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okay thats working yeah okay thats just sad youre never gonna clap as loudly again uh anyway uh thanks all uh lets keep going uh so uh as Amara mentioned Im shittish Im the senior analytics engineer at vouch so vouch is a company for Tech enabled business insurance for startups Ive put the link to uh like this is the slack channel so go in there if you have questions about whatever I talk about later uh and I guess uh as mentioned Im a DBT power user and software engineer turned analytics engineer so I used to be a software engineer and so a lot of this talk is about like stuff that I see in software engineering that I wish analytics engineering had okay so next uh so the agenda Okay so theres four key parts of this talk like what is change management getting started with change management scaling up change management and sort of like how we put it into practice with a technique that Ive called like automated guardrails theres a lot of words for these things but stick with