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Performance benchmarking is a common practice in software engineering, particularly when building large-scale, distributed, and data-intensive systems. While cloud environments offer several advantages for running benchmarks, it is often…

Software Engineering · Computer Science 2025-04-17 Sören Henning , Adriano Vogel , Esteban Perez-Wohlfeil , Otmar Ertl , Rick Rabiser

In recent years, as more enterprises have moved their infrastructure to the cloud, significant challenges have emerged in achieving holistic cloud spend visibility and cost optimization. FinOps practices provide a way for enterprises to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-28 Saurabh Deochake

The Big Data management is a problem right now. The Big Data growth is very high. It is very difficult to manage due to various characteristics. This manuscript focuses on Big Data analytics in cloud environment using Hadoop. We have…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-10-17 Mansaf Alam , Kashish Ara Shakil

Cloud computing, offering on-demand access to computing resources through the Internet and the pay-as-you-go model, has marked the last decade with its three main service models; Infrastructure as a Service (IaaS), Platform as a Service…

Networking and Internet Architecture · Computer Science 2023-12-29 Berat Can Senel , Maxime Mouchet , Justin Cappos , Olivier Fourmaux , Timur Friedman , Rick McGeer

Cloud computing infrastructures increasingly rely on geographically distributed data centers to meet the growing demand for low latency, high availability, and cost-efficient service delivery. In this context, load balancing plays a…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-12 Saeid Aghasoleymani Najafabadi , Elaheh Nabavi Nia

The three traditional cloud delivery models -- IaaS, PaaS, and SaaS -- constrain access to cloud resources by hiding their raw functionality and forcing us to use them indirectly via a restricted set of actions. Can we introduce a new…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-12-12 Dan C. Marinescu , Ashkan Paya , John P. Morrison , Philip Healy

While edge computing is envisioned to superbly serve latency sensitive applications, the implementation-based studies benchmarking its performance are few and far between. To address this gap, we engineer a modular edge cloud computing…

Networking and Internet Architecture · Computer Science 2020-09-02 Francisco Carpio , Marta Delgado , Admela Jukan

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

In cloud event processing, data generated at the edge is processed in real-time by cloud resources. Both distributed stream processing (DSP) and Function-as-a-Service (FaaS) have been proposed to implement such event processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-15 Tobias Pfandzelter , Sören Henning , Trever Schirmer , Wilhelm Hasselbring , David Bermbach

Edge computing has become a very popular service that enables mobile devices to run complex tasks with the help of network-based computing resources. However, edge clouds are often resource-constrained, which makes resource allocation a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-02 Caroline Rublein , Fidan Mehmeti , Mark Mahon , Thomas F. La Porta

Recently, we have witnessed workflows from science and other data-intensive applications emerging on Infrastructure-asa-Service (IaaS) clouds, and many workflow service providers offering workflow as a service (WaaS). The major concern of…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-05-01 Amelie Chi Zhou , Bingsheng He , Cheng Liu

Conducting a research in an efficient, repetitive, evaluable, but also convenient (in terms of development) way has always been a challenge. To satisfy those requirements in a long term and simultaneously minimize costs of the software…

Software Engineering · Computer Science 2014-03-18 Piotr Jan Dendek , Artur Czeczko , Mateusz Fedoryszak , Adam Kawa , Piotr Wendykier , Lukasz Bolikowski

In Function as a Service (FaaS), a serverless computing variant, customers deploy functions instead of complete virtual machines or Linux containers. It is the cloud provider who maintains the runtime environment for these functions. FaaS…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-16 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

This article presents the ALOJA project and its analytics tools, which leverages machine learning to interpret Big Data benchmark performance data and tuning. ALOJA is part of a long-term collaboration between BSC and Microsoft to automate…

Machine Learning · Computer Science 2015-11-09 Josep Ll. Berral , Nicolas Poggi , David Carrera , Aaron Call , Rob Reinauer , Daron Green

In a continuous deployment setting, Function-as-a-Service (FaaS) applications frequently receive updated releases, each of which can cause a performance regression. While continuous benchmarking, i.e., comparing benchmark results of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-20 Tim C. Rese , Nils Japke , Sebastian Koch , Tobias Pfandzelter , David Bermbach

Edge computing is promoted to meet increasing performance needs of data-driven services using computational and storage resources close to the end devices, at the edge of the current network. To achieve higher performance in this new…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-04-20 Klervie Toczé , Simin Nadjm-Tehrani

Services hosted in multi-tenant cloud platforms often encounter performance interference due to contention for non-partitionable resources, which in turn causes unpredictable behavior and degradation in application performance. To grapple…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-15 Yogesh D. Barve , Shashank Shekhar , Ajay Dev Chhokra , Shweta Khare , Anirban Bhattacharjee , Zhuangwei Kang , Hongyang Sun , Aniruddha Gokhale

Function as a Service (FaaS) permits cloud customers to deploy to cloud individual functions, in contrast to complete virtual machines or Linux containers. All major cloud providers offer FaaS products (Amazon Lambda, Google Cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-12 Pawel Zuk , Krzysztof Rzadca

Cloud computing provides ubiquitous and on-demand access to vast reconfigurable resources that can meet any computational need. Many service models are available, but the Infrastructure as a Service (IaaS) model is particularly suited to…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-29 Gianluca Longoni , Ryan LaMothe , Jeremy Teuton , Mark Greaves , Nicole Nichols , William Smith

Nowadays many companies have available large amounts of raw, unstructured data. Among Big Data enabling technologies, a central place is held by the MapReduce framework and, in particular, by its open source implementation, Apache Hadoop.…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-18 Eugenio Gianniti , Danilo Ardagna , Michele Ciavotta , Mauro Passacantando