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Google Analytics 4 (ga4) versus Universal Analytics: Complete Comparison Guide

If you’ve used Google Analytics for your website, chances are you’re familiar with Universal Analytics (UA) — the long-standing version that most marketers and analysts grew up on. But now, Google Analytics 4 (GA4) has taken center stage, and it’s…
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Fix Broken Campaign Tracking in SFMC — 100% Campaign Attribution Toolkit

why attribution fails? If Your UTM Tagging Is Inconsistent, Your Campaign Data Is Useless Most marketing teams think their tracking is working. It’s not. Here’s what’s actually happening behind the scenes: Why? Because your UTM tagging is inconsistent, manual, and…
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What are _ga4 cookies? _ga versus _gid and its bigquery export mapping; ga4 cookies explained

GA4 uses first-party cookies set by Google Analytics, and the raw event data is exported into Google BigQuery. Below is the practical mapping you need for analysis. 1. _ga Cookie → user_pseudo_id Example: _ga=GA1.1.123456789.1699999999 The important part is the Client…
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What Is traffic_source.medium in GA4 BigQuery?

Introduction If you’ve started analyzing GA4 data in BigQuery, you’ve likely come across the field: It looks simple at first. However, in the context of Consent Mode, user stitching, and multi-touch attribution, its meaning and behavior deserve a deeper look.…
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Understanding Sessions in Google Analytics 4 (GA4): A Deep Dive

In web and app analytics, sessions are the foundation of most user-level metrics. However, GA4 fundamentally redefines sessions compared to Universal Analytics (UA). Where UA relied heavily on time-based rules, cookies, and pageview hits, GA4 is event-driven, focusing on user engagement and cross-device tracking. Understanding GA4…
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6 BigQuery SQL Tips That Power GA4 Session Stitching & Attribution

Introduction Analyzing GA4 data in BigQuery can be incredibly powerful — but it’s easy to end up with slow, expensive queries as your logic grows. After writing complex GA4 SQL for things like session stitching and consent-aware attribution, I’ve learned…
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Cross-Device Session Stitching and Multi-Touch Attribution in GA4 Using BigQuery

In today’s multi-device world, users often start a journey on mobile, continue on desktop, and convert on a tablet. GA4 UI can deduplicate users but splits sessions across devices, making session counts and marketing attribution unreliable. This creates a major…
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How to Reconstruct Accurate Sessions in BigQuery: Session Stitching in GA4

Session counts in GA4 often don’t match what you see in BigQuery exports. This is because GA4 constructs sessions using rules like inactivity timeouts, traffic source changes, and midnight splits. For analysts and marketers, this can lead to confusion in…
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Attribution Modeling in Google Analytics 4 using Big Query Data: Last Click vs Data-Driven in GA4

Marketers often ask the big question: “Which channel really drives conversions?”With GA4 and BigQuery, you can move beyond guesswork and analyze attribution models directly in your data warehouse. In this post, we’ll show how to implement last-click attribution using SQL…
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