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Funnels are a massive part of analytics and data engineering, and what does that mean? So you have a funnel is something where you have a lot of people at the top and you have not as many people at the bottom. And so you want to push people through funnels to make more money, to get more growth, to get more engagement. There's so many different paths that funnels are necessary for, and the data engineering behind it is somewhat complicated. In this course, we're going to be covering how to do good funnel analysis, and uh I hope you enjoy it, because we're gonna do funnel analysis just like they do at Meta. So I'm sure y'all have seen this meme, uh, this meme is, uh, I don't know, I've probably seen this meme at least like once a month on LinkedIn, where the, the technical interview for data engineering, the SQL interview, they're gonna ask you all sorts of crazy stuff and you might get like these crazy like self-joined questions or ranking questions or like and then like and then when you actually do the job, like the odds that you actually use those functions are a little bit lower. I found that like. That there's more overlap between the data engineering SQL interview and the data engineering job than there is between like the software engineering le code interview and the software engineering job.