We will discuss and demonstrate some of the exciting features that have been added to version 3 of the plotly Python visualization library. These include ipywidgets integration for building ad-hoc dashboards in the Jupyter Notebook, support for exporting publication quality static images, Latex integration, and more. We will conclude with glimpse into the future direction of the project.