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It is much easier to scale one million node accessing a flat file over a DFS than it is over to a database.

They are also much easier to distribute. I can just upload my arbitrarily large hdf5 file to your ftp server and you can just open it in matlab/jupyter and start playing around with it. Doing the same with a database (other than sqlite) is really hard and requires that our database versions align and you'll probably need help from someone from your IT dept. to get the right version installed and so on.




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