The more you go in data analysis, the more you understand that the most suitable tool for coding and visualizing is not a pure code, or SQL IDE, or even simplified data manipulation diagrams (aka workflows or jobs). From some point you realize that you need a mix of these all – that’s what “notebook” platforms are. I have tried two most powerful of them in production use with about 20+ analytic users. My experience is described in this article.