Cloud-native architecture is characterized by the use of microservices, containers, container orchestration platforms, horizontal scalability, automation, and reliance on cloud-native services. Non-cloud-native architecture typically involves monolithic applications, traditional deployment on infrastructure, vertical scalability, manual management, and self-managed services.