Data Purl
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    • Coverage400+ retailers across the US, UK, Europe and Asia, history back to 2013
    • Shelf IndicesFree monthly price and discount indices by category and country
    • Brand headlinesQuarterly prices and markdowns for 84 consumer brands
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    • MethodologyHow we collect, classify and map brands to 1,900+ listed companies
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    • ResearchFindings tested against the shelf, and brand studies
    • BlogWhat the online shelf showed this month
    • GlossaryDefinitions of retail and alternative-data measures
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  • Platform
    • Coverage400+ retailers, history back to 2013
    • Shelf IndicesFree monthly price and discount indices
    • Brand headlinesQuarterly prices for 84 consumer brands
    • Custom dataExtracts scoped to your sectors and dates
    • How we build it
      MethodologyHow we collect, classify and map brands
    • ValidationQuality screens and backtests
  • Solutions
  • Pricing
    • Research
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    • Glossary
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Glossary

Retail and eCommerce data metrics, defined

Definitions of the retail and alternative-data metrics used in consumer investment research, including markdown breadth, discount depth, in-stock rate, matched-SKU inflation, mix shift, shrinkflation, online share of shelf and brand-to-ticker mapping, with how each is measured and its common pitfalls.

Active product (active assortment)
A product that is listed on a covered retailer's website in the period, whether or not every size is in stock.
Alternative data (shelf-side)
Non-traditional data used in investment research; shelf-side data measures what is listed, at what price and availability, rather than what was bought.
Assortment count
The number of distinct products a brand or retailer has live for sale at a point in time.
Assortment rationalization
A deliberate reduction in the number of products a brand or retailer offers, often called SKU rationalization.
Brand presence (distribution breadth)
How many covered retailers list a brand's products, and how that retailer count and mix change over time.
Brand-to-ticker mapping
Linking each consumer brand to the company that owns it and to that company's listed security, with ownership changes dated.
Category standardization
Placing every product from every retailer into one shared category tree, so the same kind of product is compared like for like across retailers.
Channel leakage
Products moving from premium retailers to off-price retailers, a signal of excess inventory and brand-positioning risk.
Discount depth
The average percentage reduction from full price across products that are on sale.
DTC vs wholesale mix
How a brand's online assortment and pricing split between its own direct-to-consumer site and its wholesale retail partners.
Full-price availability
The share of a brand's products that are both in stock and selling at full price, a proxy for clean, healthy demand.
Full-price sell-out
A size or variant going out of stock while still at full price, a sign of demand rather than discount-driven clearance.
In-stock rate (availability)
The percentage of a brand's or retailer's listed products that are available to buy.
Markdown (sale or promotion)
A SKU selling below its full price, whether labeled a sale, a promotion or a markdown.
Markdown breadth
The share of each product's in-stock sizes and variants selling below full price, averaged across products so each product counts equally.
Matched-SKU inflation (same-SKU price change)
The price change of identical products observed in both periods, which isolates true price moves from changes in product mix.
Mix shift
The part of an average-price change explained by a change in which products are on sale, rather than by price changes on the same products.
New-product share (new entrants)
The percentage of a brand's live assortment that was first seen within a recent window, such as the last 13 weeks.
Price architecture
How a brand's or category's products are distributed across price tiers, such as value, mid-market, premium and luxury.
Price gap
The percentage difference between the price of one product or brand and a comparable alternative, such as branded versus private label.
Price pass-through
The share of a cost increase, such as a tariff or input-cost rise, that a company passes on to customers through higher prices.
Private label share
The share of a retailer's assortment in a category made up of its own-brand (private label) products.
Promotional intensity
How heavily a brand, retailer or category relies on discounts, combining how often products are promoted and how deep the discounts are.
Share of shelf (online)
A brand's share of the products a retailer lists in a category, measured on the retailer's website.
Shrinkflation
A price increase delivered by reducing pack size while keeping the shelf price the same or similar.
SKU
A single purchasable variant of a product, such as one size and color of a shoe, as a retailer lists it.
Velocity
How quickly products sell. Data Purl does not observe unit sales; it provides shelf signals that indicate velocity, such as full-price sell-out and time to markdown.

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Data Purl

Data Purl is an eCommerce pricing and assortment data provider that follows every brand across the retailers that sell it: SKU-level price, discount, availability and assortment history across 400+ retailers back to 2013, compared like for like, with brands resolved to their owners, public or private, and listed owners mapped to tickers.

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400+
retailers
1,900+
public companies mapped
4,000
product categories
2013
history back to

© 2026 Data Purl. All rights reserved. Data Purl is a trading name of Cleveland Alternative Data Limited, a company registered in the United Kingdom with company number 16234509. Registered office: Basement, 52 Cleveland Square, London W2 6DB. Contact: support@data-purl.com.