Built backend services and REST APIs on top of Oracle Database, handling data retrieval, query execution, and the business logic connecting the AI layer to enterprise datasets. Oracle environments present specific challenges: complex relationships, legacy structures, and schema conventions that differ significantly from modern databases. Getting reliable analytics outputs required careful handling of that complexity at the data layer.