Cloud-native architectures have revolutionized machine learning infrastructure, providing scalability, faster processing speeds, and improved resource allocation.Serverless computing reduces costs and maximizes performance, processing over a million requests per second.Container orchestration technologies enhance ML workload distribution, ensuring robust and scalable applications.Innovations in data processing, such as event-driven architectures and partitioning techniques, improve real-time processing and handle data skew.