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Online services strive to maintain application responsiveness even when the traffic is unpredictable and fluctuating. Today's online services are commonly deployed as chains of microservices, each microservice packaged as one or more…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-25 Dilina Dehigama , Shyam Jesalpura , David Schall , Antonios Katsarakis , Marios Kogias , Rakesh Kumar , Boris Grot

The massive growth of mobile and IoT devices demands geographically distributed computing systems for optimal performance, privacy, and scalability. However, existing edge-to-cloud serverless platforms lack location awareness, resulting in…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-26 Mohammadreza Malekabbasi , Tobias Pfandzelter , Trever Schirmer , David Bermbach

Running microbenchmark suites often and early in the development process enables developers to identify performance issues in their application. Microbenchmark suites of complex applications can comprise hundreds of individual benchmarks…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-30 Trever Schirmer , Tobias Pfandzelter , David Bermbach

Serverless architectures, particularly the Function as a Service (FaaS) model, have become a cornerstone of modern cloud computing due to their ability to simplify resource management and enhance application deployment agility. However, a…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-16 Alexandre Savi Fayam Mbala Mouen , Jerry Lacmou Zeutouo , Vianney Kengne Tchendji

Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-20 Quoc Lap Trieu , Bahman Javadi , Jim Basilakis , Adel N. Toosi

Serverless computing offers an event driven pay-as-you-go framework for application development. A key selling point is the concept of no back-end server management, allowing developers to focus on application functionality. This is…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-11 Daniel Kelly , Frank G Glavin , Enda Barrett

Developing stateful cloud applications, such as low-latency workflows and microservices with strict consistency requirements, remains arduous for programmers. The Stateful Functions-as-a-Service (SFaaS) paradigm aims to serve these use…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-27 Kyriakos Psarakis , George Christodoulou , George Siachamis , Marios Fragkoulis , Asterios Katsifodimos

Serverless computing is an emerging cloud computing paradigm for developing applications at the function level, known as serverless functions. Due to the highly dynamic execution environment, multiple identical runs of the same serverless…

Software Engineering · Computer Science 2025-01-14 Jinfeng Wen , Zhenpeng Chen , Federica Sarro , Shangguang Wang

Computing needs for high energy physics are already intensive and are expected to increase drastically in the coming years. In this context, heterogeneous computing, specifically as-a-service computing, has the potential for significant…

Serverless computing significantly alters software development by abstracting infrastructure management and enabling rapid, modular, event-driven deployments. Despite its benefits, the distinct characteristics of serverless functions, such…

Software Engineering · Computer Science 2025-09-05 Amine Barrak , Emna Ksontini , Ridouane Atike , Fehmi Jaafar

The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move away from a cloud-centric…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-15 Hamza Javed , Adel N. Toosi , Mohammad S. Aslanpour

Graph processing systems are essential for analyzing large-scale data with complex relationships, yet most existing frameworks rely on statically provisioned clusters, resulting in poor elasticity and inefficient resource utilization under…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-13 Chen Zhao , Parsa Poorsistani , Mohammad Goudarzi , Tawfiq Islam , Adel N. Toosi

The metadata service (MDS) sits on the critical path for distributed file system (DFS) operations, and therefore it is key to the overall performance of a large-scale DFS. Common "serverful" MDS architectures, such as a single server or…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-22 Benjamin Carver , Runzhou Han , Jingyaun Zhang , Mai Zheng , Yue Cheng

Serverless clouds promise efficient scaling, reduced toil and monetary costs. Yet, serverless-ing a complex, legacy application might require major refactoring and thus is risky. As a case study, we use Airflow, an industry-standard…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-04 Filip Mikina , Pawel Zuk , Krzysztof Rzadca

Serverless computing is an emerging cloud paradigm that offers an elastic and scalable allocation of computing resources with pay-as-you-go billing. In the Function-as-a-Service (FaaS) programming model, applications comprise short-lived…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-23 Wei Qiu , Marcin Copik , Yun Wang , Alexandru Calotoiu , Torsten Hoefler

Serverless functions are a cloud computing paradigm where the provider takes care of resource management tasks such as resource provisioning, deployment, and auto-scaling. The only resource management task that developers are still in…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-08 Simon Eismann , Long Bui , Johannes Grohmann , Cristina L. Abad , Nikolas Herbst , Samuel Kounev

In hosting environments such as IaaS clouds, desirable application performance is usually guaranteed through the use of Service Level Agreements (SLAs), which specify minimal fractions of resource capacities that must be allocated for use…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-03 Vatche Ishakian , Azer Bestavros , Assaf Kfoury

Recently, serverless computing has gained recognition as a leading cloud computing method. Providing a solution that does not require direct server and infrastructure management, this technology has addressed many traditional model problems…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-20 Mohsen Ghorbian , Mostafa Ghobaei-Arani

Function-as-a-Service is a popular cloud programming model that supports developers by abstracting away most operational concerns with automatic deployment and scaling of applications. Due to the high level of abstraction, developers rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-17 Trever Schirmer , Nils Japke , Sofia Greten , Tobias Pfandzelter , David Bermbach

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-20 Anupama Mampage , Rajkumar Buyya