This systematic review evaluates the architectural principles, integration challenges, and performance trade-offs of Object-Oriented (OO), Object-Relational (OOR), Relational (SQL), and NoSQL databases, focusing on their evolution, interoperability, and benchmarking outcomes. The study adopts the…