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Welcome to IWETHEY!

New Yeah, we're going to use that
but we want to have a host that we own and control completely. The AWS stuff is going to be used for capacity flux as we go forward.

I actually developed a couple of custom images for AWS for us a couple of years ago, but the dev team never got around to doing more than basic setup for the other parts of that application. The ability to boot up new hosts and add them to the cluster/distributed network in minutes is quite awesome.
New If that's the case...
Use the same OS your AWS images will use. And since the main choices there are Amazon or Ubuntu, that might inform your decision.
Regards,
-scott
Welcome to Rivendell, Mr. Anderson.
     Recommendations of linux distros - (jake123) - (18)
         Do you require 3rd party software? - (crazy)
         crazy makes sense. - (Another Scott) - (1)
             Concur - (scoenye)
         depends on mnagement - (boxley) - (2)
             Third option: - (pwhysall) - (1)
                 exactly, get the app you need then ask what it runs on -NT - (boxley)
         You know where I typically stand, but... - (folkert) - (1)
             Yeah - (jake123)
         I use all AWS these days - (malraux) - (2)
             Yeah, we're going to use that - (jake123) - (1)
                 If that's the case... - (malraux)
         Okay, thanks for all the input guys - (jake123) - (1)
             Sounds like my laptop - (drook)
         Good god - (jake123) - (4)
             Do we dare ask? -NT - (Another Scott)
             Even Debian's text install? - (folkert) - (2)
                 Didn't try Debian. - (jake123) - (1)
                     Is PXEBoot an option? - (Another Scott)

IANK.
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