A database administrator (DBA) keeps database systems operating, secure, maintainable, and available. Administrative DBAs focus on reliable operation, while development DBAs design structures and optimize application performance; many roles overlap. section 10.0 section 10.6.4
Typical administrative DBA concerns include:
- Creating and optimizing queries and database objects. section 10.0
- Maintaining recoverability and performance across heterogeneous database environments. section 10.0
- Managing sensitive data with human judgment about governance, compliance, and ethics. section 10.6.4
Explaining a data-refresh request
When a vendor requests production data in a test environment, a DBA can clarify responsibilities with a librarian analogy: the DBA maintains access to the database, while people who understand the vendor’s data relationships should handle de-identification. section 10.4.1
AI can help generate SQL, explain concepts, translate between platforms, and guide administrative tasks, but it does not replace DBA judgment in data modeling, sensitive-data handling, or compliance. section 10.0 section 10.6.4

