Apparatus and associated methods relate to a distributed analytics development platform (DADP) capable of automatically maintaining a multiple user development environment in real-time. In an illustrative example, a DADP includes a user interface (UI) layer, an application programming interface (API) layer, and an orchestration layer. The orchestration layer, for example, includes tool instances deployed for each of the multiple users. The orchestration layer may further include a multi-instance common orchestration service (COS) having an orchestration service instance (OSI) deployed in each of the tool instances. The COS, for example, may access a current state of each tool instance associated with the user in the orchestration layer and update a dynamic system state profile based on a current state of each of the tool instances. Various embodiments may advantageously provide an autonomously updated analytic development environment for deployment and maintenance of the tool instances in real-time.
