Ecommerce AI Search Optimization: What Citation and AI Traffic Patterns Across 5 Subverticals Tell Us About Going Beyond PDPs and PLPs – International SEO Consultant, Author & Speaker

There’s a comfortable narrative around ecommerce AI search right now: AI systems tend to surface large, well-known ecommerce brands; marketplaces lead many commercial answers; and the playbook is to optimize product pages, category pages, product feeds, and structured data to improve a site’s machine readability. That is partly true. Product detail pages (PDPs), product listing […]

Carts, Catalogs, And Loyalty In AI Shopping

Google’s Universal Commerce Protocol can now handle shopping carts, live catalog queries, and loyalty program benefits for AI agent transactions. On March 19, Google announced three new UCP capabilities and a simplified onboarding path through Merchant Center, two months after Google and Shopify unveiled UCP at the National Retail Federation conference in January 2026. The January launch had a […]

Microsoft Ads expands custom columns to include all conversion metrics

Microsoft Advertising is giving advertisers more flexibility in reporting, with custom columns now supporting all conversion metrics — a move aimed at deeper, more tailored campaign analysis. What’s happening. According to Microsoft’s product liaison Navah Hopkins, advertisers can now build custom metrics using the full range of conversion data available in the platform. This includes […]

Deindexed, Delayed, and Down: Investigating A Site’s Removal From Google Before A Delayed Manual Action Arrived [Case Study]

Wednesday was a relatively normal day for me in Google Land. I was auditing client sites, still digging into the March 2026 core update movement, and posting the latest SEO and AI Search news across social media. But then an interesting email arrived. It was from a company I helped last year and the subject […]