Don't use Star Star K, KWR unless you're doing something like this. I think it's one of the few times you should use it. There's some other glue kind of infrastructure times that are good to use it. As Talk Python listeners, you can save 20% off any premium plan for the next three months. Just use the code Talk Python, all caps, no spaces.