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Here is some info from Jason Grout, who managed to set up a Sage Server:

"The biggest bottleneck seems to be RAM; that will determine how many simultaneous users you can have. From some informal tests, it seems that the Sage notebook uses about 150MB of RAM for the server and about 50MB for a worksheet instance."

From here: http://wiki.sagemath.org/SageServer#HardwareRequirements