Continuous applications are end-to-end programs that respond instantly to data. Continuous application embodies the streaming process and it incorporates static data the whole time. Continuous applications capture input streams, then mix them with static or offline data, and occasionally apply machine learning to the combined data before returning the results.
Source DataBricks
