Retail Media

    When Not to Build a Retail Media Network: an honest checklist for small and mid-sized retailers

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    Do not build a retail media network if your traffic is thin, suppliers will not fund it, sales are not linked to customers, or no one can run it as a business. Outside Amazon and Walmart, every US network shared 14.5% of 2025 spend (The Desk on WARC, 19 August 2026). Many small retailers should join or rent first.

    Contents

    Key facts

    • Two networks take most US spend. Amazon took 78% of US retail media spending in 2025 and Walmart 7.5%, leaving 14.5% for everyone else, according to Walrus Intelligence data cited by WARC (The Desk, 19 August 2026).
    • Growth is slowing. WARC forecasts global retail media growth of 9.8% in 2027 excluding Amazon, the lowest rate it has recorded (same source).
    • Buyers spread budgets wide but ask for more. In IAB Europe's 2026 survey, 63% of buyers worked with four or more networks. Unified online and offline reporting was the top request at 66% of European buyers, yet only 40% of sellers offered it (PPC Land on IAB Europe, 6 November 2026).
    • Even big networks earn about 1% of sales. Walmart's global advertising business reached nearly $6.4 billion in fiscal 2026 on revenue of $713.2 billion (Walmart, 19 February 2026). Target's ad revenue was $163 million in a quarter with $23.8 billion of net sales (Digiday, 2 June 2025).
    • Alternatives now exist at scale. Instacart's Carrot Ads powers white-label retail media for more than 240 e-commerce partners (Instacart, 6 November 2025), and Amazon offers its ad engine to multi-brand US retailers (Amazon Ads, accessed 9 November 2026).
    Jump to the table

    Definition

    Retail media readiness: the degree to which a retailer's traffic, suppliers, customer data, team, measurement and budget can support an advertising business. A ready retailer can expect that business to earn more than it costs within a planning horizon its board accepts.

    Readiness is not the same as size. A specialist retailer with loyal shoppers and linked data can be ready at modest scale. A large chain with cash-paying store customers and no media team may not be. This page tests readiness. If the answer is "build", the next question, which components to license and which to own, is covered in retail media infrastructure: build vs buy. The category itself is defined on the retail media hub.

    Six reasons not to build a retail media network yet

    1. Your traffic cannot fill ad slots. Onsite revenue grows with searches and page views. Without enough of them, ads sell out on a few terms and go unsold everywhere else.
    2. Your suppliers will not pay for it. If suppliers see ads as a new tax on trade terms, revenue will come from the same budget and the business will not grow.
    3. Your sales are not linked to customers. Without loyalty, account or card data on most transactions, you cannot measure offsite or in-store results.
    4. No one owns it as a business. A network run as a side project inside e-commerce or merchandising tends to stall.
    5. You cannot prove results buyers accept. Buyers now ask for incremental and new-to-brand results, not just return on ad spend.
    6. The platform costs more than the likely revenue. Fees, people and data tools arrive before revenue does.

    Each reason is a test below, with evidence and a way to check your own position.

    Test 1: Is there enough traffic to sell?

    Onsite ad revenue is a product of four numbers: pages with ad slots, slots per page, clicks per slot and price per click. The retailer controls only the number of slots, and adding slots past a point hurts shoppers. WARC cites research that Amazon, Home Depot, Macy's and Walmart each serve more than 20 ads per page on average (The Desk on WARC, 19 August 2026). A smaller retailer cannot match that load without damaging its own site.

    Worked example (illustrative). A regional retailer serves 3 million search and category pages a month. It shows two sponsored slots per page. One in every 70 sponsored slots gets a click, and the average cost per click (CPC) is $0.50.

    5 of 5 rows

    Columns (3)

    Sponsored impressions a month

    3,000,000 pages × 2 slots

    6,000,000

    Clicks a month

    6,000,000 ÷ 70

    about 85,700

    Gross revenue a month

    85,700 × $0.50

    about $42,900

    Gross revenue a year

    $42,900 × 12

    about $514,000

    After 60% sell-through

    $514,000 × 0.6

    about $308,000

    Sponsored impressions a month

    Calculation

    3,000,000 pages × 2 slots

    Result

    6,000,000

    Clicks a month

    Calculation

    6,000,000 ÷ 70

    Result

    about 85,700

    Gross revenue a month

    Calculation

    85,700 × $0.50

    Result

    about $42,900

    Gross revenue a year

    Calculation

    $42,900 × 12

    Result

    about $514,000

    After 60% sell-through

    Calculation

    $514,000 × 0.6

    Result

    about $308,000

    Download JSON

    Table by AdSovereign, CC BY 4.0.

    From that $308,000 the retailer must pay its platform, a sales lead, ad operations and measurement. All inputs above are assumptions for illustration. For scale, Macy's Media Network reported $37 million of revenue in its second quarter of 2026 (Macy's Q2 2026 call, 10 September 2026). Put your own traffic, slots and prices into the retail media economics calculator before anything else.

    How to check. Count monthly search and category page views and the share that return products from at least two competing brands. Pages that show one brand's products cannot run an auction worth the name.

    Test 2: Will your suppliers fund it?

    Retail media money usually comes from the same suppliers that already pay trade terms. That is its strength and its trap. In Australia, IAB research found 56% of buyers keep trade and media budgets apart, and two thirds use retail media only for products the retailer itself sells (PPC Land, 2 October 2026). If a retailer's ads are paid from trade budgets alone, the network often moves money from one line to another instead of adding new money.

    Networks that grow reach the supplier's media or brand team too. Lowe's network already worked with more than 200 brands, including Moen, Stanley Black & Decker and Whirlpool, when it moved operations in-house in January 2023 (Marketing Dive, 12 January 2023). Most smaller retailers have a far shorter list of suppliers with media budgets.

    How to check. List the suppliers that have asked to advertise in the past year without being prompted. Then ask your top ten whether the money would come from trade terms or from media budgets.

    Measurement starts with knowing who bought. Kroger says over 95% of its transactions carry a loyalty card (company claim) (Kroger 10-K, fiscal 2025). Tesco says more than 85% of its sales carry a Clubcard (Grocery Trader, 9 October 2026). Macy's says its credit card and loyalty programme show how over 70% of customers spend (Macy's Q1 2026 call, 3 June 2026).

    A retailer where most store shoppers pay cash and stay anonymous can sell onsite ads, because the click and the purchase happen in one system. It cannot easily sell offsite media or store screens, because those depend on matching people across systems. Offsite matching is explained in offsite retail media explained, and store measurement in in-store retail media.

    How to check. Measure the share of last year's sales, online and in store, tied to a known customer ID. Then check how long it takes for a store sale to reach the system where ad reports are built.

    Test 4: Who will run it as a business?

    A retail media network is a media company inside a retailer. It needs sales, ad operations, data science, privacy and finance. When Kroger moved its self-service platform in-house in 2023, its media team said it had added "nearly 100 net-new roles" across Kroger and 84.51°, its data science unit (Digiday, 28 June 2023). Few mid-sized retailers can fund that.

    Structure moves even at large networks. In October 2026 Albertsons moved its media and marketing teams into its merchandising organisation under its chief marketing officer (Grocery Dive, 9 October 2026). The relationship with merchandising decides how much inventory the network can sell. Kroger's chief executive said closer work between merchandising and media teams expanded its ad inventory, as reported by Osmos citing Digiday (Osmos, 12 October 2026).

    How to check. Name one person who will own the network's profit and loss. If that person also runs e-commerce or category management, the network is a side project.

    Test 5: Can you prove results buyers accept?

    Buyers have raised the bar. In IAB Europe's 2026 survey, demand for return on ad spend fell to 49% of European buyers, from 89% a year earlier. Requests shifted to unified online and offline reporting (66%), new-to-brand measurement (63%) and incrementality (57%) (PPC Land on IAB Europe, 6 November 2026). In the US, the ANA's August 2026 report asked networks for third-party validation, transparent methods and a common 14-day lookback (Digiday, 18 August 2026).

    The larger networks already meet some of this. Walmart's Sponsored Search metrics earned MRC accreditation in October 2025 (Walmart Connect, 16 October 2025). A new network starts without it and competes for the same buyer. The baseline rules are summarised in retail media measurement standards explained.

    How to check. Ask whether you can run a holdout test, report store and online sales together and define metrics the way the IAB/MRC guidelines do. If not, plan that work before selling.

    Test 6: Does the platform cost fit the revenue?

    Few platforms publish prices. Vendors that bundle demand with the ad server, such as Criteo and Epsilon, usually take a share of spend, while API-first vendors sell software, as compared in retail media network platforms compared. Data tools add more. LiveRamp's Clean Room, for example, starts at $20,000 a year for its Standard tier (LiveRamp, accessed 9 November 2026).

    Time is a cost too. Vendors advertise fast starts: Osmos, for example, says its turnkey option can assemble a retail media stack in four weeks (company claim) (Osmos, updated 23 September 2026). Treat such claims as best cases and ask for references from retailers your size.

    People cost more than software in most plans. Add a sales lead, ad operations, a data analyst and legal review before the first campaign runs. The commerce media business case template lays out the cost lines. If the worked example in Test 1 describes your business, a fully owned stack is hard to justify on onsite revenue alone. Disclosed revenue ratios for larger networks are in retail media network revenue benchmarks.

    How to check. Ask two vendors for a written quote that separates platform fees, revenue share, data and measurement. Compare it with the low case from the calculator, not the high case.

    The retail media readiness checklist: score yourself out of 24

    Score each question 0, 1 or 2. The thresholds are our method, built from the six tests above; they are not an industry standard. Answer question 1 with the low case from the retail media economics calculator.

    12 of 12 rows

    Columns (5)

    1

    Does the calculator's low case cover platform and team costs?

    No

    About break-even

    Twice or more

    2

    Do most top search terms return products from several brands?

    Few

    Some categories

    Most categories

    3

    Have suppliers asked to advertise without prompting?

    None

    A few

    Many

    4

    Will suppliers fund ads from media budgets, not only trade terms?

    No

    Some will

    Most top suppliers

    5

    What share of sales is tied to a known customer ID?

    Under a third

    A third to two thirds

    Over two thirds

    6

    Do store and online sales reach one system within two days?

    No

    Weekly

    Yes

    7

    Is there a named owner with profit and loss for media?

    No

    Part-time

    Full-time

    8

    Does merchandising agree ad placements and share stock data?

    No

    Informally

    In a written process

    9

    Can you run holdout or matched-store tests?

    No

    With a vendor

    In-house

    10

    Can you report to IAB/MRC metric definitions with third-party verification?

    No

    Partly

    Yes

    11

    Do platform contracts give exit and data-return terms?

    Not reviewed

    Partly

    Yes, in writing

    12

    Is the legal basis for using shopper data in ads documented?

    No

    In progress

    Yes, reviewed

    1

    Question

    Does the calculator's low case cover platform and team costs?

    0 points

    No

    1 point

    About break-even

    2 points

    Twice or more

    2

    Question

    Do most top search terms return products from several brands?

    0 points

    Few

    1 point

    Some categories

    2 points

    Most categories

    3

    Question

    Have suppliers asked to advertise without prompting?

    0 points

    None

    1 point

    A few

    2 points

    Many

    4

    Question

    Will suppliers fund ads from media budgets, not only trade terms?

    0 points

    No

    1 point

    Some will

    2 points

    Most top suppliers

    5

    Question

    What share of sales is tied to a known customer ID?

    0 points

    Under a third

    1 point

    A third to two thirds

    2 points

    Over two thirds

    6

    Question

    Do store and online sales reach one system within two days?

    0 points

    No

    1 point

    Weekly

    2 points

    Yes

    7

    Question

    Is there a named owner with profit and loss for media?

    0 points

    No

    1 point

    Part-time

    2 points

    Full-time

    8

    Question

    Does merchandising agree ad placements and share stock data?

    0 points

    No

    1 point

    Informally

    2 points

    In a written process

    9

    Question

    Can you run holdout or matched-store tests?

    0 points

    No

    1 point

    With a vendor

    2 points

    In-house

    10

    Question

    Can you report to IAB/MRC metric definitions with third-party verification?

    0 points

    No

    1 point

    Partly

    2 points

    Yes

    11

    Question

    Do platform contracts give exit and data-return terms?

    0 points

    Not reviewed

    1 point

    Partly

    2 points

    Yes, in writing

    12

    Question

    Is the legal basis for using shopper data in ads documented?

    0 points

    No

    1 point

    In progress

    2 points

    Yes, reviewed

    Download JSON

    Table by AdSovereign, CC BY 4.0.

    0 to 9 points: do not build now. Fix customer ID capture and supplier conversations first. If you want revenue this year, join a shared network or a white-label partner from the table of alternatives.

    10 to 16 points: rent or join, and start small. Sell sponsored products on a licensed platform, keep contracts short, and build measurement before adding offsite or store media.

    17 to 24 points: build or run a hybrid. You have the traffic, data and team to own more of the stack. Use the build vs buy guide to decide which layers to license.

    Alternatives to building a retail media network

    5 of 5 rows

    Columns (4)

    Join a shared network

    Your inventory and a share of revenue

    Brand control, pricing and the buyer relationship

    Coopérative U sells its digital inventory through Unlimitail from January 2027 (Unlimitail, Oct 2026)

    White-label from a marketplace operator

    Your storefront and shopper relationship

    Platform choice; your vendor may sell to rivals

    Carrot Ads serves 240+ e-commerce partners with demand from 7,500+ CPG advertisers, including Hy-Vee and Sprouts (Instacart, 6 Nov 2025)

    Rent a large network's engine

    Your inventory; access to that network's advertisers

    Auction logic and much of the data flow

    Asda adopts Amazon Retail Ad Service (Amazon Ads, 23 Jun 2026); Best Buy moves to Amazon technology in February 2027 (Best Buy, 23 Sep 2026)

    Hand store screens to a managed partner

    Store space and a revenue share

    Screen scheduling and in-store data

    Grocery TV says it works with more than 120 retailers (company claim) (IAB and Grocery TV, 1 Oct 2026)

    Sell sponsored products only, then expand

    Full control of one format

    Offsite and in-store revenue, for now

    Tesco Media's Ad Manager launched with Sponsored Products on Kevel infrastructure, with display and video to follow (Grocery Trader, 9 Oct 2026)

    Join a shared network

    What you keep

    Your inventory and a share of revenue

    What you give up

    Brand control, pricing and the buyer relationship

    Dated example

    Coopérative U sells its digital inventory through Unlimitail from January 2027 (Unlimitail, Oct 2026)

    White-label from a marketplace operator

    What you keep

    Your storefront and shopper relationship

    What you give up

    Platform choice; your vendor may sell to rivals

    Dated example

    Carrot Ads serves 240+ e-commerce partners with demand from 7,500+ CPG advertisers, including Hy-Vee and Sprouts (Instacart, 6 Nov 2025)

    Rent a large network's engine

    What you keep

    Your inventory; access to that network's advertisers

    What you give up

    Auction logic and much of the data flow

    Dated example

    Asda adopts Amazon Retail Ad Service (Amazon Ads, 23 Jun 2026); Best Buy moves to Amazon technology in February 2027 (Best Buy, 23 Sep 2026)

    Hand store screens to a managed partner

    What you keep

    Store space and a revenue share

    What you give up

    Screen scheduling and in-store data

    Dated example

    Grocery TV says it works with more than 120 retailers (company claim) (IAB and Grocery TV, 1 Oct 2026)

    Sell sponsored products only, then expand

    What you keep

    Full control of one format

    What you give up

    Offsite and in-store revenue, for now

    Dated example

    Tesco Media's Ad Manager launched with Sponsored Products on Kevel infrastructure, with display and video to follow (Grocery Trader, 9 Oct 2026)

    Download JSON

    Table by AdSovereign, CC BY 4.0.

    A sixth path suits retailers with good data but little traffic: sell audiences offsite only. Google lets brands use commerce audiences from partners including Best Buy Ads, Costco, Shipt and Planet Fitness inside Display & Video 360 (PPC Land, 24 March 2026). That route needs linked customer data and a clean room, but no onsite ad slots.

    Every alternative carries vendor risk. Instacart, which runs Carrot Ads, has agreed to be bought by DoorDash, and Best Buy will rent Amazon's engine. Read change-of-control and data-return terms before you sign. The deals behind these shifts are tracked in retail media consolidation, and the white-label option is profiled in Instacart Carrot Ads.

    Five mistakes retailers make when they launch too early

    1. Selling offsite before the data is linked. Offsite audiences and reports depend on matching shoppers across systems. Without customer IDs on most sales, the reports will be thin and buyers will notice.
    2. Promising return on ad spend. Buyers are moving past it. Pitching a ratio that 49% of European buyers still ask for, when 57% want incrementality, answers last year's question (PPC Land on IAB Europe, 6 November 2026).
    3. Taking money only from trade budgets. Revenue that moves from trade terms into "media" is not new revenue. Track how much of each supplier's spend is new.
    4. Piloting screens in a sliver of the chain. Grocery TV's chief executive told Modern Retail that pilots in 5% or 10% of a chain are hard for brands to plan around. He advised scaling a few zones across all stores instead (Modern Retail, 6 January 2026).
    5. Adding formats faster than measurement. Each new surface needs its own proof. Launch the next format only when the last one has a tested method.

    Signs you are ready to build

    Some retailers do outgrow rented tools. Lowe's took its network in-house in January 2023 after it had grown to more than 200 brands and a customer base of over 100 million, keeping Criteo for sponsored search (Marketing Dive, 12 January 2023). Kroger built its own self-service platform in 2023, saying it wanted "deeper customizations" than a third-party platform allowed (AdExchanger, 28 June 2023).

    Both had what the checklist looks for: many suppliers asking to advertise, linked customer data and a team with a profit target. Both also started on vendor platforms and moved in-house later. That sequence is a useful default for anyone below them in scale.

    A phased path if you go ahead

    1. Fix the data first. Raise the share of sales tied to a customer ID and get store sales into one system daily.
    2. Launch one format. Start with sponsored products on your own site, sold self-serve to suppliers that asked.
    3. Prove one result. Run a holdout test with two or three suppliers and publish the method to them.
    4. Add offsite through partners. Offer audiences in the buyer's DSP or a platform partnership before building your own buying tool.
    5. Revisit the build decision yearly. Re-score the checklist. Move a layer in-house only when its fees exceed what it would cost to run.

    FAQ

    Should a small retailer build a retail media network?
    Usually not as a first step. Every US network outside Amazon and Walmart shared 14.5% of 2025 spend (The Desk on WARC, 19 August 2026). A small retailer with linked customer data can still earn ad revenue by joining a shared network, renting a white-label platform or selling sponsored products only.
    How much traffic does a retail media network need?
    There is no published threshold. Revenue depends on pages with ads, slots per page, click rates and prices, so run your own numbers in the retail media economics calculator. In our illustrative example, 3 million monthly search and category pages produce about $308,000 a year before costs.
    How do you build a retail media network?
    Fix customer data, launch sponsored products on a licensed platform, prove results with holdout tests, then add offsite and store media through partners. Move layers in-house only when scale justifies it, as Lowe's and Kroger did in 2023 (AdExchanger, 28 June 2023). The component choices are in the build vs buy guide.
    What does it cost to run a retail media network?
    Platform prices are rarely public, so most costs are n/d until you get quotes. Expect platform fees or a revenue share, people for sales and ad operations, and data tools; LiveRamp's Clean Room, for example, starts at $20,000 a year (LiveRamp, accessed 9 November 2026). People usually cost more than software.
    What can a retailer do instead of building a retail media network?
    Join a shared network such as Unlimitail, rent a white-label platform such as Instacart's Carrot Ads or Amazon Retail Ad Service, hand store screens to a managed partner, or sell audiences offsite only. Each trades some control for faster revenue (Instacart, 6 November 2025).

    How this works on owned infrastructure

    This checklist often ends in "rent or join", and for many retailers that is the right call. The question changes at 17 points or more, or when a retailer outgrows its vendor's fees: then the choice is between renting a platform and operating one. AdSovereign licenses DSP, SSP, exchange and DMP software that a retailer runs on its own infrastructure, with the retailer paying for the software rather than a share of every ad dollar. That changes the cost line in Test 6 from a percentage of revenue to a fixed operating cost. The TCO page sets out how to compare the two, and the pilot page describes a limited first deployment.

    Sources

    1. The Desk, "WARC: Retail media ad market to top $200 billion as growth slows" (19 August 2026). https://thedesk.net/2026/08/warc-retail-media-ad-market-to-top-200-billion-as-growth-slows/
    2. PPC Land, "Retail media buyers asking for ROAS drop to 49% from 89%, IAB Europe finds" (6 November 2026). https://ppc.land/retail-media-buyers-asking-for-roas-drop-to-49-from-89-iab-europe-finds/
    3. Walmart, Q4 and fiscal 2026 earnings release (19 February 2026). https://stock.walmart.com/sec-filings/all-sec-filings/content/0000104169-26-000032/earningsreleasefy26q4.htm
    4. Digiday, "Ad revenue grows at Target as Roundel stays insulated from broader retailer struggles" (2 June 2025). https://digiday.com/marketing/ad-revenue-grows-at-target-as-roundel-stays-insulated-from-broader-retailer-struggles/
    5. Instacart, "Instacart Receives Expanded MRC Accreditation for Carrot Ads, Bringing Verified Ad Metrics to More Than 240 Ecommerce Sites" (6 November 2025). https://www.instacart.com/company/pressreleases/instacart-receives-mrc-accreditation-for-carrot-ads
    6. Amazon Ads, "Amazon Retail Ad Service" (beta; accessed 9 November 2026). https://advertising.amazon.com/retail-ad-service
    7. Macy's, Inc., Q2 2026 earnings call (10 September 2026), transcript by The Motley Fool. https://www.fool.com/earnings/call-transcripts/2026/09/10/macys-m-q2-2026-earnings-call-transcript/
    8. PPC Land, "43% of retail media buyers say they underuse in-store media, IAB finds" (2 October 2026). https://ppc.land/43-of-retail-media-buyers-say-they-underuse-in-store-media-iab-finds/
    9. Marketing Dive, "Lowe's in-houses retail media network operations" (12 January 2023). https://www.marketingdive.com/news/lowes-in-houses-retail-media-network-operations/640267/
    10. The Kroger Co., Form 10-K for fiscal 2025 (filed 31 March 2026). https://www.sec.gov/Archives/edgar/data/56873/000110465926037723/kr-20260131x10k.htm
    More sources (16)
    1. Grocery Trader, "Tesco Media unveils new ad platform, shoppable formats and smarter in-store media" (9 October 2026). https://grocerytrader.co.uk/tesco-media-unveils-new-ad-platform-shoppable-formats-and-smarter-in-store-media/
    2. Macy's, Inc., Q1 2026 earnings call (3 June 2026), transcript by The Motley Fool. https://www.fool.com/earnings/call-transcripts/2026/06/04/macys-m-q1-2026-earnings-call-transcript/
    3. Digiday, "Kroger is taking its self-service ad platform in-house" (28 June 2023). https://digiday.com/marketing/kroger-is-taking-its-self-service-ad-platform-in-house/
    4. Grocery Dive, "Albertsons continues consolidating internal departments" (9 October 2026). https://www.grocerydive.com/news/albertsons-media-collective-consolidating-departments-merchandising-media-operations/832605/
    5. Osmos, "Retail media business case: margin, not revenue (2026)" (12 October 2026). https://www.osmos.ai/blog/retail-media-business-case-margin-not-revenue-2026
    6. Digiday, "ANA updates efforts to standardize retail media network measurement" (18 August 2026). https://digiday.com/marketing/ana-updates-efforts-to-standardize-retail-media-network-measurement/
    7. Walmart Connect, "Walmart Connect's Sponsored Search Earns MRC Accreditation" (16 October 2025). https://www.walmartconnect.com/resources/articles/2025/walmart-connects-sponsored-search-earns-mrc-accreditation
    8. LiveRamp, "Pricing" (accessed 9 November 2026). https://liveramp.com/pricing
    9. Unlimitail, "Coopérative U chooses Unlimitail, France's leading omnichannel retail media player" (October 2026). https://www.unlimitail.com/news/cooperative-u-chooses-unlimitail-frances-leading-omnichannel-retail-media-player
    10. Amazon Ads, Asda and Amazon Ads retail media and ad tech partnership (23 June 2026). https://advertising.amazon.com/library/news/asda-amazon-ad-tech-partnership
    11. Best Buy, "Best Buy and Amazon expand Fire TV partnership, opening Fire TV ad inventory to Best Buy Ads" (23 September 2026). https://corporate.bestbuy.com/2026/amazon-fire-tv-partnership/
    12. IAB and Grocery TV, "In-store media is evolving beyond shopper marketing, IAB and Grocery TV research finds", PR Newswire (1 October 2026). https://www.prnewswire.com/news-releases/in-store-media-is-evolving-beyond-shopper-marketing-iab-and-grocery-tv-research-finds-302894868.html
    13. PPC Land, "Kroger joins Google's Commerce Media Suite to unlock SKU-level sales data on YouTube" (24 March 2026). https://ppc.land/kroger-joins-googles-commerce-media-suite-to-unlock-sku-level-sales-data-on-youtube/
    14. AdExchanger, "Kroger Is Bringing Its Retail Media Ad Tech In-House" (28 June 2023). https://www.adexchanger.com/retail-media/kroger-is-bringing-its-retail-media-ad-tech-in-house/
    15. Modern Retail, "Retailers like Kroger, CVS plan many more screens for in-store ads in 2026" (6 January 2026). https://www.modernretail.co/marketing/retailers-like-kroger-cvs-plan-many-more-screens-for-in-store-ads-in-2026/
    16. Osmos, "Build vs Buy Retail Media Ad Tech Stack: Decision Framework and Vendor Comparison (2026)" (4 June 2026, updated 23 September 2026). https://osmos.ai/blog/build-vs-buy-retail-media-ad-tech-stack-2026