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Attribution and Incrementality in PPC

Attribution and incrementality are the kinds of topics I think most of us avoid for longer than we should, and I will admit I have been guilty of that myself because they have a way of making you question things you were pretty comfortable believing. These posts are my attempt to sit with that discomfort and work through it carefully, and I hope something here helps you trust your numbers a little more thoughtfully.

From the ZATO Blog

PMax Performance Dropped? Here's What to Audit First

PMax Performance Dropped? Here's What to Audit First

Diana Talhelm
Team Zato
 • 
Performance Max
Weird PMax behavior is usually a symptom, not the problem. Here's how to actually diagnose what changed before you touch the budget or ROAS target.
The Google Ads Ecommerce Site Migration Checklist Your PPC Team Needs

The Google Ads Ecommerce Site Migration Checklist Your PPC Team Needs

Kirk Williams
Team Zato
 • 
General PPC
Most eCommerce remarketing setups fail at the basics. Here's what high-performing tracking, segmentation, creative, and bidding actually looks like in practice.
AI Shopping Agents Are Here: What PPCers Need to Know

AI Shopping Agents Are Here: What PPCers Need to Know

Chris Reeves
Team Zato
 • 
AI in PPC
AI agents are already buying products on behalf of consumers. Here's what that means for your Google Ads setup, your feed data, and how you stay competitive.
What Is Feed-First Google Shopping Management?

What Is Feed-First Google Shopping Management?

Kirk Williams
Team Zato
 • 
Google Merchant Center
As Google has stripped away manual levers in Shopping and PMax, your product feed has become the most powerful tool you have left. Here's what that means.
Data Retention, API Sunset, AI Max at 1: PPC Apr 28–May 4

Data Retention, API Sunset, AI Max at 1: PPC Apr 28–May 4

Kirk Williams
Team Zato
 • 
PPC Platform Updates
Google's new data retention policy hits June 1, the API v20 sunset is five weeks out, and AI Max turns 1 with new controls. Here's what PPC advertisers need to know.
Video: Why the Product ID Attribute Matters More Than You Think in Google Merchant Center

Video: Why the Product ID Attribute Matters More Than You Think in Google Merchant Center

Team Zato
 • 
Google Merchant Center
This overlooked attribute anchors your entire Shopping feed. Learn how the id impacts performance history, remarketing, and feed mapping in this Merchant Center Mastery post.
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