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You'll be happy to hear Tableau Server for Linux will be out later this year!
If you're interested in getting your hands on it early, you can sign up for the Pre-Release program: Tableau Pre-Release Programs | Tableau Software
Beginning with Tableau 10.5.x(January 2018) we can install the Tableau Server on any of the below Linux flavors.
CentOS 7, Ubuntu 16.04 LTS, Red Hat Enterprise Linux (RHEL) 7, Oracle Linux 7