Various embodiments are generally directed to an apparatus and method for generating a general request having structures and information to perform an analytical calculation on data stored in a distributed database system and converting the structures and information of the general request to a compute request having a request format conforming to a query language used by the distributed database system. Various embodiments may also include sending the compute request to a node of the distributed database system and receiving a compute response from the node of the distributed database system, the compute response including a result set of the analytical calculation performed on data local to the node from an analytic container implemented by the node, the analytic container including an embedded process to replicate an execution environment hosted within the distributed database system used by a client application.