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What is retail media?

A complete guide

Retail media turns a retailer's own first-party data into an advertising business in its own right. This guide covers what it is, how it compares to commerce media, and how on-site and off-site formats actually work.

QUICK DEFINITION

Retail media refers to advertising that takes advantage of retailer's own first-party data, appearing either on their website or app (on-site), extended onto media the retailer doesn't own (off-site), or placed directly within their physical retail environment (in-store).

Retailers typically price sponsored products on cost-per-click and display on cost-per-mille; brands justify the spend with ROAS, incrementality, and closed-loop attribution.

On-site inventory (search, category, and product-page placements) is largely built out across major retailers.

The category's growth is now concentrated off-site, where retailers extend the same first-party data into environments they don't own.

What is retail media?

Retail media is a category of digital advertising focused on the first-party consumer data owned by retailers (such as shopping habits and purchase history) rather than third-party cookies.

It covers both the on-site formats built directly into a retailer's own search results and pages, off-site campaigns that carry that same first-party data onto other publishers, CTV, and social, and in-store digital advertising enhancements. What ties the category together is the data source: the retailer, not the platform. Retail Media in Commerce Media Tech is focused on off-site.

The term gets used loosely across the industry, sometimes to mean just sponsored search ads, sometimes to mean a retailer's entire ad business. For clarity, we define retail media as the umbrella term for the category, and a retail media network (RMN) is the specific commercial vehicle a retailer builds to sell it.

How does retail media work?

A retailer collects first-party data (purchase history, on-site search behavior, loyalty activity) as shoppers browse and buy through its own site or app. It packages that data, together with its own ad inventory (search results, product pages, category pages, homepage placements), into a retail media platform.

Brands and agencies then buy that inventory, usually through a self-serve interface and sometimes through a managed service, to reach shoppers using targeting grounded in real transaction data rather than inferred interest.

What is a Retail Media Network (RMN)?

A Retail Media Network is the ad infrastructure a retailer builds (or licenses from a retail media platform provider) to sell its own inventory and data to advertisers.

Amazon's advertising business was the model most other retailers ended up copying; since then, most large retailers across grocery, home improvement, beauty, and electronics have stood up their own retail media network, either operating it in-house or through a specialist retail media technology partner.

Worth keeping distinct: retail media is the category, a retail media network is the specific commercial vehicle. The terms get used interchangeably in casual conversation, but "which RMN to choose" and "what is retail media" are different questions.

Retail media vs commerce media: what's the difference?

Retail media and commerce media get used interchangeably, but retail media is the narrower of the two. It refers specifically to advertising sold against a retailer's own first-party data — an e-commerce site, a marketplace, a grocery chain's app.

Commerce media is the broader category: any advertising built on transaction or intent data from a business that isn't primarily a media company. IAB draw this line by vertical — retail media networks span grocery, beauty, fashion, DIY, and home retail, while commerce media networks extend the same model to travel, mobility, payments, and food delivery.

On-site vs off-site retail media: where is the growth?

On-site retail media covers everything that happens inside a retailer's own environment: sponsored products in search results, sponsored display on category and product pages, and native placements built into the shopping experience itself. It's the model most people picture when they hear "retail media," and it's also the most mature.

Most retailers with meaningful traffic have already built the fundamentals — first-party targeting, self-serve buying tools, sales-linked measurement — which is a big part of why on-site inventory in categories like grocery and marketplaces is increasingly saturated.

Off-site retail media (also called audience extension) is where a retailer takes the same first-party data it built on-site and activates it somewhere else entirely. The retailer isn't selling its own page views anymore; it's selling the targeting precision of its purchase data, wherever the ad actually runs.

That's also where most of the category's growth is now concentrated: on-site formats are close to fully built out across major retailers, but off-site gives a retailer a way to keep growing its media business without needing more of its own inventory to sell.

On-site retail mediaOff-site retail media
StatusMaturingGrowing
Where it runsInside the retailer's own site or app: sponsored search, sponsored display, on-site native placements.On media the retailer doesn't own: publisher display and video, connected TV, social, and digital audio, targeted using the retailer's first-party audience data.
How it scalesLimited by the retailer's own traffic. Growth means more advertisers competing for the same page views.Scales with the retailer's audience data, not its traffic; growth doesn't require more visitors to the retailer's own site.

Who owns the data in retail media?

The retailer does — and that's the whole point. Retail media works because a retailer sees the entire path from ad exposure to purchase inside its own environment: what a shopper searched for, what they clicked, what they actually bought, and whether they came back. That's a fundamentally different data position from the open web, where advertisers rely on third-party cookies, device signals, or modeled audiences that are getting less reliable every year.

A brand buying retail media isn't just buying placements, but the access to a retailer's closed loop of purchase-level data. That's also why retailers, rather than ad tech vendors, hold most of the leverage in how retail digital media gets packaged, priced, and governed.

What are the key retail media formats?

IAB retail media definitions group formats into three environments (on-site, off-site, and in-store), each tied to a different data reach and a different pricing model.

On-site retail media formats

Sponsored Products

Auction-based placements within a retailer's own search results and category pages, priced on cost-per-click. The largest and most established retail media format by volume.

Sponsored Display

Banner and native placements on the retailer's own category and product pages, typically priced on cost-per-click or cost-per-mille.

Display & Video

Homepage and site-wide banner and video placements on the retailer's owned and operated site or app, usually sold on cost-per-mille or fixed tenancy.

Off-site retail media formats

Publisher Display & Video

The retailer's first-party audience activated on third-party publisher inventory.

Connected TV (CTV)

Retailer audience segments extended onto CTV inventory, typically for upper- and mid-funnel reach ahead of a purchase.

Social

Retailer first-party segments matched onto social platforms' own targeting systems, extending reach beyond the retailer's site.

Audio

Retailer audience data activated on streaming audio and podcast inventory, a smaller but growing off-site format.

In-store retail media formats

Digital Screens & DOOH

Shelf-edge displays, endcap screens, and other digital placements positioned across store zones (entrance, aisle, and checkout), tied back to the retailer's first-party data.

Audio & Connected Shopping

In-store audio and connected formats such as smart carts and handheld scanners, blending the physical store with the same targeting used on-site and off-site.

CMT off-site placement categories

Browser Autocomplete

Brand suggestions at the moment of intent formation, before a query is submitted.

MSN / Microsoft Network

Outlook, Bing Search, Bing Shopping, MSN Start, and Edge placements.

Coupon

Cashback and coupon sites like RetailMeNot, where deal-focused shoppers compare brands.

Email

Native ads inside email interfaces like Yahoo! Mail, blended into the inbox experience.

Commerce Content

Ads embedded within relevant articles and editorial on premium publisher sites.

Tiles & Speed Dial

Branded tiles on browser new-tab pages, reaching users before search begins.

Buy Now Pay Later

Placements on BNPL platforms like Klarna and Afterpay, reaching buyers at checkout.

Deals

Curated product deal platforms for consumers actively comparing offers with high purchase intent.

Knowledge Panel

Placements within informational widgets on search results pages, reaching users researching products.

Social

Placements across social platforms, apps, and forums, connecting with audiences in social environments.

How do you measure retail media performance?

Retail media measurement leans on three pillars that a retailer's closed-loop data makes possible in a way open-web advertising generally can't:

Retail media networks: examples and landscape

Retail media networks now span most retail verticals, not just marketplaces. A non-exhaustive look at how the landscape breaks down:

VerticalRetail media networkNote
MarketplaceAmazon retail media networkThe largest and most cited example; the model most other retail media networks were built after.
Home & furnitureWayfair retail media networkWayfair sponsored products run within category and search results on wayfair.com.
ElectronicsBest Buy retail media networkSponsored placements across product and category pages, plus in-store and off-site extension.
Home improvementHome Depot retail mediaCombines on-site sponsored formats with in-store digital placements.
Pharmacy & healthWalgreens retail media networkBuilt on pharmacy and loyalty data alongside standard retail search and display.
BeautySephora retail media networkAn example of a specialty retailer running its own network rather than licensing a marketplace's.

Beyond the biggest and most frequently cited names, most mid-size and regional retailers extend their first-party data off-site rather than building a full on-site network from scratch — working with a specialist off-site retail media partner, like CMT, to activate that data on the open web, CTV, and social.

What's next for retail media?

Three shifts are shaping where retail media goes from here. First, on-site growth is flattening in mature categories, pushing retailers to look at off-site and in-store as the next source of incremental ad revenue. Second, measurement standards are consolidating: incrementality testing and closed-loop attribution are becoming baseline expectations rather than differentiators. Third, the retail media technology layer itself is maturing, as more retailers are choosing to license a retail media platform rather than build one, which is compressing the time it takes a mid-size retailer to launch a credible network.

None of that changes the underlying logic: retail media works because retailers own data that ad tech vendors and open-web publishers don't. Where that data gets activated — on-site, off-site, or in-store — is simply the next variable retailers are still working out.

Published

Gabriela Cendrzak

Content Writer

With 10+ years in content writing, Gabriela brings clarity to the most technical corners of AdTech without losing any of their depth. Her writing at CMT connects the mechanics of the industry to the outcomes that matter for advertisers and publishers.

More by Gabriela Cendrzak

Frequently Asked Questions

Retail media is a category of advertising that utilizes retailer's own first-party shopper data that takes appears on the retailer's owned media (on-site), is extended onto other media the retailer doesn't own (off-site), or appears in-store. It differs from open-web advertising because targeting is based on real purchase and browsing behavior rather than third-party signals.

A retail media network, or RMN, is the ad infrastructure a retailer builds or licenses to sell its own inventory and first-party data to brands and agencies. Amazon's advertising business set the model; most large retailers across grocery, home improvement, beauty, and electronics now operate their own.

Sponsored products are auction-based ad placements that appear within a retailer's own search results and category pages, usually priced on cost-per-click. They're the largest and most established retail media format.

Retail media is the narrower term: advertising built on a retailer's first-party data. Commerce media is the broader category, covering any advertising built on transaction or intent data from a business that isn't primarily a media company, including travel platforms, delivery apps, and telcos alongside retailers.

Off-site retail media, also called audience extension, is when a retailer activates its own first-party audience data on media it doesn't own, such as the open web, connected TV, or social platforms, rather than on its own website or app.

Retail media is typically measured on ROAS, incrementality (whether the ad drove a sale that wouldn't have happened anyway), and closed-loop attribution, since the retailer can tie ad exposure directly to a completed purchase.