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We present the architecture of a cloud native version of IBM Streams, with Kubernetes as our target platform. Streams is a general purpose streaming system with its own platform for managing applications and the compute clusters that…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-02 Scott Schneider , Xavier Guerin , Shaohan Hu , Kun-Lung Wu

Businesses have made increasing adoption and incorporation of cloud technology into internal processes in the last decade. The cloud-based deployment provides on-demand availability without active management. More recently, the concept of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-01 Ying Mao , Yuqi Fu , Suwen Gu , Wenrui Mu , Long Cheng , Qingzhi Liu

The move towards the microservice based architecture is well underway. In this architectural style, small and loosely coupled modules are developed, deployed, and scaled independently to compose cloud-native applications. However, for…

Software Engineering · Computer Science 2019-01-16 Leila Abdollahi Vayghan , Mohamed Aymen Saied , Maria Toeroe , Ferhat Khendek

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 widespread adoption of cloud computing has resulted in the proliferation of open source cloud computing frameworks that give more control to enterprises over their data and networks. Though the benefits of open source software are…

Software Engineering · Computer Science 2018-05-16 Irum Rauf , Elena Troubitsyna

This project aims to explore the process of deploying Machine learning models on Kubernetes using an open-source tool called Kubeflow [1] - an end-to-end ML Stack orchestration toolkit. We create end-to-end Machine Learning models on…

Machine Learning · Computer Science 2022-06-29 Aditya Pandey , Maitreya Sonawane , Sumit Mamtani

Modern distributed applications increasingly rely on cloud-native platforms to abstract the complexity of deployment and scalability. As the de facto orchestration standard, Kubernetes enables this abstraction, but its declarative…

Software Engineering · Computer Science 2025-05-30 Philippe Merle , Fabio Petrillo

Modern cluster management systems like Kubernetes and Openstack grapple with hard combinatorial optimization problems: load balancing, placement, scheduling, and configuration. Currently, developers tackle these problems by designing custom…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-10 Lalith Suresh , Joao Loff , Faria Kalim , Nina Narodytska , Leonid Ryzhyk , Sahan Gamage , Brian Oki , Zeeshan Lokhandwala , Mukesh Hira , Mooly Sagiv

The escalating complexity of applications and services encourages a shift towards higher-level data processing pipelines that integrate both Cloud-native and HPC steps into the same workflow. Cloud providers and HPC centers typically…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-26 Antony Chazapis , Evangelos Maliaroudakis , Fotis Nikolaidis , Manolis Marazakis , Angelos Bilas

A key challenge for supporting elastic behaviour in cloud systems is to achieve a good performance in automated (de-)provisioning and scheduling of computing resources. One of the key aspects that can be significant is the overheads…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-31 Víctor Medel , Rafael Tolosana-Calasanz , José Ángel Bañares , Unai Arronategui , Omer F. Rana

Kubernetes has become the foundation of modern cloud-native infrastructure, yet its management remains complex and fragmented. Administrators must navigate a vast API surface, manage heterogeneous workloads, and coordinate tasks across…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-03 Mohsen Seyedkazemi Ardebili , Andrea Bartolini

The architectural style of microservices has been gaining popularity in recent years. In this architectural style, small and loosely coupled modules are deployed and scaled independently to compose cloud-native applications. Carrier-grade…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-29 Leila Abdollahi Vayghan , Mohamed Aymen Saied , Maria Toeroe , Ferhat Khendek

Kubernetes has emerged as a leading open-source platform for container orchestration, allowing organizations to efficiently manage and deploy containerized applications at scale. This paper investigates the performance of four Kubernetes…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-05 Hossein Aqasizade , Ehsan Ataie , Mostafa Bastam

The CMS experiment heavily relies on the CMSWEB cluster to host critical services for its operational needs. The cluster is deployed on virtual machines (VMs) from the CERN OpenStack cloud and is manually maintained by operators and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-31 Muhammad Imran , Valentin Kuznetsov , Lina Marcella , Katarzyna Maria Dziedziniewicz-Wojcik , Andreas Pfeiffer , Panos Paparrigopoulos

Containers are standalone, self-contained units that package software and its dependencies together. They offer lightweight performance isolation, fast and flexible deployment, and fine-grained resource sharing. They have gained popularity…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-04 Maria A. Rodriguez , Rajkumar Buyya

Cloud computing has emerged as a popular paradigm and an attractive model for providing a reliable distributed computing model.it is increasing attracting huge attention both in academic research and industrial initiatives. Cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-27 Bashir Mohammed , Sibusiso Moyo , K. M Maiyama , Sulayman Kinteh , Al Noaman M. K. Al-Shaidy , M. A. Kamala , M. Kiran

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

The demand for smartness in embedded systems has been mounting up drastically in the past few years. Embedded system today must address the fundamental challenges introduced by cloud computing and artificial intelligence. KubeEdge [1] is an…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-21 Sean Wang , Yuxiao Hu , Jason Wu

TCP/IP network stack is irreplaceable for Web services in datacenter front-end servers, and the demand for which is growing rapidly for emerging high concurrency network service applications (including Internet, Internet of Things, mobile…

Networking and Internet Architecture · Computer Science 2022-10-18 WL Zhang , YF Shen , H Song , Zh Zhang , K Liu , Q Huang , MY Chen

Context: The emergence of quantum computing proposes a revolutionary paradigm that can radically transform numerous scientific and industrial application domains. The ability of quantum computers to scale computations beyond what the…

Quantum Physics · Physics 2024-08-07 Vlad Stirbu , Otso Kinanen , Majid Haghparast , Tommi Mikkonen
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