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Recent advancements in the cloud computing domain have resulted in huge strides toward simplifying the procurement of hardware and software for diverse needs. By moving enterprise workloads to managed cloud offerings (private, public,…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-22 Srini Bhagavan , Saravanan Balasubramanian , Prasad Reddy Annem , Thuan Ngo , Arun Soundararaj

Many large enterprises that operate highly governed and complex ICT environments have no efficient and effective way to support their Data and AI teams in rapidly spinning up and tearing down self-service data and compute infrastructure, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-03 Chinkit Patel , Kee Siong Ng

Cloud controllers aim at responding to application demands by automatically scaling the compute resources at runtime to meet performance guarantees and minimize resource costs. Existing cloud controllers often resort to scaling strategies…

Systems and Control · Computer Science 2015-07-03 Pooyan Jamshidi , Amir Sharifloo , Claus Pahl , Andreas Metzger , Giovani Estrada

When deploying mission-critical systems in the cloud, where deviations may have severe consequences, the assurance of critical decisions becomes essential. Typical cloud systems are operated by third parties and are built on complex…

Software Engineering · Computer Science 2023-12-20 Lev Sorokin , Ulrich Schoepp

Cloud computing has made federated database systems (FDBS) significantly more practical to implement than in the past. As part of a recent Web-based Geographic Information System (WebGIS) project, we are employing cloud-native technologies…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-02 Zheng Li , Nicolás Saldías-Vallejos , María Andrea Rodríguez , Austen Rainer

Microservice architecture is the common choice for cloud applications these days since each individual microservice can be independently modified, replaced, and scaled. However, the complexity of microservice applications requires automated…

Software Engineering · Computer Science 2022-07-15 Christoph Reile , Mohak Chadha , Valentin Hauner , Anshul Jindal , Benjamin Hofmann , Michael Gerndt

Cloud native architecture is about building and running scalable microservice applications to take full advantage of the cloud environments. Managed Kubernetes is the powerhouse orchestrating cloud native applications with elastic scaling.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-05 Chamath Wanigasooriya , Indrajith Ekanayake

The process of engineering and deploying applications in the edge/embedded space is massively complicated by the non-homogeneous nature of the software stack and the complexity of diagnostics & debugging. Often different languages and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-15 Anthony Arnold , Mark Marron

Cloud-native systems represent a significant leap in constructing scalable, large systems, employing microservice architecture as a key element in developing distributed systems through self-contained components. However, the decentralized…

Software Engineering · Computer Science 2024-07-25 Amr S. Abdelfattah

Modern applications have embraced separation of concerns as a first-order organizing principle through the use of containers, container orchestration, and service meshes. However, adaptation to unexpected network variation has not followed…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-11 HyunJong Lee , Shadi Noghabi , Brian Noble , Matthew Furlong , Landon P. Cox

Cloud-native is an approach to building and running scalable applications in modern cloud infrastructures, with the Kubernetes container orchestration platform being often considered as a fundamental cloud-native building block. In this…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-29 Michal Orzechowski , Bartosz Balis , Krzysztof Janecki

To run a cloud application with the required service quality, operators have to continuously monitor the cloud application's run-time status, detect potential performance anomalies, and diagnose the root causes of anomalies. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-01 Ruyue Xin , Hongyun Liu , Peng Chen , Paola Grosso , Zhiming Zhao

Large Language Models (LLMs) are revolutionizing numerous industries, but their substantial computational demands create challenges for efficient deployment, particularly in cloud environments. Traditional approaches to inference serving…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-25 Minxian Xu , Junhan Liao , Jingfeng Wu , Yiyuan He , Kejiang Ye , Chengzhong Xu

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

The acceleration of materials discovery requires digital platforms that go beyond data repositories to embed learning, optimization, and decision-making directly into research workflows. We introduce DataScribe, an AI-native, cloud-based…

Machine Learning · Computer Science 2026-01-14 Divyanshu Singh , Doguhan Sarıtürk , Cameron Lea , Md Shafiqul Islam , Raymundo Arroyave , Vahid Attari

Modern cloud-native systems require adapting dynamically to changing operational conditions, including service outages, traffic surges, and evolving user requirements. While existing benchmarks provide valuable testbeds for performance and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-30 Simon Bliudze , Giuseppe De Palma , Saverio Giallorenzo , Ivan Lanese , Gianluigi Zavattaro , Brice Arléon Zemtsop Ndadji

Modern cloud infrastructure is powered by cluster management systems such as Kubernetes and Docker Swarm. While these systems seek to minimize users' operational burden, the complex, dynamic, and non-deterministic nature of these systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-07 Bingzhe Liu , Gangmuk Lim , Ryan Beckett , P. Brighten Godfrey

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

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

Kubernetes has been for a number of years the default cloud orchestrator solution across multiple application and research domains. As such, optimizing the energy efficiency of Kubernetes-deployed workloads is of primary interest towards…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-16 Bjorn Pijnacker , Brian Setz , Vasilios Andrikopoulos