When deploying microservices in production clusters, it is critical to automatically scale
containers to improve cluster utilization and ensure service level agreements (SLA) …

Deploying microservice instances on the edge device close to end users can provide on-site
processing thus reducing request response time. Each microservice has multiple instances …

User-facing applications often experience excessive loads and are shifting towards the
microservice architecture. To fully utilize heterogeneous resources, current datacenters have …

Microservices and monolithic systems are two prevalent architectural approaches in
software development. This study provides a complete review and analysis of the key …

Current microservice applications always meet with load and call graph dynamics. These
dynamics can easily lead to inappropriate resource allocation for microservices, and further …

Microservice architectures have gained prominence in both academia and industry, offering
enhanced agility, reusability, and scalability. To simplify scaling operations in microservice …

Building a scalable system has been found to be an even greater challenge than developing
software in general, due to the complexity and otherwise involved in its development …

Microservice applications are made of many interacting microservices that can leverage
different cloud servers to distribute the computational load horizontally, so these applications …

Microservices are containerized, loosely coupled, interactive smaller units of the application
that can be deployed, reused, and maintained independently. In a microservices-based …

We present a framework that lets a service provider achieve end-to-end management
objectives under varying load. Dynamic control actions are performed by a reinforcement …