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Landing page tests fail when teams change too many variables or chase tiny lifts. Focus experiments on clear hypotheses tied to user friction.

Isolate one meaningful change

Headline clarity, offer framing, social proof placement, or form length are strong candidates. Avoid redesigning everything at once.

Match traffic to confidence

Low-traffic pages need longer tests or bigger changes. Decide the minimum effect size worth detecting before you launch.

Protect brand quality

Performance and brand are not opposites. Strong experiments improve clarity and trust while measuring conversion impact.

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