Application data does not always fit clean relational tables. Product teams often need to store nested objects, evolving attributes, and event-like records without rewriting migrations for every schema change. Managed NoSQL services solve scale and operations, but they can tie data modeling, pricing, and deployment region to one cloud vendor.
The bigger concern is long-term portability. Once app code, indexes, and operational playbooks depend on a managed database API, moving becomes expensive. Teams that want document modeling with more deployment choice need to understand both the database capabilities and the license terms behind them.