Presented herein are systems, methods, and architectures related to a scalable and platform-agnostic framework that leverages multiple pluggable connectors to retrieve clinical trial data from different data sources (e.g. corresponding to different systems used to collect and manage data collected over the course of a clinical trial). The clinical connector technology described herein transforms the retrieved data to one or more standardized representations using one or more pre-defined data models. By providing clinical trial data to the client applications of stakeholders in one or more standardized formats (e.g. represented according to a standardize pre-defined data model), irrespective of the source of the clinical trial data, the systems, methods, and architectures described herein obviate the need for stakeholders to modify their workflow depending on the particular source.