Abstract

Enterprise applications deployed in the cloud typically cause unneeded competition to develop between serverless technologies and containerization systems. The advantages of containers consist of specific control options and operational portability with reliable performance, although they cause orchestration complexities and higher operational costs. Serverless computing creates easy scalability and ease yet struggles with vendor constraints, startup, and reduced ability to manage executions. The article proposes a mixture of serverless functions and containerized services, which creates an optimal microservices architecture to enhance huge-scale enterprise application costeffectiveness and scalability while delivering better performance. The article analyzes pure approach restrictions followed by technical hybrid architecture design and a workload-specific paradigm selection framework. The paper explores integration patterns and analyzes performance versus cost-effectiveness, followed by studies of real-world financial technology and e-commerce and healthcare sector implementations. The hybrid approach lets enterprises use serverless agility with container control to create a new generation of cloud-native architectures.