W3C attribution isn’t effectiveness: the counterfactual it can’t give
W3C Attribution Level 1 reports privacy-safe ad-to-conversion associations, but it can’t prove incrementality; pair it with holdouts to measure lift.
Smart Bidding isn’t broken—your conversion signals are
Fix Google Ads Smart Bidding by training on one primary macro conversion and tracking micro-actions as secondary to protect signal quality and pipeline outcomes.
Why Is PMax Spending on My Brand Terms? Diagnosis and Fix
Your PMax campaign shows a 10x ROAS, but 40% of conversions come from people typing your company name into Google. Here's how to diagnose brand cannibalization and fix it with proper exclusions and campaign architecture.
Performance Max vs Search: the metric that decides
PMax can inflate B2B SaaS leads while hurting SQLs unless you use offline CRM conversions; run a 70/30 Search-to-PMax hybrid test with guardrails.
W3C attribution isn’t effectiveness: the counterfactual it can’t give
W3C Attribution Level 1 reports privacy-safe ad-to-conversion associations, but it can’t prove incrementality; pair it with holdouts to measure lift.