Vestiaire Collective Scraper for Pre-Owned Luxury Listings

One Vestiaire Collective reference number opens on the French, US and UK sites in euros, dollars and pounds. Our Vestiaire Collective scraper records each price.

Plans from €169/month · Free project assessment · Reply within 1 business day

Vestiaire Collective Scraper
Solutions

Scraping Vestiaire Collective as a Managed Service

You tell us which country sites, designers, categories and condition grades matter; we build the crawlers, run them on your schedule and repair them when Vestiaire Collective changes its pages. The catalogue sits behind bot protection, so pacing, proxy rotation, CAPTCHA handling and page rendering are part of the service rather than something you arrange.

To scrape Vestiaire Collective in full, the crawl is cut into slices: a catalogue header stops counting at 999+ items, so we split by designer, sub-category, size, condition, Shipped From country and price band, then merge the slices on the Reference number. Every row keeps the country site it was read on. You receive CSV, Excel or JSON with field documentation, by e-mail, in Google Drive or in an Amazon S3 bucket. Plans start from EUR 169 a month, or EUR 199 for a one-time extract.

Vestiaire Collective Data We Extract From Each Listing

A listing page on Vestiaire Collective ends with a details table - Online since, Categories, Category, Sub-category, Designer, Model where the item has one, Condition, Material, Colour, Size, Location, Reference - and that table is the backbone of each row. The Reference is the number that closes the .shtml address, and it survives translation: the French site rewrites the address in French words but keeps the number.

  • Identity - Reference, product URL, country site, the breadcrumb from designer to sub-category, item name and photo count.
  • Item - designer, model (Happy Spirit on a Chopard necklace), the Categories value (Women, Men or Children), category and sub-category, material, colour, and the seller's description with any measurements the seller gives.
  • Size - the size as printed, with its system kept in its own column: 38 FR, 38 IT, 27 US, 41 EU (tour de cou / collar) or M International, so a French 38 and an Italian 38 never share a bucket.
  • Condition - one of five grades: Never worn, with tag; Never worn; Very good condition; Good condition; Fair condition.
  • Price - the current price in the site's currency and, after a reduction, the previous price crossed out beside it and whether the Make an offer button is open.
  • Logistics and checks - Location (a country plus "from the seller", or a Vestiaire Collective location), Express Delivery with next-day shipping, estimated delivery in working days, and whether Authentication & Quality Control is included or already completed.
  • Tags and interest - We Love and Vintage tags, the Concierge Service note, the likes counter and the line saying whether an individual or a professional seller offers the item at a price the seller suggested.
  • Seller statistics - Trusted Seller, Expert Seller or Fashion Activist badge, the Professional label, Usually ships in, items sold, shipped and cancelled.

Seller names, @handles and profile photos are personal data, so they stay out by default, while the statistics that describe how a seller performs stay in. A seller marked Professional is a registered business and can be named in the row.

Vestiaire Collective Data We Extract From Each Listing
Vestiaire Collective Listings Beyond the Product Page

Vestiaire Collective Listings Beyond the Product Page

The product page is one view; the coverage plan decides what the dataset is worth.

  • Country sites - the footer lists www.vestiairecollective.com as the United Kingdom site, in English with pounds, next to fr., de., es., it., nl., sv., kr., hk. and us. versions in their own languages. The same Reference opens on each of them, priced in that site's currency, and the US page adds that duties are calculated at checkout. We store the figure each site shows instead of converting one of them.
  • Catalogue and search - New In, the A-Z Designers index with a page per brand, Women, Men, Bags, Watches & Jewellery, Children, Vintage, We Love and Express Delivery, each filterable by Designers, Condition, Sizes, Colour, Materials, Shipped From and Price, with Direct Shipping, Seller Badges, Editor's Pick and Reduced Prices under All filters. Cards repeat designer, item name, size, price, reduced price and the country the item ships from.
  • Price history - repeated runs keyed on the Reference turn the current and crossed-out prices into a dated price history and show which items enter the 48h Price Drops section.
  • Age and exits - Online since dates every listing, and a Reference that stops appearing marks an item that sold or was withdrawn.

How Vestiaire Collective Is Organised

Vestiaire Collective was co-founded in Paris in 2009 and sells pre-owned luxury and designer fashion. Listings come from individual members and from registered professional sellers, and each one describes a single item with its own condition grade. What sets the platform apart for a buyer of data is how much of the transaction it touches. An order placed with Authenticated Shipping passes through Vestiaire Collective's own teams, who check authenticity, the match with the description and the stated condition before it travels on; with Direct Shipping the parcel goes straight from seller to buyer. Express Delivery items already sit in a Vestiaire Collective location, ship the next day and arrive with the check done.

Curation shows on the page too. Selected pieces carry a We Love tag, older ones a Vintage tag, and the words "via our Concierge Service" under a seller show that the item came in through the Concierge Service, Vestiaire Collective's consignment offer for sellers. Fast fashion brands are no longer accepted, so they do not turn up in the designer field, and official Brand Partners such as Chloé and Burberry work with the platform directly. Sellers earn a Trusted Seller or Expert Seller badge from six months of sales volume, conformity to description and shipping speed, and businesses trade through the Professional Seller Service.

Get a Quote
dev_w
25

Developers

customers
500+

Customers worldwide

pages
1 500 000 000+

Pages extracted

stime
15000+

Hours saved for our clients

Plans

Vestiaire Collective Scraping Plans and Pricing

Airplane

€199 / one-time

setup fee - included

Data limits100,000
Frequencyone-time
Run timeup to 5 days
Data storing7 days

Helicopter

€169 / mo

setup fee €499

Data limits250,000
Frequencymonthly
Run timeup to 5 days
Data storing14 days

Glasses

€229 / mo

setup fee €499

Data limits1,000,000
Frequencyweekly
Run timeup to 5 days
Data storing30 days

DNA

€549 / mo

setup fee €799

Data limits3,000,000
Frequency3 times daily
Run timesame day
Data storing90 days

Delivery: CSV, JSON or XLSX files, our API or a JSON feed. MCP server on request.

Full plan details →

Why Scrape Vestiaire Collective

Vestiaire Collective pairs every resale price with evidence about the item: condition grade, material, size system and authentication route sit on the same row as the amount, so comparisons hold up.

  • Residual value of luxury goods - median asking price by designer, model and condition grade shows how a Chanel bag or a Hermès silk scarf holds value, and how far it falls between Never worn and Good condition.
  • Cross-border pricing - one Reference priced on the French, German, Italian, Spanish, US and UK sites shows where an item is cheapest for a buyer in each market.
  • Discount behaviour - crossed-out prices, entries into 48h Price Drops and the gap between first and current price show which designers need cuts to move and which sell at the asking price.
  • Brand monitoring - brands follow how their own pieces are graded, priced and described once they reach resale, model by model and country by country.
  • Sourcing - resellers filter by Shipped From country and Express Delivery to see where supply of a designer concentrates and what can ship at once.

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About ScrapeIt

ScrapeIt is a managed web scraping service: we build, run and maintain the crawlers, and you receive the dataset with field documentation. Luxury resale brings its own puzzles - five condition grades, size systems from several countries, one item priced differently on each country site - and we solve them once in the schema rather than in your spreadsheet. Every project starts with a free assessment, a sample can come first, and runs are one-off or on the schedule you choose. Personal data is handled under GDPR, and we do not build profiles of individual sellers.

FAQ

Do you offer a Vestiaire Collective API for resale listings?

Yes. The ScrapeIt Vestiaire Collective API returns the Reference, designer, condition grade, size with its system, current and crossed-out price and the country site as JSON from an endpoint we host, refreshed on the schedule you set. The same rows can also arrive as CSV or XLSX files, through a JSON feed or loaded into your database.

Is it legal to scrape Vestiaire Collective?

Yes. Listing pages show designer, condition, size, price, location and seller statistics to anyone who opens them, without an account. We collect only publicly available data - everything a visitor can see on Vestiaire Collective - and we collect it legally. Seller names and handles are left out by default under GDPR.

Can you track Vestiaire Collective price drops over time?

Yes. On Vestiaire Collective a price drop is final - the seller cannot raise the price again without relisting - and a reduced listing shows its previous price crossed out next to the new one, while the 48h Price Drops section gathers cuts that last 48 hours. A daily run keyed on the Reference records each change with its date, so you see the whole path from first to latest asking price.

Can I buy a Vestiaire Collective dataset for one country site only?

Yes. The French, German, Spanish, Italian, Dutch, Swedish and US sites and the English site in pounds can be crawled separately or together. A single-site dataset carries that site's currency, language and prices; a multi-site one adds a country site column, so one Reference can be compared across markets.

Which seller details do you include from Vestiaire Collective?

The performance signals the listing shows: the Trusted Seller or Expert Seller badge, Usually ships in, items sold, shipped and cancelled, plus the country the item ships from. Names, @handles and profile photos of private sellers stay out by default, while sellers marked Professional are registered businesses and can be named.

How does it Work?

Step 1 - Make a Request

You share your needs, expectations, and desired timeframe. We’ll suggest the best solution based on your request and budget.

Step 2 - Configuring Custom Web Crawlers

Our specialists configure the crawlers and extract a sample dataset for your review before proceeding with the full-scale extraction.

Step 3 - Collect and Deliver

Once you approve the sample, we launch the project and start full data collection. We gather, filter, and structure the data for easy use, delivering it on time in your preferred format.

Step 4 - Maintain and Support

Our team manages ongoing processes, monitors website changes, and supports all data extraction cycles. We can also help integrate data into your systems or create dashboards to simplify analysis.

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Vestiaire Collective data from €169/month. Free project assessment, reply within 1 business day.

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