Home Data-Driven Thinking Retail Media Has Its Own Last-Click Addiction – And The Problem With Add-To-Cart Rates

Retail Media Has Its Own Last-Click Addiction – And The Problem With Add-To-Cart Rates

SHARE:
Meghan Howard, CRO, Chicory

It’s widely accepted that last-click attribution is flawed. While publicly it’s much derided, however, privately it shows no sign of going anywhere. Unfortunately, retail media and commerce media have their own version of last-click addiction: add-to-cart (ATC) rates. 

And just like last-click attribution, it’s a metric not fit for consumption. It also highlights the real need for standardization as the retail media space grows.

It’s easy to see why ATC is so prevalent. On the surface, it could be considered purchase intent. And consumers say they often use the online cart as a list for when they’re ready to shop. You could even argue that nudging the consumer to engage with the cart equates to shopping, and there is real value in that. But this is engagement or, at best, consideration – not conversion.

Moreover, in our quest to drive up ATC rates, we’ve removed friction from the add-to-cart process, making it seamless for a consumer to add products to carts with very little commitment or intent. In many cases, this add-to-cart action is merely a successful landing-page arrival. More often than not, add-to-cart providers are driving traffic to product description pages without securing a carted product.

ATC rates might be better than nothing, but the metric fails to show the full story.

Conversion complexity

There’s a combination of factors that ultimately drive conversion: the mindset of the consumer, their place in the purchasing journey and all the media they have encountered. 

There’s also a real lack of data on how many carts actually convert, especially when it comes to consumer conversions from shoppable display ads in the CPG space. In our own tests with Kroger, conversion rates are well below 50% for ads within recipes. The figure may be much lower in noncontextual ads. 

Moreover, with ATC, there’s zero visibility into the consumer behind the action. Imagine a consumer gets exposed to multiple ads for Tyson chicken. Maybe they click on every single one of those ads and add the product to their Walmart cart – but what if they were already going to buy that product? Not every ATC is created equal.

While retailers have the data to confirm conversion from media-driven add-to-carts, they’re not rushing to solve this – perhaps because they benefit greatly from the carting traffic. Despite the questionable validity of ATC rates, some agencies are putting a lot of weight on these metrics.

Add to cart is a useful feature and should be included in the overall mix of tactics, but brands should forgo it as a primary success metric. Instead, they should focus on more impactful measures that drive revenue, such as sales lift, incremental return on ad spend (iROAS), household penetration, buy rate and units moved. Understanding lifetime value is also a far more impactful way to measure success. 

Subscribe

AdExchanger Daily

Get our editors’ roundup delivered to your inbox every weekday.

The call for standardization

While there are myriad reasons why ATC is a flawed metric, finding a suitable replacement that’s consistent across partners and tactics requires retail media networks, commerce media vendors and the IAB to collectively find some common ground. 

Without standards in place, brands and agencies will continue to measure campaigns differently. ATC will remain the default metric. Until standardization happens, we should be looking at the incremental shoppers reached or products sold.

Data-Driven Thinking” is written by members of the media community and contains fresh ideas on the digital revolution in media.

Follow Chicory and AdExchanger on LinkedIn.

Must Read

For Super Bowl First-Timers Manscaped And Ro, Performance Means Changing Perception

For Manscaped and Ro, the Big Game is about more than just flash and exposure. It’s about shifting how audiences perceive their brands.

Alphabet Can Outgrow Everything Else, But Can It Outgrow Ads?

Describing Google’s revenue growth has become a problem, it so vastly outpaces the human capacity to understand large numbers and percentage growth rates. The company earned more than $113 billion in Q4 2025, and more than $400 billion in the past year.

BBC Studios Benchmarks Its Podcasts To See How They Really Stack Up

Triton Digital’s new tool lets publishers see how their audience size compares to other podcasts at the show and episode level.

Privacy! Commerce! Connected TV! Read all about it. Subscribe to AdExchanger Newsletters
Comic: Traffic Jam

People Inc. Says Who Needs Google?

People Inc. is offsetting a 50% decline in Google search traffic through off-platform growth and its highest digital revenue gains in five quarters.

The MRC Wants Ad Tech To Get Honest About How Auctions Really Work

The MRC’s auction transparency standards aren’t intended to force every programmatic platform to use the same auction playbook – but platforms do have to adopt some controversial OpenRTB specs to get certified.

A TV remote framed by dollar bills and loose change

Resellers Crackdowns Are A Good Thing, Right? Well, Maybe Not For Indie CTV Publishers

SSPs have mostly either applauded or downplayed the recent crackdown on CTV resellers, but smaller publishers see it as another revenue squeeze.