This paper analyzes the main influencing factors related to the formation mechanism and optimization path of cold starts, focusing on code download, instance startup, runtime initialization, and user code initialization, and summarizes methods such as container reuse, snapshot recovery, warm-up and elastic scaling, intelligent scheduling, and machine learning-based instance lifecycle management.
Cold start latency remains one of the main challenges in serverless computing, particularly for Function-as-a-Service (FaaS) applications operating under dynamic workloads. Runtime initialization, dependency loading, and resource allocation increase response latency and reduce system performance. Although numerous cold...
O. Kisseleva, К. К. Абдраманов, N. Vitaliy et al.· NEWS of National Academy of...· 0 citations
Cloud-based applications require architectures that can maintain efficient application loading and performance as workload increases. This study developed and experimentally evaluated three functionally equivalent e-commerce implementations: Monolithic, Baseline Microservices, and Proposed Microservices architectures....
Ikediego Henrietta Onyinyechi, A. Godspower, Chekwube Georgina Nwankwo et al.· International journal of re...· 0 citations
A dynamic priority scheduling framework at the kernel level that enhances the CPU allocation to latency-sensitive containers running in Kubernetes environments and reveals a significant improvement in terms of latency reduction, enhanced throughput, efficient utilization of CPU resources, and stable performance of sche...
T. Rajkumar, Nishanth D., P. M et al.· Journal of Soft Computing Pa...· 0 citations
An extensive critical review of serverless functions in cloud–edge environments reveals that cloud–edge serverless systems need accountable placement, state-aware workflows, reproducible benchmarking, trustworthy orchestration, and carbon-aware lifecycle control, which can be achieved only by going beyond latency and e...
Abdullah Abbasi, D. Hakro, Asad Ullah et al.· Future Internet· 0 citations
Modern cloud computing infrastructure relies heavily on virtualization to provide workload isolation and resource efficiency. While containers have become the dominant deployment primitive due to their fast orchestration compared to traditional virtual machines, they still introduce non-trivial overhead. WebAssembly (W...
Joshua Bauer, Sebastian Werner, Maria C. Borges· 0 citations
Serverless computing provides a flexible and scalable manner of execution for latency-sensitive applications; nevertheless, cold start delay still remains a critical difficulty, especially when dealing with SLOs (Service Level Objectives). for edge environments that are resource-constrained. Current cold start mitigati...
Mohammed Abdul Bari, M. Fasihuddin, Mohd Ashraf et al.· 2026 International Conferenc...· 0 citations
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