dates
• Like counts providing demand signal intelligence

The structured output integrates with pricing tools, inventory management systems, market research platforms, and business intelligence dashboards for immediate actionable insights.

Conclusion

The Vestiaire Collective Product Scraper provides essential data infrastructure for anyone operating in or analyzing the luxury resale market. By automating extraction of detailed product information, pricing data, and marketplace signals, it enables data-driven decision-making for inventory acquisition, pricing strategy, and market positioning.

Whether you're a luxury reseller optimizing inventory, a market analyst tracking secondary market trends, or a fashion business evaluating brand performance, this scraper delivers the comprehensive product data needed to compete effectively in the growing circular fashion economy.

Ready to unlock luxury resale market intelligence? Start extracting Vestiaire Collective product data today and transform your approach to secondary market analysis and luxury inventory management.

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Your feedback

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