Andreas Cederblad Δ

Articles

Articles

Insights on growth, CRO, experimentation and performance marketing.

Experimentation6 min

Building an Experimentation Culture: From Ad Hoc Tests to Growth Systems

Running A/B tests doesn't make you an experimentation culture. Building systems for learning does. Here's how to make the shift from random testing to systematic growth.

Apr 2, 2025
Experimentation2 min

Shopify Without Experimentation Is Just a Webshop

Most Shopify stores look good. Few perform. The difference? Experimentation as a system, not a one-off activity.

Mar 24, 2025
Experimentation2 min

How to Work with Shopify, OpenAI, and Claude Code in Practice

AI in e-commerce isn't about more content. It's about better decisions. Here's how Shopify, OpenAI, and Claude Code work together.

Mar 22, 2025
Growth2 min

From Shopify Setup to Performance System

Most Shopify projects stop at setup. Here's how to build a system that measures, tests, and improves over time.

Mar 20, 2025
Performance5 min

Short-Form Video as Distribution Architecture

Short-form video isn't a content format. It's the most efficient distribution system in the digital economy. Here's how to treat it as business infrastructure.

Mar 5, 2025
Experimentation1 min

Why Most A/B Tests Don't Lead to Growth

Most companies test. Few grow from it. The problem isn't the tools — it's structure, prioritisation, and connection to business goals.

Feb 28, 2025
Performance5 min

It's Not About TikTok. It's About Distribution.

Brands obsess over which platform will win. The smart ones build distribution systems that work regardless. Here's why platform dependency is the real risk.

Feb 10, 2025
Experimentation5 min

Winning the Algorithm: An Experimentation Approach

Algorithmic growth isn't luck. It's engineerable. Here's how retention, engagement velocity, and structured iteration actually drive distribution on short-form platforms.

Jan 18, 2025
KPI & Measurement1 min

CRO Is Not Optimisation — It's Decision-Making

CRO is often described as button colours and forms. That's wrong. CRO is a way to make better decisions faster.

Jan 10, 2025
KPI & Measurement6 min

D2C Metrics That Actually Matter

Most DTC brands track everything and understand nothing. Here are the metrics that separate the brands that scale from the ones that stall.

Dec 8, 2024
KPI & Measurement6 min

The Complete Guide to E-commerce KPIs

A practitioner's guide to the e-commerce metrics that actually drive decisions -- from revenue basics to the operational KPIs most teams ignore.

Nov 20, 2024
KPI & Measurement5 min

KPI Tracking: From Dashboard Fatigue to Decision Power

Most KPI dashboards are graveyards of good intentions. Here's how to build a tracking system that actually drives decisions and kills the noise.

Sep 3, 2024
KPI & Measurement5 min

Aligning Leadership Around Growth Metrics

When the CMO tracks one number and the CFO tracks another, nobody wins. Here's how to get leadership aligned on the metrics that matter.

Aug 15, 2024
KPI & Measurement5 min

OKR vs KPI: What's the Difference and When to Use Each

OKRs set direction. KPIs measure position. Here's how to stop confusing the two and start using them together for real business impact.

Jun 12, 2024
Growth5 min

North Star Metrics: How to Pick the One That Matters

Every growth team talks about North Star metrics. Few actually have one that works. Here's how to find yours and stop optimising in circles.

Apr 22, 2024