Teradata believes in principles of self-service, automation, and on-demand resource allocation to enable faster, more efficient, and more effective data application development and operation. The document discusses the Lambda architecture, alternatives like the Kappa architecture, and a vision for an "Omega" architecture. It provides examples of how to build real-time data applications using microservices, event streaming, and loosely coupled services across Teradata and other data platforms like Hadoop.