Streamlet really has taken the world by storm, it seems like since they came out in what was it 2018 something like that. I do have to say I was very taken aback by the simplicity of their programming model when it first came out. The cost to spin up a new streamlet app is so low that he actually uses this instead of Jupyter notebooks to do interactive, you know, exploratory data analysis. It's not even complex, but just like you're you sooner or later will often in a surprising way smack into some surprising wall.