The Digital Slide Archive (DSA) is an open-source containerized platform that provides the ability to store, manage, visualize and annotate large imaging data sets. The DSA consists of an analysis toolkit (HistomicsTK), an interface to visualize slides and manage annotations (HistomicsUI), a database layer (using Mongo), and a web-server that provides a rich API and data management tools (using Girder).