Granular tests — The highest confidence in what is actually driving results. Every winning test delivers a clean, transferable insight about your audience — one that can inform decisions across your entire site, not just this page.
Pros
Clean attribution — you know exactly which element drove the result
Near-zero media budget exposure — a losing test barely moves the needle
Small changes sail through compliance and internal approvals
Cons
Requires the most traffic to detect small effect sizes — longest test windows
Risk of perfecting elements on a fundamentally broken page
Demands the most program discipline and governance to run well