How to A/B Test Your Email Campaigns Properly
Testing done right produces reliable answers. Testing done wrong just adds noise to your decisions.

Table of contents
What's Worth Testing
Subject lines typically have the largest impact on open rate and are the highest-priority element to test first. Once subject lines are dialed in, test send time, from-name, and call-to-action wording or placement — testing in order of expected impact rather than everything at once.
Getting a Statistically Reliable Result
Test with a large enough sample size and let the test run long enough to reach significance — calling a winner after only a handful of opens produces an unreliable result that's really just noise, not a genuine insight to build future campaigns on.
Structuring a Clean Test
Change one variable at a time; testing subject line and send time simultaneously makes it impossible to know which change drove the difference in results. Most email platforms have built-in A/B testing tools that handle the split and significance calculation automatically — use them rather than manually splitting lists.
Applying What You Learn
A winning pattern (a specific subject line style, a particular send time) often generalizes across future campaigns, not just the single test — document findings and apply them forward rather than re-testing the same question repeatedly.
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