Vestiaire Collective Scraper

Vestiaire Collective Scraper

Scrape Vestiaire Collective luxury listings by brand, keyword, or product, up to a million per run. Every item comes with its price, condition, seller, and full listing details. No login or API key. Export to CSV, JSON, Excel, or XML.

Vestiaire Collective's official API is closed to most buyers, and manual browsing is slow. This reads the public search results directly, filtered by query, price, currency, and sort order, and returns each match in one fixed schema. It is built for resellers, analysts, and anyone who needs luxury resale data at scale.

Who uses it	What they scrape Vestiaire Collective for
Luxury resellers	Monitor competitor pricing and find items to flip
Market researchers	Track which brands and models are trending in resale
Price monitoring tools	Feed daily price snapshots into dashboards
Data analysts	Build datasets of luxury item attributes for modeling

What it does

This Actor collects Vestiaire Collective listings by search query and returns each one as a flat row with price, condition, seller, and listing metadata.

• 🔍 Search by query: any brand, product, or keyword, like 'chanel bag' or 'gucci shoes'.
• 💰 Price and currency filters: choose USD, EUR, GBP, CAD, or AUD, and sort by price or relevance.
• 📊 Flat row output: each listing is one row, ready for CSV, JSON, Excel, or XML.
• ⚡ Scale up to a million listings: set maxItems and let it run.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with Vestiaire Collective data

📈 Price monitoring for luxury resale.

A reseller runs the Actor daily for 'chanel bag' sorted by newest, and compares prices to their own inventory to adjust listings.

🔎 Market research on brand trends.

An analyst scrapes all listings for 'gucci' over a month, then counts models and conditions to see what is moving.

🛒 Sourcing inventory for a boutique.

A boutique owner searches for 'louis vuitton' under a price cap, filters by condition, and contacts sellers for bulk purchases.

📊 Building a luxury pricing dataset.

A data scientist collects thousands of listings across brands and currencies to train a price prediction model.

Why choose this scraper

	What you get
No API key	Uses the public search, no registration or OAuth
Fixed schema	Every listing returns the same fields, no surprises
Bulk export	CSV, JSON, Excel, or XML for any downstream tool
Sort and filter	Relevance, price, newest, or most liked, in five currencies

How it compares

This Actor focuses on fast, bulk search scraping with flexible sorting and currency options, while competitors may offer enriched profiles or cross-platform arbitrage.

Feature	ParseForge	Vestiaire Collective Scraper	Vestiaire Collective Listings Scraper	Hermes Birkin/Kelly & Chanel Classic Cross-Platform Arbitrage
Search by keyword or brand	Yes	Yes	Yes	Not listed
Sort by price, newest, or likes	Yes	Not listed	Not listed	Not listed
Multiple currency support	Yes	Not listed	Not listed	Not listed
Enriched seller profiles	Not listed	Not listed	Yes	Not listed
Cross-platform arbitrage (Rebag, Fashionphile, etc.)	Not listed	Not listed	Not listed	Yes
Up to 1,000,000 listings per run	Yes	Not listed	Not listed	Not listed

Configure the run

Drive the Actor with a search query, then set the maximum number of listings, the sort order, and the currency. Filters run as each listing is read, so only matches reach your dataset. The Input tab lists every parameter.

A first run with the defaults:

{
  "query": "chanel bag",
  "maxItems": 10
}

A larger pull:

{
  "query": "chanel bag",
  "maxItems": 200
}

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

1. Create a free Apify account with $5 in credit.
2. Open the Vestiaire Collective Scraper.
3. Set your inputs and any filters, then click Start.
4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to Vestiaire Collective through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/vestiaire-collective-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results?

Check your query. Try a broader term like 'bag' instead of a very specific model. Also ensure the currency is set correctly, as some items may not be listed in all currencies.

The run stops before reaching maxItems.

Vestiaire Collective may have fewer results than your maxItems, or the search may be rate-limited. Try a different query or reduce maxItems.

Prices are in the wrong currency.

Set the currency field to your desired currency. The Actor requests prices in that currency from the search results.

Some listings are missing fields.

Not all listings have every field, such as condition or seller. The Actor returns what is available on the search page.

The Actor is slow.

Vestiaire Collective may throttle requests. Reduce maxItems or run during off-peak hours.

FAQ

Question	Answer
Do I need a Vestiaire Collective account or API key?	No. The Actor reads the public search results, so no login or key is required.
What data does each listing include?	Each row includes the listing title, price, currency, condition, seller name, and other metadata available on the search page. The exact fields are shown in the sample output.
Can I scrape a specific brand or product?	Yes. Use the query field for any brand, product, or keyword, like 'chanel bag' or 'gucci shoes'.
How many listings can I get in one run?	You can set maxItems up to 1,000,000. The Actor will stop when it reaches that number or when there are no more results.
Can I sort by price or newest?	Yes. Use the sortBy field to choose relevance, price ascending, price descending, newest first, or most liked.
Which currencies are supported?	USD, EUR, GBP, CAD, and AUD. The currency field sets the price currency for all listings.
Is this legal?	You are responsible for complying with Vestiaire Collective's terms of service and applicable laws. The Actor only accesses publicly available data.
Can I schedule this Actor to run daily?	Yes. Use Apify's scheduler to run it at any interval, and store results in a dataset or send them to a webhook.
What output formats are available?	The dataset can be exported to CSV, JSON, Excel, or XML from the Apify console or via API.
Does it handle pagination automatically?	Yes. The Actor follows pagination until maxItems is reached or no more results exist.

🆘 Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

⚠️ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by Vestiaire Collective. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.