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a/b testing

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ShopperCove

Hands-on notes on developer tools, written after the tool has actually been run.

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YouTube Test and Compare Thumbnails: How Is a Winner Picked?

Who can use YouTube's built-in thumbnail and title test, how to set it up, and how to read Winner, Performed Same and Inconclusive.

21 Oct 20264 min read
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Do YouTube Thumbnails Still Matter in 2026?

YouTube says half of all channels and videos have an impressions click-through rate between 2% and 10%, and its own A/B tests now pick winners by watch time, not clicks. What YouTube says, where feed previews and Shorts reduce the thumbnail's role, what testing shows about style, and how to decide how much effort to spend.

9 Oct 20266 min read
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