R Markdown is very powerful. That being said, I still find myself using Jupyter notebooks instead due to first-class language kernel support of non-R languages (which was not the case at Rmarkdown's launch, when Jupyter was still IPython), and GitHub integration for rendering notebooks.
The dynamic aspect of Rmarkdown is done through HTMLWidgets, which also works with Jupyter notebooks too. (But not via the GitHub integration mentioned earlier.)