I think the most important thing to consider with respect to the parameter server is the API; in particular, the python API is very good, and you can easily retrieve and work with any subtree of the parameter server namespace, and easily store lists within a parameter. Doing similar operations from C++, by comparison, is very cumbersome, requiring manual manipulation of the XMLRPC data structures and manual casting or conversion operations.