Retail media was supposed to simplify performance marketing. For most brands running five different RMN platforms with incompatible reporting, it hasn't.
Over the past four years, retail media networks went from a curiosity to a line item on nearly every major brand's media plan. Amazon set the template, then Walmart, Target, Kroger, Home Depot, and hundreds of smaller retailers followed. By early 2025, there were reportedly over 200 live RMN platforms in the US alone. The result: fragmented measurement, incompatible attribution windows, and a proliferation of closed ecosystems that made apples-to-apples comparison impossible. In 2026, the picture is starting to clarify — but only for brands willing to be selective.
The pitch for any retail media network is seductive: reach shoppers who are already in a purchase mindset, within a retailer's owned environment, with closed-loop measurement. In theory, that's the performance marketer's dream.
In practice, most smaller RMNs fail on three structural counts:
None of this means retail media doesn't work. It means you need to stop treating all networks as equivalent and start applying the same scrutiny you'd apply to any other media channel.
The question isn't whether retail media can drive revenue. It's whether the network you're running on has the infrastructure to prove it did.
A clearer tier structure has emerged by mid-2026. At the top, Amazon Advertising remains the dominant player by volume and measurement sophistication — their DSP plus sponsored products combination covers the full purchase funnel, and their incrementality tooling has matured meaningfully. Walmart Connect has become the strongest challenger: bridging online and in-store data is increasingly valuable for CPG and mass-market brands, and their off-site programmatic reach is growing steadily.
Below that, Roundel (Target) and Criteo-powered networks — including Best Buy, Macy's, and several European grocery chains — have reached sufficient scale to merit testing for mid-to-large advertisers. Several smaller RMNs have consolidated onto shared platforms like Criteo's Commerce Grid, which improves reach aggregation but doesn't fix underlying data quality problems.
The most persistent challenge in retail media is the same one that haunts display and paid search: are you generating demand, or just capturing it at the point of purchase? On-site sponsored placements near checkout are the highest-converting RMN format — and the most susceptible to cannibalizing organic sales you would have captured regardless.
Before committing meaningful budget to any network, brands should insist on:
An RMN that delivers 4x reported ROAS with zero incremental lift isn't making you money — it's charging you for sales you were going to get anyway.
For most e-commerce and DTC brands, the practical move is to narrow down, not expand. The operational overhead of managing five networks rarely justifies the incremental reach — especially when smaller networks are under-delivering on measurement rigor.
A workable framework: treat Amazon and Walmart Connect as your primary investment tier (category and distribution-dependent), run one Criteo-powered partner as a secondary test if your retail footprint aligns, and monitor everything else without committing budget until measurement standards improve.
The brands that come out of this consolidation period ahead will be the ones that stopped chasing impression volume and started demanding proof of incremental revenue. Networks that can't meet that bar will lose budget to those that can — and the sooner your organization internalizes that logic, the less money you'll leave on the table in the meantime.