#marketing-analytics

ChatGPT Ads Manager reports thin metrics and clicks undercount in GA4. A measurement playbook: the oppref fix, CAPI, and reporting caveats for clients.

Google launched a GA4 Source Group dimension on June 11, 2026 that auto-consolidates fragmented social sources. A 2026 guide to fixing attribution drift.

Get unsampled, event-level SQL from GA4 via BigQuery export. The 2026 reference: the four traffic-source structures, UNNEST patterns, and cost control.

A framework for building and acting on marketing churn-prediction models: behavioral and billing features, model choices, scoring cadence, and risk-tier plays.

Multi-touch model adoption, MMM resurgence, dark-funnel data, AI-attribution accuracy, and martech spend by attribution capability. 140+ data points, 2024-2026.

Complete 2026 digital marketing KPI reference — 100+ metrics across acquisition, engagement, conversion, retention, and revenue with formulas.

Complete 2026 UTM parameter guide covering utm_source, medium, campaign, content, term, naming conventions, and GA4 attribution best practices.

140+ marketing analytics statistics for 2026 covering attribution, measurement, data-driven marketing adoption, and analytics tool market share.

Build AI-powered multi-touch attribution models that reveal true marketing ROI. Data-driven vs rule-based models, channel weighting, and dashboards.

Server-side tracking adoption reaches 67% among B2B companies with 41% data quality gains. GTM server-side, Meta CAPI, and privacy compliance implementation.