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The aim of this paper to provide the solution microservices architecture as a popular alternative to monolithic architecture. It discusses the advantages of microservices and the challenges that organizations face when transitioning from a…

Software Engineering · Computer Science 2023-09-08 Momil Seedat , Qaisar Abbas , Nadeem Ahmad

Microservice system solutions are driving digital transformation; however, fundamental tools and system perspectives are missing to better observe, understand, and manage these systems, their properties, and their dependencies.…

Software Engineering · Computer Science 2022-07-26 Tomas Cerny , Amr S. Abdelfattah , Vincent Bushong , Abdullah Al Maruf , Davide Taibi

Managing requirements on quality aspects is an important issue in the development of software systems. Difficulties arise from expressing them appropriately what in turn results from the difficulty of the concept of quality itself. Building…

Software Engineering · Computer Science 2016-11-07 Stefan Wagner , Florian Deissenboeck , Sebastian Winter

Software development, often perceived as a technical endeavor, is fundamentally a social activity requiring collaboration among team members. Acknowledging this, the software development community has devised strategies to address possible…

Software Engineering · Computer Science 2024-09-04 Mikhail Evtikhiev , Ekaterina Koshchenko , Vladimir Kovalenko

Software architectures play a critical role in software quality assurance. However, small and medium companies (SMC) often suffer from the absence of professionals with skills and expertise in software architecture. That situation…

Software Engineering · Computer Science 2021-06-16 Breno Cruvinel Marinho , Renato Bulcão-Neto , Valdemar Vicente Graciano Neto

To ensure trust in AI models, it is becoming increasingly apparent that evaluation of models must be extended beyond traditional performance metrics, like accuracy, to other dimensions, such as fairness, explainability, adversarial…

Machine Learning · Computer Science 2021-10-01 Moninder Singh , Gevorg Ghalachyan , Kush R. Varshney , Reginald E. Bryant

Microservices emerged as a popular architectural style over the last decade. Although microservices are designed to be self-contained, they must communicate to realize business capabilities, creating dependencies among their data and…

Software Engineering · Computer Science 2024-08-02 Rodrigo Laigner , Ana Carolina Almeida , Wesley K. G. Assunção , Yongluan Zhou

Background. Refactoring is a critical task in software maintenance and is generally performed to enforce the best design and implementation practices or to cope with design defects. Several studies attempted to detect refactoring activities…

Software Engineering · Computer Science 2020-09-15 Eman Abdullah AlOmar , Mohamed Wiem Mkaouer , Ali Ouni , Marouane Kessentini

Architecture evaluation methods have been extensively used to evaluate software designs. Several evaluation methods have been proposed to analyze tradeoffs between different quality attributes. Also, having competing qualities leads to…

Software Engineering · Computer Science 2026-04-01 Rafael Capilla , Jorge Andrés Díaz-Pace , Yamid Ramírez , Jennifer Pérez , Vanessa Rodríguez-Horcajo

Many online services running in datacenters are implemented using a microservice software architecture characterized by strict latency requirements. Consequently, this popular software paradigm is increasingly used for the performance…

Hardware Architecture · Computer Science 2024-10-16 Georgia Antoniou , Haris Volos , Yiannakis Sazeides

The increasing reliance on applications with machine learning (ML) components calls for mature engineering techniques that ensure these are built in a robust and future-proof manner. We aim to empirically determine the state of the art in…

Software Engineering · Computer Science 2020-07-30 Alex Serban , Koen van der Blom , Holger Hoos , Joost Visser

Context: An increasing demand is observed in various domains to employ Machine Learning (ML) for solving complex problems. ML models are implemented as software components and deployed in Machine Learning Software Systems (MLSSs). Problem:…

Software Engineering · Computer Science 2024-08-06 Pierre-Olivier Côté , Amin Nikanjam , Rached Bouchoucha , Ilan Basta , Mouna Abidi , Foutse Khomh

While several attempts have been made to construct a scalable and flexible architecture for analysis of streaming data, no general model to tackle this task exists. Thus, our goal is to build a scalable and maintainable architecture for…

Software Engineering · Computer Science 2019-07-22 Sheik Hoque , Andriy Miranskyy

Microservices architectures are an integral part of modern software development. Their adoption brings significant changes to database management. Instead of relying on a single database, a microservices architecture is typically composed…

Databases · Computer Science 2025-10-24 Maxime André , Marco Raglianti , Souhaila Serbout , Anthony Cleve , Michele Lanza

Over the past three decades, considerable effort has been devoted to the study of software architecture. A major portion of this effort has focused on the originally proposed view of four "C"s---components, connectors, configurations, and…

Software Engineering · Computer Science 2017-04-18 Arman Shahbazian , Youn Kyu Lee , Duc Le , Nenad Medvidovic

Online and offline analytics have been traditionally treated separately in software architecture design, and there is no existing general architecture that can support both. Our objective is to go beyond and introduce a scalable and…

Software Engineering · Computer Science 2019-07-22 Sheik Hoque , Andriy Miranskyy

[Context] The adoption of micro-frontends architectures has gained traction as a promising approach to enhance modularity, scalability, and maintainability of web applications. [Goal] The primary aim of this research is to investigate the…

Software Engineering · Computer Science 2024-07-23 Fabio Antunes , Maria Julia Dias Lima , Marco Antônio Pereira Araújo , Davide Taibi , Marcos Kalinowski

Cloud services have recently undergone a shift from monolithic applications to microservices, with hundreds or thousands of loosely-coupled microservices comprising the end-to-end application. Microservices present both opportunities and…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-29 Yu Gan , Christina Delimitrou

Software bias is an increasingly important operational concern for software engineers. We present a large-scale, comprehensive empirical study of 17 representative bias mitigation methods for Machine Learning (ML) classifiers, evaluated…

Software Engineering · Computer Science 2023-02-13 Zhenpeng Chen , Jie M. Zhang , Federica Sarro , Mark Harman

Quality attributes and constraints are among the main drivers of architectural decision making. The quality attributes are improved or damaged by the architectural decisions, while restrictions directly include or exclude parts of the…

Software Engineering · Computer Science 2012-06-25 David Ameller , Xavier Franch