Data needs to be its own thing. When data is only understood by the application that has created it, then developing other applications become costly. Plus, applying AI inferencing on the data requires separate training for each application. Again, data needs to be its own thing. And I would add: Semantic data technologies are the way to go, rather than today's relational and NoSQL data.