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A complex deployment

In the context of a web service we deploy a large stack of tools that invoke other tools. The web servers require multiple versions of Python (2.4, 2.7 and 3.x series) mostly because of incompatibilities between Python modules and their bindings. We also have tools in there that are written in R (some with Python RPy2 bridges), C, C++, D, Elixir, Fortran - you name it.