Filed under

UCP

Split view of a product page showing full visual content on one side and a sparse, partly empty structured data panel on the other.

AI in ecommerce operations

AI Agent Product Data Requirements and Ecommerce Workflow Ownership

Before you decide whether to build a proprietary shopping agent or plug into ChatGPT and Google's protocols, you need to know what the agent can actually read on your product pages, because most of it is currently invisible.

Eddie Cheng15 September 202612 min

Two checkout rails: agent-completed orders lack session IDs, while in-app merchant checkout carries client and session stamps into GA4.

Ecommerce data and measurement

How to tag agentic checkout orders so they show a source in GA4

There is no single agentic checkout to tag. In-chat completion has no merchant page for gtag to fire. A Shopify ChatGPT path still hits your store checkout in an in-app browser. The GA4 job follows that split, and any source you write is a merchant convention.

Eddie Cheng14 September 202613 min