From a capabilities perspective, Tableau and Power BI have everything and the kitchen sink. But they tend to be $$$$ because of licensing costs, paying for extr

From a capabilities perspective, Tableau and Power BI have everything and the kitchen sink. But they tend to be $$$$ because of licensing costs, paying for extras, and because you need lots and lots of training for devs, analysts, and end users. Oh, and practically Windows only. There's a new generation of these tools that started web-first. They don't have all the bells and whistles but the learning curve is way lower. So far none have truly stand ahead of the rest but there are some promising ones. But because you almost always need a dev-in-the-loop, almost every company needing a tool like this starts with a DIY open source solution.