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[Context] Microservices enable the decomposition of applications into small and independent services connected together. The independence between services could positively affect the development velocity of a project, which is considered an…

Software Engineering · Computer Science 2023-06-22 Nyyti Saarimaki , Mikel Robredo , Sira vegas , Natalia Juristo , David Taibi , Valentina Lenarduzzi

Model autoscaling is the key mechanism to achieve serverless model-as-a-service, but it faces a fundamental trade-off between scaling speed and storage/memory usage to cache parameters, and cannot meet frequent scaling requirements across…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-17 Dingyan Zhang , Haotian Wang , Yang Liu , Xingda Wei , Yizhou Shan , Rong Chen , Haibo Chen

Microservice architecture has become a dominant architectural style in the service-oriented software industry. Poor practices in the design and development of microservices are called microservice bad smells. In microservice bad smells…

Software Engineering · Computer Science 2024-04-03 Weipan Yang , Yongchao Xing , Yiming Lyu , Zhihao Liang , Zhiying Tu

Achieving fully autonomous driving systems requires learning rational decisions in a wide span of scenarios, including safety-critical and out-of-distribution ones. However, such cases are underrepresented in real-world corpus collected by…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Haochen Tian , Tianyu Li , Haochen Liu , Jiazhi Yang , Yihang Qiu , Guang Li , Junli Wang , Yinfeng Gao , Zhang Zhang , Liang Wang , Hangjun Ye , Tieniu Tan , Long Chen , Hongyang Li

Automotive companies increasingly adopt scaled agile methods to allow them to deal with their organisational and product complexity. Suitable methods are needed to ensure safety when developing automotive systems. On a small scale, R-Scrum…

Software Engineering · Computer Science 2019-12-02 Jan-Philipp Steghöfer , Eric Knauss , Jennifer Horkoff , Rebekka Wohlrab

Microservices have become the de-facto software architecture for cloud-native applications. A contentious architectural decision in microservices is to compose them using choreography or orchestration. In choreography, every service works…

Software Engineering · Computer Science 2022-10-21 Anas Nadeem , Muhammad Zubair Malik

Microservices architectures are a departure from traditional Service Oriented Architecture (SOA). Influenced by Domain Driven Design (DDD), microservices architectures aim to help business analysts and enterprise architects develop scalable…

Software Engineering · Computer Science 2017-09-21 Dharmendra Shadija , Mo Rezai , Richard Hill

Companies developing and maintaining software-only products like web shops aim for establishing persistent links to their software running in the field. Monitoring data from real usage scenarios allows for a number of improvements in the…

Software Engineering · Computer Science 2016-08-25 Philip Masek , Magnus Thulin , Hugo Andrade , Christian Berger , Ola Benderius

Microservices Architecture (MSA) has become a de-facto standard for designing cloud-native enterprise applications due to its efficient infrastructure setup, service availability, elastic scalability, dependability, and better security.…

Software Engineering · Computer Science 2022-10-07 Vikram Nitin , Shubhi Asthana , Baishakhi Ray , Rahul Krishna

Context: Microservices running and being powered by Edge Computing have been gaining much attention in the industry and academia. Since 2014, when Martin Fowler popularized the Microservice term, many studies have been published relating…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-25 Lucas Fernando Souza de Castro , Sandro Rigo

The dramatic development of cloud and edge computing allows for better Quality of Service (QoS) in many scenarios by deploying services on cloud and edge servers. Microservice technology is also adopted in these scenarios to decompose…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-23 Xiang He , Teng Wang , Lei Liu , Jianan Li , Zihang Su , Yingming Guo , Zhiying Tu , Hanchuan Xu , Zhongjie Wang

The Microservices Architecture (MSA) design pattern has become a staple for modern applications, allowing functionalities to be divided across fine-grained microservices, fostering reusability, distribution, and interoperability. As…

Software Engineering · Computer Science 2026-02-16 Juan Luis Herrera , Daniel Wang , Schahram Dustdar

Applications are moving away from monolithic designs to microservice and serverless architectures, where fleets of lightweight and independently deployable components run on public clouds. Autoscaling serves as the primary control mechanism…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-06 Haoyu Bai , Muhammed Tawfiqul Islam , Minxian Xu , Rajkumar Buyya

The paper presents a framework of microservices-based architecture dedicated to enhancing the performance of real-time travel reservation systems using the power of predictive analytics. Traditional monolithic systems are bad at scaling and…

Information Theory · Computer Science 2024-12-23 Biman Barua , M. Shamim Kaiser

In a world, where complexity increases on a daily basis the Function-as-a-Service (FaaS) cloud model seams to take countermeasures. In comparison to other cloud models, the fast evolving FaaS increasingly abstracts the underlying…

Software Engineering · Computer Science 2019-05-20 Roland Pellegrini , Igor Ivkic , Markus Tauber

While cloud-native microservice architectures have revolutionized software development, their inherent operational complexity makes failure Root Cause Analysis (RCA) a critical yet challenging task. Numerous data-driven RCA models have been…

Software Engineering · Computer Science 2025-12-24 Aoyang Fang , Songhan Zhang , Yifan Yang , Haotong Wu , Junjielong Xu , Xuyang Wang , Rui Wang , Manyi Wang , Qisheng Lu , Pinjia He

Modern cloud architectures demand self-adaptive capabilities to manage dynamic operational conditions. Yet, existing solutions often impose centralized control models ill-suited to microservices decentralized nature. This paper presents…

Software Engineering · Computer Science 2025-12-30 Brice Arléon Zemtsop Ndadji , Simon Bliudze , Clément Quinton

Drawing on ideas from continuous integration, we present concepts of an automated benchmarking pipeline for high performance applications. Customization and collaboration have been key design goals owing to the requirements of…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-28 Jan Vogelsang , Melissa Lober , Catherine Mia Schöfmann , José Villamar , Dennis Terhorst , Johanna Senk , Hans Ekkehard Plesser , Markus Diesmann , Susanne Kunkel , Anno C. Kurth

Cloud-native Applications are 'distributed, elastic and horizontal-scalable systems composed of (micro)services which isolate states in a minimum of stateful components'. Hence, an important property is to ensure a low coupling and a high…

Software Engineering · Computer Science 2024-11-19 Sebastiano Panichella , Mohammad Imranur Rahman , Davide Taibi

Objective. Service-oriented architecture increases technical abilities for attacker to move laterally and maintain multiple pivot points inside of compromised environment. Microservice-based infrastructure brings more challenges for…

Cryptography and Security · Computer Science 2021-02-19 Alexander Barabanov , Denis Makrushin