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rag & bone Catalogue, Denim Fits & Markdown Dataset

rag & bone built its name on denim, and this file captures its US catalogue at variant level — 31 columns covering list price, final price, discount, stock flag, colour, size and a category path that names the denim fit.

Full price and sale sit side by side: the sample ran $5 to $588 with 22 of 50 rows discounted, the deepest at 50% off, and 13 of 50 sizes gone.

This data is available for download immediately after purchase

The file already exists, because this pipeline runs once a month whether you buy it or not. Most vendors start collecting after you order — which is why they quote a lead time. Here the most recent file is in your account within minutes of payment, with an API key issued at the same time.

$499.00per month
All prices are in USD · GST or VAT added on the invoice
Every style, size and colour by size and colour
31 fields, all listed below
This dataset was last updated on 02-Oct-2026
Delivered monthly · cancel any time
Excel and CSV included · JSON and Parquet on request
Please download the sample first and check the fields against what you need. Data files are not refundable once delivered.
VISA · MASTERCARD · AMEX · UPI · NET BANKING

What you get, in plain terms

Four things. Contemporary fashion where the fit name is part of the product.

One row per size and colour

The file is at variant level, not product level: every size and colourway of a style is its own row with its own SKU and stock flag, so you can see exactly which sizes are still buyable.

List price and final price side by side

Price is the list price, Final Price what a shopper pays and Discount the saving in dollars, so markdown depth is a subtraction, not a guess.

Denim fits named in the path

“Men / Denim / Fit 2 - Slim” and the sale paths put the fit and the channel on every row, so fits can be compared and clearance separated.

However you want it

Direct download, REST API, Amazon S3, Google Cloud, Snowflake or SFTP. The API key comes with the dataset.

Fields included in this dataset

All 31 columns, in the exact order they appear in the file — taken straight from the sample, not from a brochure. The free sample ships with a data dictionary giving an example value for each one.

S.No.WebsitePIDName Short DescriptionDescriptionCategoryImage URL PricePrice CurrencySale PriceFinal Price DiscountIsOnSaleIsInStockKeywords BrandManufacturerMPNUPC or EAN SKUColourGenderSize Varint_PriceAlternate Image URLsLink URLNum Ratings Average Ratingshash_idpagesave hash id

Sample rows from the real file

Real rows from the sample file, not an illustration. The supplied sample has 50 variant rows with all 31 columns.

Sample is free, no signup and no card. Check the fields before you buy — files are not refundable once delivered.

Coverage

Captured monthly across rag-bone.com. One row is one size-colour variant, identified by its SKU, with the style in PID.

Metric In the supplied sample What it tells you
Variant rows 50 across 16 styles Tees, denim, shirts
Discounted rows 22 of 50 Deepest 50% off
Sale section “Sale / Women / T-Shirts” and more Clearance identified in the path
Price range $5 – $588 Median $228
Out of stock 13 of 50 size rows One in four sizes gone
Colours 20 distinct Across 16 styles

Only tracking denim, a fit or the sale range? Send the list and we will price a narrower file.

Historical data

The last 30 days come with the dataset. Beyond that we hold rag & bone records from February 2025 onwards.

Ask about historical data

Need more data points?

We can extend this dataset beyond the standard 31 columns — fit and wash split into their own fields is the most requested change, along with a populated sale flag.

Request custom fields

“Fit names are how denim is actually shopped. Having them on the row, with the markdown, told us which fits they are clearing.”

ER
Evan Ross · Denim BuyerUS contemporary retailer · downloaded the sample, bought the same month

What people use this dataset for

Retail and brand pricing teams

Benchmark list prices, markdown depth and timing against a competitor's live catalogue.

Merchandising and planning

See assortment width, size depth and what is already out of stock, category by category.

Marketplace and resale sellers

Track which styles, colours and sizes disappear first to shape your own buys.

Data and AI teams

Train product matching, attribute extraction and pricing models on clean, structured catalogue data.

No procurement cycle. Card payment, invoice on the spot. Most buyers are querying data the same afternoon.
Maintenance is ours. When rag & bone changes its layout, the file you receive does not change shape.
Analysis-ready. Loads straight into Excel, Power BI, Tableau, BigQuery or a pandas notebook.
Cancel whenever. The feed runs to the end of the period you paid for, then stops. No notice, no fee.

About rag & bone catalogue data

rag & bone is a New York contemporary label known for denim and tailored basics, selling through its own site at full price alongside a permanent sale section. Both appear in this file, distinguished by the category path.

Fits are named, not implied

Denim category paths read “Men / Denim / Fit 2 - Slim”, so the brand's own fit naming travels with the product. For a denim buyer, that is the level at which ranges are actually compared.

Sale and full price together

Twenty-two of 50 sampled rows were discounted, the deepest by 50%, and the sale rows carry “Sale /” at the start of their path. Tracking both lets you see what gets cleared and what holds price.

Two things to plan for

IsOnSale, Gender, Keywords, Manufacturer and UPC or EAN came through empty, so detect markdowns by comparing Price with Final Price. Sizes mix numeric (1, 2, 3) and letter (XS–XL) conventions across categories.

Is collecting this data legal?

Collecting publicly visible product and price information is generally lawful in most jurisdictions. Actowiz collects only public pages, respects robots.txt and platform terms, holds no personal data, and aligns with GDPR and CCPA. We are ISO 9001 and ISO 27001 certified, and this dataset carries documented provenance so your legal team can review the source before you buy.

Frequently asked questions

The category path starts with “Sale /” on those rows, and Price differs from Final Price — 22 of 50 sampled rows were discounted.
Yes, in the category path — “Men / Denim / Fit 2 - Slim”. We can split fit and wash into their own columns on a custom feed.
Once a month. Each file is a fresh capture of the catalogue, which suits assortment, range and benchmarking work. If you need markdowns as they happen, weekly and daily versions of this feed are available.
Immediately. The pipeline runs on its schedule whether you buy it or not, so the current file is in your account within minutes, with an API key. Most vendors start collecting after you order, which is why they quote a lead time.
Yes. Real rows with every field and a data dictionary, no signup and no card. Checking the fields against your own requirement takes five minutes and prevents almost every problem we see.
Excel and CSV are included, UTF-8 encoded. JSON and Parquet are available on request at no extra cost — JSON suits the nested fields best.
Yes, and the key comes with the dataset at no extra charge. It is unmetered for the data you have bought, with a fair-use rate limit documented in the API reference.
Yes. Send the categories, brands or a list of products you track and we will price a narrower file, which costs considerably less than the full catalogue.
Data files are not refundable once delivered, which is why the sample matters. One exception: if a delivered file does not match the field list on this page, that is our error and we fix it or refund that month.
Any time from your account. The feed keeps running until the end of the period you have paid for, then stops. No notice period and no cancellation fee.
We email you 30 days before any field is added, renamed or removed, and we never remove one inside a period you have already paid for.
The last 30 days are included. Beyond that we hold rag & bone records from February 2025 onwards. Ask and we will confirm exactly what exists for the categories you care about.
Internal use across your whole organisation with unlimited seats. Redistributing the data, reselling it, or embedding it in a product you sell needs a separate licence — tell us what you have in mind.
Of course, though nothing on this page requires it. If you would rather have a call before buying, use the contact form and ask for the datasets team.
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