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Reformation Catalogue, Size-Level Stock & Occasion Dataset

Reformation sells dresses and womenswear with a sustainability story and a strong occasion business, and this file captures its US catalogue at variant level — 31 columns covering price, stock flag, colour, size, collection and images.

Availability is where the signal is: the sample ran $35 to $428 with no markdowns, while 28 of 50 size rows were already out of stock — including across the weddings collection.

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. A full-price brand where the sold-out size is the demand read.

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.

Occasion collections

Category carries collection values rather than a path — “weddings”, “tops”, “all” — so the bridal and occasion range can be filtered out on its own.

Third-party brands too

Brand named Patagonia on 5 of 50 sampled rows alongside Reformation's own label — the file keeps guest brands identifiable.

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_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 thereformation.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 19 styles Dresses, tops, outerwear
Brands Reformation 45 · Patagonia 5 Own label and a guest brand
Category values “all” 12 · “weddings” 7 · “tops” 5 Collection names, not a path
Price range $35 – $428 Median $218
Markdowns 0 of 50 Full-price trading in this sample
Out of stock 28 of 50 size rows More than half the sizes gone

Only tracking dresses, bridal or a size 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 Reformation records from February 2025 onwards.

Ask about historical data

Need more data points?

We can extend this dataset beyond the standard 31 columns — a complete category path and fabric composition as fields are the most requested additions.

Request custom fields

“They sell out at full price, which tells you more than any discount would. Watching which sizes go first is how we plan our own buys.”

CM
Chloe Martin · Womenswear 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 Reformation 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 Reformation catalogue data

Reformation sells dresses and womenswear built around a sustainability story, with a significant bridal and occasion business. It trades largely at full price, so its data behaves more like a luxury brand's than a fast-fashion one's.

Sold out, not marked down

No sampled row carried a discount while 28 of 50 were out of stock. For a brand that rarely promotes, sold-out sizes are the demand series — and the weddings collection is where it shows first.

Numeric US sizing

Sizes arrive as “000”, “002”, “004”, “006” — the brand's own numeric grid — each its own row with its own stock flag, so the size curve is readable exactly as the customer sees it.

Two things to plan for

Category is populated on only 24 of 50 rows, and one row has no price at all; Colour and Size appear on 37. pagesave_id is an internal archive reference to our stored copy of the page, which we strip on request.

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

Reformation does not publish a category on every product page; 24 of 50 sampled rows carried one — “all”, “weddings”, “tops” — and a single row had no price. Filter on an empty field, or ask for a derived category on a custom feed.
Yes — Category read “weddings” on 7 of 50 sampled rows, so the bridal range can be filtered and tracked on its own.
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 Reformation 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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