Andreas Cederblad Δ
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experimentation2 minMarch 24, 2025

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.

Most Shopify stores look good. Few perform.

Design is not performance

A common misconception: "If we just improve the design…"

Design can help. But without testing, you don't know why something works.

What experimentation actually is

Experimentation is not:

  • A/B testing as a one-off activity
  • random changes

It is:

  • a process
  • a structure
  • a way of making decisions

That's the core of how I work with experimentation and A/B testing.

What's missing in Shopify projects

Most are missing:

  • hypotheses
  • prioritisation
  • documentation
  • learning over time

Instead:

  • you test a little
  • move on
  • forget

Without a measurement plan, you don't even know what to measure.

What an experimentation system looks like

  1. Problem identified
  2. Hypothesis formulated
  3. Test designed
  4. Results analysed
  5. Learning documented

Then: → next iteration.

That's growth systems thinking — not a one-off effort, but a process that builds knowledge over time.

What happens without this

  • the same mistakes repeat
  • changes are based on feeling
  • growth stalls

Shopify is perfect for testing

What makes Shopify good:

  • fast to change
  • modular structure
  • ability to iterate often

But only if you use it that way.

The real difference

The difference between two Shopify stores is rarely:

  • design
  • theme
  • apps

It's: how often they learn something new.

Conclusion

Without experimentation, Shopify is just a webshop. With experimentation, it becomes a system.

And that's where performance happens.

Andreas Cederblad Δ