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A/B Testing

A method of comparing two versions of a web page or link to determine which performs better.

Jul 14, 2025 · About 1 min read

Analytics

A/B testing, also known as split testing, is an experimental method where two variants (A and B) are shown to different segments of users to determine which performs better on a defined metric. In URL shortening, A/B testing can be applied to landing pages, link text, call-to-action buttons, and even the timing of link distribution.

The process involves creating two variants, randomly splitting traffic between them, collecting performance data, and using statistical analysis to determine if the difference in results is significant. A minimum sample size is required to draw reliable conclusions, typically calculated based on the expected effect size and desired confidence level. A/B testing books on Amazon explain statistical methods.

URL shortening services can facilitate A/B testing by routing clicks on a single short URL to different destination pages based on a random split. This allows marketers to test landing page variations without creating multiple links or modifying the distribution channel.

Best practices for A/B testing include testing one variable at a time, running tests for a sufficient duration to account for day-of-week effects, ensuring statistical significance before declaring a winner, and documenting results for future reference. Growth hacking books on Amazon discuss testing strategies.

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FAQ

How many samples are needed for an A/B test?
For statistically significant results, you generally need hundreds to thousands of samples per variation. The smaller the expected difference in conversion rates, the more samples you need.
How can short URLs be used in A/B testing?
Create short URLs pointing to different landing pages and compare click-through and conversion rates. This makes it easy to test multiple variations within the same campaign.

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