Techniques are disclosed for allowing administrators to manage runtime environments (RTEs). An RTE configuration component prompts for metadata characterizing a plurality of dynamically configurable runtime environments (RTE) for executing data queries. The RTE configuration component generates an RTE definition to associate with each of the plurality of RTEs. When a query is received for execution, the RTE configuration component dynamically configures the server computing system for query execution according to a selected one of the plurality of RTE definitions.