Author: Ryuzaki

One of the most profitable Google Ads targeting tactics is retargeting: showing ads to people who are already familiar with your business. But if you still think that “retargeting” means a Display campaign chasing users around the web with banner ads, you’re missing out on how “Your data segments” actually function today. Let’s explore how you can leverage your proprietary audience data in new ways, and what mistakes to avoid in 2026 and beyond. What are “Your data segments” in Google Ads? Retargeting means showing ads to people who are already familiar with your business. Google uses the euphemistic name…

Lately, I’ve been spending most of my day inside Cursor running Claude Code. I’m not a developer. I run a digital marketing agency. But Claude Code within Cursor has become the fastest way for me to handle many tasks I want to do, including pulling and analyzing data from Google Search Console, GA4, and Google Ads. The setup takes about an hour. After that, you can ask things like “which keywords am I paying for that I already rank for organically?” and get an answer in seconds instead of spending an afternoon with spreadsheets. (I wouldn’t have been the one…

Chrome 146 has introduced an early preview of WebMCP behind a flag. WebMCP (Web Model Context Protocol) is a proposed web standard that exposes structured tools on websites, showing AI agents exactly what actions they can take and how to execute them. Here’s some context around what that actually means. The internet was originally built for humans. We designed buttons, dropdowns, and forms for people to read, understand, and use. But now there’s a new type of user emerging: AI agents. Soon, they’ll be able to complete registrations, buy tickets, and take any action needed to complete a goal on…

Google posted a new help document on “Things to know about Google’s web crawling.” While many of those “things to know” are already known, Google felt it would be a good idea to make this document in order to provide “basic educational information about crawling to better highlight various resources about crawling that are available to site owners.” The document has 9 items posted in it right now including: Frequent crawling is a good sign! Google wrote, “If we’re crawling your site a lot, it’s an indication your pages have fresh or highly relevant content that people want to find,…

Google will begin enforcing a minimum daily budget for Demand Gen campaigns starting April 1, 2026. What’s happening: The Google Ads API will require a minimum daily budget of $5 USD (or local equivalent) for all Demand Gen campaigns. The change is designed to help campaigns move through the “cold start” phase with enough spend for Google’s models to learn and optimize effectively. The update will roll out as an unversioned API change, applying across all buying paths. Technical details: In API v21 and above, campaigns set below the threshold will trigger a BUDGET_BELOW_DAILY_MINIMUM error, with additional details available in…

AI recommendations are inconsistent for some brands and reliable for others because of cascading confidence: entity trust that accumulates or decays at every stage of an algorithmic pipeline. Addressing that reality requires a discipline that spans the full algorithmic trinity through assistive agent optimization (AAO). It also demands three structural shifts: the funnel moves inside the agent, the push layer returns, and the web index loses its monopoly. The mechanics behind that shift sit inside the AI engine pipeline. Here’s how it works. The AI engine pipeline: 10 gates and a feedback loop Every piece of digital content passes through…

Meta is updating its ad measurement framework, aiming to simplify attribution in what it calls a “social-first” advertising world. What’s happening. Meta is narrowing its definition of click-through attribution for website and in-store conversions. Going forward, only link clicks — not likes, shares, saves or other interactions — will count toward click-through attribution. The change is designed to reduce discrepancies between Meta Ads Manager and third-party tools like Google Analytics. Between the lines. Social media has overtaken search as the world’s largest ad channel, according to WARC, but many attribution systems were built for search-era behaviors. On social platforms, engagement…

Every year, Google suspends tens of millions of Google Ads accounts for advertising policy violations. One specific policy area that confuses many legitimate advertisers is Google’s “three-strikes” system. Essentially, if Google decides your account has repeatedly violated any of 15 specific Google advertising policies, you’re at risk for temporary (and potentially permanent) suspension of your Google Ads account. To help you prevent a single policy issue from snowballing into a full account suspension, here’s how Google’s three-strike system works and what you should do at every stage to keep your ads running. Case study: Appealing a Google Ads strike Over…

For more than a decade, the dominant model was simple — identify a keyword, write an article, publish, promote, rank, capture traffic, convert a fraction of visitors, and repeat. But that model is breaking.  Content marketing is collapsing and rebuilding simultaneously. AI systems now answer informational queries directly inside search results. Large language models (LLMs) synthesize known information instantly. Information production is accelerating faster than distribution capacity. Public feeds are already saturated. The cost of producing content has fallen to nearly zero, while the cost of being seen has never been higher. That changes everything. Here’s a system for content…

What do conversion rate optimization (CRO) and findability look like for an AI agent versus a human, and how different do your strategies really need to be? More and more marketers are embracing the agentic web, and discovery increasingly happens through AI-powered experiences. That raises a fair question: what does CRO and findability look like for an AI agent compared with a human? Several considerations matter, but the core takeaway is clear: serving people supports AI findability. AI systems are designed to surface useful, grounded information for people. Technical mechanics still matter, but you don’t need entirely different strategies to…