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so kind of still on the subject of these microservices like one of the topics is this idea of um versioning Canary deployments like how do you do that and typically what I see a lot of people do is use some sort of like API Gateway to be able to do that maybe theyamp;#39;ll like put together a big open API spec and at least Iamp;#39;m familiar with like AWS API Gateway where you know youamp;#39;re able to to do some like Canary you know deployments maybe youamp;#39;re just doing that with a load balancer but thereamp;#39;s a lot of different ways people do this um and then thereamp;#39;s like a naps way to do this right and and it turns out itamp;#39;s kind of like again a composition of a couple of our different Technologies and how they work to kind of Express like a lot of the same outcomes and so do you want to talk a little bit more about um what versioning canary deployments look like yeah yeah so this is a fairly short but I think pretty important um topic uh and and litt