Hi Amine,

rasterio is definitely a great tool. But, if you are looking for an interface to it similar to pandas, you may be interested in rioxarray. It wraps the rasterio code and gives you an xarray (n-dimensional pandas) interface.

Here is a link to some examples that show how to do operations such as reproject and clip.
https://corteva.github.io/rioxarray/html/examples/examples.html

Hope this helps,
Alan