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Best Retail Media Networks for Brands and Advertisers

更新于 2026年5月22日

Retail media networks give advertisers access to purchase-intent audiences on the platforms where purchase decisions happen. But the quality of the audience data, the transparency of attribution, and the breadth of ad formats vary significantly between networks. This list covers the retail media networks with the strongest advertiser infrastructure, the most reliable attribution, and the clearest return on investment measurement — for brands evaluating where to test or scale retail media spending.

入选标准

Audience data quality and purchase signal richness
Attribution transparency and new-to-brand measurement
Ad format breadth (sponsored products, display, video)
Self-serve access and minimum spend requirements

推荐清单

Amazon Ads

Best overall scale and infrastructure

Amazon Ads is the largest retail media network by volume and offers the most mature advertiser infrastructure: Sponsored Products, Sponsored Brands, Sponsored Display, DSP, and streaming TV ads, all connected to purchase data from the world's largest e-commerce marketplace. For brands selling on Amazon, it is not optional — it is category cost of entry. For brands not on Amazon, Amazon DSP provides access to Amazon's audience data without requiring product listings.

亚马逊广告平台，包含 Sponsored Products、Sponsored Brands 和 Sponsored Display，覆盖购物漏斗全链路

查看工具详情: Amazon Ads

Walmart Connect

Best for grocery and Walmart-distributed brands

Walmart Connect provides access to one of the largest brick-and-mortar grocery shopper audiences with in-store and digital touchpoints. For CPG brands distributed through Walmart stores, Walmart Connect's audience data from in-store purchase behavior and its in-store media formats provide measurement that Amazon Ads cannot — physical retail attribution.

沃尔玛零售媒体网络，覆盖 Walmart.com 和门店展示广告，触达美国最大零售平台购物者

查看工具详情: Walmart Connect

Instacart Ads

Best for high-purchase-intent grocery audience

Instacart Ads operates at the moment of grocery decision — users searching for specific products or browsing shopping lists. Its audience is explicitly in purchase mode, not browsing. For food, beverage, and household brands, Instacart's targeting precision (targeting users who buy a specific competitor's product) offers unique audience access unavailable through other channels.

Instacart 零售媒体平台，精准覆盖即时配送购物场景，适合 CPG 品牌和食品饮料类目

查看工具详情: Instacart Ads

Target Roundel

Best for Target-distributed brands

Target Roundel provides digital and in-store advertising connected to Target's Circle loyalty data, which covers over 100 million members. For brands distributed through Target in beauty, home, food, and apparel, Roundel's first-party audience data and sponsored placement within Target.com search and category pages offer a direct path to purchase from Target shoppers.

Target 零售媒体网络，借助 Target 一方数据覆盖中产家庭购物者，站内站外双渠道投放

查看工具详情: Target Roundel

Pacvue

Best for multi-network retail media management

Pacvue is a software platform for managing campaigns across multiple retail media networks — Amazon, Walmart, Instacart, Target Roundel, and others — from a single interface. For brands running retail media at scale across multiple retailers, managing each platform natively is untenable. Pacvue's campaign management, bidding automation, and cross-network reporting simplify the operational overhead.

企业级零售媒体广告管理平台，支持亚马逊、Walmart、Instacart 多平台统一管理和自动化

查看工具详情: Pacvue

常见问题

How is retail media attribution different from standard digital attribution?

Retail media attribution uses the retailer's first-party purchase data to measure whether an ad exposure led to a purchase — within the retailer's ecosystem. Amazon's attribution window, Walmart Connect's closed-loop measurement, and Instacart's attribution all trace ad impression to actual basket purchase using checkout data, which is more reliable than cookie-based attribution. The limitation is that it only measures purchases on that retailer's platform, not cross-retailer impact.

What budget is needed to test retail media effectively?

Amazon Sponsored Products can be tested meaningfully at $500-1,000/month per ASIN for smaller categories. Testing at $5,000+/month per network is recommended for statistically reliable ROAS measurement across category benchmarks. Walmart Connect and Instacart have higher minimum spend requirements for managed programs; self-serve options allow smaller initial tests. Plan for 8-12 weeks of data before evaluating ROAS against category benchmarks.

Should brands prioritize endemic or non-endemic retail media?

Endemic retail media (advertising on a retailer where your products are sold) should be the first priority — the audience is directly in the purchase funnel for your category, and the attribution is closed-loop. Non-endemic retail media (advertising on a retailer where your products are not sold, using their audience data) is a later consideration for brand awareness or driving traffic to your own DTC channels.