About five percent of all Tweets come from bots, with a rate as high as 20% for trending hashtags like #COVID-19, according to a study from NortonLifeLock. Perhaps more interesting, they just released a free test version of a browser extension that can classify individual Tweets in your personal Twitter feed.

CDPs are increasingly used by corporate IT departments, so it’s worth understanding how IT staff thinks. Integration platform vendor Cleo found that IT sees the biggest benefits from improved integration as reduced cost (66%) and meeting service level agreements (57%). Happier customers come in third at 53%. IT finds legacy applications to be the biggest integration challenge, a position marketers are more likely to share.

YouTube is not just a video platform, of course, it’s also a powerful search engine and it has begun testing a Google AI Overviews carousel that will appear in results for selected queries. Given the threat AI Overviews is perceived to pose to click-thru traffic in Google Search results, there’s a question about whether the YouTube initiative could depress click-thrus to brand and creator videos. Right now, the feature is only visible to a sub-set of U.S. premium users.