Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems

by Martin Kleppmann

Databases require you to structure data according to a particular model (e.g., relational or documents), whereas files in a distributed filesystem are just byte sequences, which can be written using any data model and encoding.