Disclosed are methods and apparatuses for generating or updating dynamic context data associated with a digital request data object in a multi-application network. receiving, a first input associated with the digital request data object; determining based on the first input, the digital request data object from the one or more databases associated with the multi-application network; determining profile data indicating one or more of: user data associated with first input, and trajectory data associated with one or more computing operations executed on the digital request data object; extracting metadata associated with the digital request data object; receiving a second input associated with the digital request data object; generating, based on the metadata, the profile data, and the second input, dynamic context data for the digital request data object; and storing the dynamic context data in the one or more databases associated with the multi-application network.