Luxury marketplace & e-tail

Moda Operandi Product Data

Runway pre-order, Luxury womenswear, Bags, Jewellery from modaoperandi.com, collected into one Moda Operandi dataset you can query, download, or have delivered.

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source specification

Source: modaoperandi.com
Segment: Luxury marketplace & e-tail
Origin: United States — founded 2010
Categories: Runway pre-order, Luxury womenswear, Bags, Jewellery
Records: 18,921
Formats: CSV · JSONL · API
Refresh: Daily

about the source

What Moda Operandi sells, and how its catalogue behaves

Moda Operandi invented the trunkshow model for online luxury: customers pre-order directly from the runway, months before the collection reaches conventional retail. That makes its catalogue structurally different from every other luxury source — much of it is product that does not exist yet.

why teams track it

What Moda Operandi shows about luxury retail

The trunkshow catalogue is the earliest commercially available view of a designer season, typically months ahead of what any in-season retailer lists. For trend forecasting and competitive assortment planning that lead time is the entire value of the source.

Visit modaoperandi.com

collection method

How we read modaoperandi.com

The Moda Operandi collector uses Moda Operandi's internal GraphQL API, which exposes both the in-season assortment and the trunkshow pre-order catalogue.

What it captures from Moda Operandi

Trunkshow pre-order listings ahead of general retail availability
Runway collection and season attribution
Designer attribution separate from product name
Both pre-order and in-season assortment on one schema

live dataset

18,921 Moda Operandi products on record

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

18,921

Product records

Fields observed

Daily

Re-crawled

10 Oct 2026

Last crawl

Columns in the current Moda Operandi crawl

brandstring
categorystring
colorsarray
createdAtdate
currencystring
descriptionstring
discountedPricenumber · 1% of rows
imagesarray
marketplacestring
materialsarray
namestring
pricenumber
subCategorystring
updatedAtdate

Run inputs

None. The Moda Operandi dataset is filled by a scheduled crawl of modaoperandi.com, not by per-request runs.

Moda Operandi scraper API referenceShopping data overview Use it as training data

related sources

Next to Moda Operandi

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Italist

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FWRD

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LuisaViaRoma

Italy — Florence, retailing since 1930

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Shopbop

United States — founded 1999, Amazon-owned

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Cettire

Australia — founded 2017

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questions

Moda Operandi data, answered

How far ahead does the trunkshow data run?

Trunkshow listings appear shortly after the runway show, typically months before the collection reaches conventional retail. No in-season retailer feed can give you that view, which is why forecasting teams take this source specifically.

Are pre-order and in-season items distinguishable?

Yes. They arrive tagged distinctly, because mixing them would corrupt any availability analysis — a pre-order listing is a statement of intent, not stock on hand.

How many Moda Operandi products are in the dataset?

18,921 product records at the latest count, from a crawl on 10 Oct 2026. The dataset is re-crawled daily.

How do Moda Operandi records differ from a single-brand feed?

Moda Operandi 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 Moda Operandi's mix across designers.

How do I get Moda Operandi data?

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

Try Moda Operandi data first

Download 100 rows from the latest modaoperandi.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.