… PEMA (Practical Efficient Microservice Autoscaling), a lightweight microservice resource
manager … PEMA utilizes iterative feedback-based tuning to find efficient resource allocations that …

… in microservices has been one of the Quality of Service (QoS… provide a guarantee for quality
assurance of their services 3 … in selecting the effective autoscaling approaches. Due to that, …

… for ensuring energy efficiency in microservice systems. Additionally, … decisions is key to
energy efficiency, while variations in the … the correctness of microservice autoscaling decisions in …

… allocation while adhering to quality of service (QoS) constraints and … auto-scaling strategy
explicitly tailored for microservices … of selecting efficient autoscaling methods for microservices. …

… the problem of QoS-oriented microservice autoscaling in the edge … at the edge, in practice,
the microservices-based application is … structure for cost efficient microservice deployment,” in …

… , thus making it realistic by connecting it with realistic appliances. At the … within the cloud for
efficient exploitation of cloud server … However, there was no assurance on the prevention of in-…

… Here we propose µOpt as a computationally efficient model-based autoscaler for microservices…
Ahmed, “Practical efficient microservice autoscaling with qos assurance,” in Proc. 31st Int. …

… stable value while meeting SLO assurances, starting from an … enables precise resource
allocation and efficient autoscaling. … In this paper, the QoS indicator is chosen as CPU utilization, …

… Existing auto-scaling solutions for microservices focus on … to the containerized microservice
during the autoscaling events. … (Practical Efficient Microservice Autoscaling) for autoscaling …

… may also introduce complexities to the quality assurance of … microservice need to be running
to grant the desired QoS [Alip … -based auto-scaling mechanism to scale microservices in and …