Luxury marketplace & e-tail

FWRD Product Data

Luxury womenswear, Menswear, Shoes, Bags from fwrd.com, collected into one FWRD dataset you can query, download, or have delivered.

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source specification

Source: fwrd.com
Segment: Luxury marketplace & e-tail
Origin: United States — luxury arm of Revolve Group
Categories: Luxury womenswear, Menswear, Shoes, Bags
Records: 6,965
Formats: CSV · JSONL · API
Refresh: Daily

about the source

What FWRD sells, and how its catalogue behaves

FWRD is Revolve Group's luxury division, carrying established designer houses with the same social-first merchandising instincts that built its sister site. It sits deliberately above Revolve on price while sharing an audience and an operating model.

why teams track it

What FWRD shows about luxury retail

FWRD is the clearest example of a contemporary retailer moving upmarket without changing its playbook, and running it alongside Revolve shows exactly where a single group draws the line between the two tiers. That separation is hard to observe anywhere else.

Visit fwrd.com

collection method

How we read fwrd.com

The FWRD collector uses server-rendered listing fragments, collected per category so the full designer assortment is enumerated.

What it captures from FWRD

Designer attribution across the luxury roster
Price positioning directly comparable to the Revolve feed
Both womenswear and menswear on one schema
Markdown timing across sale windows

live dataset

6,965 FWRD products on record

Product catalogue from FWRD — names, prices, colours, materials and images.

6,965

Product records

Fields observed

Daily

Re-crawled

11 Oct 2026

Last crawl

Columns in the current FWRD crawl

brandstring
categorystring
colorsarray
createdAtdate
currencystring
descriptionstring
imagesarray
marketplacestring
materialsarray
namestring
pricenumber
subCategorystring
updatedAtdate

Run inputs

None. The FWRD dataset is filled by a scheduled crawl of fwrd.com, not by per-request runs.

FWRD scraper API referenceShopping data overview Use it as training data

related sources

Next to FWRD

Shopbop

United States — founded 1999, Amazon-owned

Contemporary womenswear · Denim · Shoes

Revolve

United States — founded 2003 in Los Angeles

Contemporary womenswear · Dresses · Shoes

Moda Operandi

United States — founded 2010

Runway pre-order · Luxury womenswear · Bags

Italist

Italy — direct from Italian boutiques

Luxury womenswear · Menswear · Shoes

Louis Vuitton

France — founded 1854 in Paris

Bags · Leather goods · Womenswear

Ralph Lauren

United States — founded 1967 in New York

Womenswear · Menswear · Home

Browse all 49 fashion sources

questions

FWRD data, answered

Should I take FWRD and Revolve together?

Usually yes. Individually each is a retailer feed; together they show how one operator tiers contemporary against luxury for the same customer. Both deliver on the same schema, so combining them is a configuration choice rather than an integration task.

Is menswear covered?

Yes. FWRD runs a designer menswear assortment alongside womenswear, and both are collected on the same schema with a department field.

How many FWRD products are in the dataset?

6,965 product records at the latest count, from a crawl on 11 Oct 2026. The dataset is re-crawled daily.

How do FWRD records differ from a single-brand feed?

FWRD lists many designers under one storefront, so each record carries the designer as its own field next to the retailer it was collected from. That lets you compare one designer across retailers, or FWRD's mix across designers.

How do I get FWRD data?

Download the latest FWRD crawl from the datasets catalogue as CSV or JSONL, query it through the API under the dataset id "fwrd", or ask us for a scheduled delivery into your own storage.

Try FWRD data first

Download 100 rows from the latest fwrd.com crawl and check them against your own numbers before committing.

Talk to an engineer

Explore collected catalogue fields and discuss your data requirements — how we work.