Benefit of a Relational Embedded Database for Industrial Automation Systems

Developers and managers generally start their projects with a set of common questions. What are the important characteristics for selecting an embedded database for an industrial automation system?  What can a database offer beyond recovery from power failure, preventing data loss, or reducing flash media wear? What are the hidden costs when selecting an embedded database?