The white paper 'DBA 101: Calling All New Database Administrators' by Gustavo René Antúnez provides essential insights for beginners and current users of Oracle’s 12c database technology, focusing on core architecture, common performance issues, and evolving DBA roles. It discusses key concepts like database instances, the multitenant architecture, and the importance of proper index management and automatic workload repository. Overall, the document serves as a foundational guide to help new DBAs effectively manage and administer Oracle databases.