What should be measured?

Use the metric tied to the suspected cause, then verify that the complete storefront task still works.

Where should the change be tested?

Test on a theme copy and repeat the same representative templates and mobile conditions.

When is the work complete?

Publish only after the repeated result improves and the live customer journey passes.

How do you remove unused Shopify app code safely?

Inventory scripts, snippets, app embeds, pixels, and theme changes, disable them on a theme copy, test key journeys, and remove only code whose owner and effect are understood.

Start with the likely cause

Use the gap between TTFB, FCP, LCP, CLS, and INP to narrow the problem before changing code. Keep the template, device, and network conditions consistent.

Change one thing on a theme copy

Isolate the suspected image, Liquid, CSS, JavaScript, app, or extension cost. A single controlled change makes the result easier to interpret and reverse.

Verify the whole journey

Repeat the measurement, then test navigation, product selection, cart updates, and checkout handoff. A faster metric is not a win if the storefront task breaks.

Source

Shopify developer documentation, accessed September 21, 2026.

Frequently asked questions

What should be measured?: Use the metric tied to the suspected cause, then verify the complete task.
Where should the change be tested?: On a theme copy with repeated conditions.
When is the work complete?: After the live journey and the repeated measurement pass.