AI didn't break marketing data governance; it exposed the debt. Here is how to build an AI data governance framework with real owners, entry-point controls,...
Building an AI-ready MOPs instance takes more than a new tool. It takes clean data, defined governance, and a retrained team before any agent gets...
Bot form submissions are quietly inflating MQL counts and lead scoring accuracy. Here's how to detect them and fix your scoring model.
Content affinity scoring tracks which topics a lead actually cares about, not just how often they engage, so nurture paths can be built around real...
Scoring model drift erodes lead score accuracy quietly, with no built-in alarm. Here's why catching it takes a recurring human audit, not an AI feature,...
AI lead scoring and grading only works when it re-weights data marketing ops already trusts. Here is how to separate the two, keep the model...
AI didn't break marketing data governance; it exposed the debt. Here is how to build an AI data governance framework with real owners, entry-point controls,...
Building an AI-ready MOPs instance takes more than a new tool. It takes clean data, defined governance, and a retrained team before any agent gets...
Bot form submissions are quietly inflating MQL counts and lead scoring accuracy. Here's how to detect them and fix your scoring model.
Content affinity scoring tracks which topics a lead actually cares about, not just how often they engage, so nurture paths can be built around real...
Scoring model drift erodes lead score accuracy quietly, with no built-in alarm. Here's why catching it takes a recurring human audit, not an AI feature,...
AI lead scoring and grading only works when it re-weights data marketing ops already trusts. Here is how to separate the two, keep the model...
An AI marketing operations analyst is already automating the manual reporting, monitoring, and root-cause work analysts used to handle by hand.
AI attribution modeling doesn’t make attribution smarter, it makes it honest, reconstructing the real customer journey instead of a simplified, analyst-approximated version of it.
AI executive reporting can replace the same five recycled bullets with real anomalies, but someone still has to decide how to frame what it finds for leadership.
A practitioner’s look at the Marketo MCP server: what it can automate today, what’s restricted by design, and what Adobe still has on its roadmap for September 2026.
A recap of Eloqua Office Hours Aug 2026: building Eloqua segments as live pictures on your own data warehouse, then pushing the finished segment into Eloqua as a shared list.
Account-based marketing (also called ABM) and lead-based marketing are two popular strategies for businesses. Let’s take a look at the two methods and which one is more appropriate for your business.
Simply put, lead scoring is a method of assigning numerical values to leads primarily based on their characteristics and actions. The higher the rating, the more likely the lead is to grow to make a purchase. Learn more here.
The New Adobe Marketo Engage Email Editor streamlines production with drag and drop modules, admin controls, and built in QA—our guide covers features, rollout, governance, and reporting to improve speed and consistency.
A global email campaign is really a matrix of language, regional, and legal variants. Here is how to structure yours so localization scales cleanly instead of drifting into chaos.
Engagement scoring gives you a clean KPI, but chasing it in isolation can burn your list. Here is how to hit targets while accounting for segment maturity and list fatigue.
A huge email list can hurt more than help. Learn why email list quality, smarter batching, and pruning beat raw size and lift your total engagement.
Marketo click tracking silently fails on dynamic URLs stored in lead fields. Learn the two-pass root cause and the Velocity fix that restores click data on per-recipient links.