I have used Sage extensively on a couple HPC clusters.  While I used to 
build it from source, I use conda/mamba to install Sage:

https://doc.sagemath.org/html/en/installation/conda.html

and strongly recommend this approach today.

As for a local or shared install, Sage opens a staggeringly large number of 
files on startup.  On a shared file system, this can result in very slow 
startup times (30 seconds or even more) even though starting Sage takes 
just a few seconds on one's laptop.

Best,

Nathan


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