AI Max campaigns went from the cleanest cohort in retail Search to the dirtiest in nine months. Here is what that means for your Black Friday budget.
I use two spreadsheet formulas to find missing products and analyse Google Merchant Centre data. Find out how to download and manipulate TSV files here.
Google's AI Max for Shopping brings generative product titles and a dedicated report. Why the static feed era is ending, how this echoes SA360 inventory management, and the guardrails needed before turning it on.
Same month, one account: Meta claimed 435 sales, GA4 gave it 104, Google Ads booked 1,464, GA4 counted 2,239. Four numbers, none agree and here is what to do now.
Two groups of searches containing the same search modifier produced very different conversion rates but surprisingly similar CPAs. Here’s why hitting your Target CPA or ROAS can hide opportunities to improve efficiency.
Google is serving up your existing search ads inside AI Mode, but never the same ad twice: it recombines your RSA assets into a unique headline for every conversation.
The real cost of not having a testing roadmap isn't bad tests; it's forgetting what you already learned. Here is how to build a living repository that lasts.
Different audiences have different preferences for what they want to see when landing on your page from an ad. I have the results to back it.
