Analytics thinking, clearly explained.

Practical perspectives on measurement design, data architecture, and building analytics programs that support real decisions.

Latest Measurement Design

Why Measurement Design Must Come Before Implementation

Most analytics implementations begin with a tool. They should begin with a question. Here's why getting the order wrong is the root cause of most data trust problems.

March 10, 2026 6 min read MetricByte Consulting
Platform Strategy

Adobe Analytics vs GA4: How to Make the Right Call for Your Organization

The Adobe vs Google question comes up in almost every enterprise analytics review. Here's a framework for making the decision based on your actual needs — not vendor positioning.

February 24, 2026 8 min read MetricByte Consulting
Data Architecture

Data Layer Design: The Foundation That Determines Everything Downstream

A data layer is not an analytics implementation detail. It is infrastructure. The decisions made here determine data quality, governance, and the ability to scale for years.

February 10, 2026 7 min read MetricByte Consulting
Adobe CJA

Customer Journey Analytics: When It Adds Value and When It Doesn't

CJA is one of the most powerful tools in the Adobe stack — and one of the most frequently misunderstood. Here is an honest assessment of when it delivers and when it overcomplicates.

January 28, 2026 5 min read MetricByte Consulting
Experimentation

Why Experimentation Programs Fail Without Analytics Alignment

A/B testing programs stall when analytics and experimentation are treated as separate systems. Here is what alignment looks like and why it determines whether your testing program produces decisions or debates.

January 14, 2026 6 min read MetricByte Consulting
Adobe Analytics

Adobe Analytics Implementation with Adobe Launch — Step by Step

A practical guide to implementing Adobe Analytics using Adobe Launch. Covers extension setup, data elements, rules, and validation — the way it's actually done in enterprise environments.

March 20, 2026 12 min read Abhinav Bhargav
AEP Web SDK

Implement Adobe Analytics via Web SDK (AEP SDK) — Complete Guide

One tag. One network request. Multiple Adobe products. A complete guide to implementing Adobe Analytics using alloy.js — including XDM schema design, datastream configuration, and AppMeasurement migration.

March 20, 2026 14 min read Abhinav Bhargav
Adobe Launch

Adobe Launch Data Layer — Design and Best Practices

The data layer is the most important and most frequently skipped part of any Adobe Analytics implementation. Here is how to design one that actually holds up.

March 22, 2026 11 min read Abhinav Bhargav
GTM · First-Party Data

Google Tag Gateway — What It Is and How to Set It Up

ITP limits your GA4 cookies to 7 days on Safari. Ad blockers kill your data. Google Tag Gateway fixes both — and it is simpler to set up than most teams think.

March 22, 2026 10 min read Abhinav Bhargav
GA4 · GTM

File Download Tracking in GA4 and GTM — Complete Guide

GA4 Enhanced Measurement tracks downloads automatically — but it misses cross-domain files, custom parameters, and gated content. Here is how to do it properly with GTM.

March 22, 2026 9 min read Abhinav Bhargav
GA4 · Implementation

How to Install Google Analytics 4 on Your Website — Complete Guide

Two methods, six post-install configuration steps, and the common mistakes that corrupt your data from day one. Everything you need to get GA4 right the first time.

March 22, 2026 10 min read Abhinav Bhargav
GA4 · gtag.js

Installing Google Analytics 4 with gtag.js — A Practical Guide

Every line of the gtag.js snippet explained, configuration options, custom events, user properties, and an honest answer to when gtag.js is the right choice versus GTM.

March 22, 2026 9 min read Abhinav Bhargav
Google Analytics · History

The History of Google Analytics — From Urchin to GA4

Google Analytics started as a paid tool called Urchin in 1995. Google made it free in 2005 and changed the industry overnight. Here is the full story — and why it explains how GA4 works today.

March 22, 2026 10 min read Abhinav Bhargav

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