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The Sage notebook does not support more than one webserver accessing the same directory. If you did that, it would likely corrupt the database of users and more.

However, the notebook does support using multiple servers to do computations. See the server_pool option to the notebook() command. In this case, each server should have access to the sage notebook directory.

See the Sage Server wiki page for instructions for how to set this up on a single computer. You could use multiple computers if the sage notebook directory were somehow shared between the computers. The only reason for sharing the sage notebook directory is so that output files can be saved permanently.