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A self-adaptive system can dynamically monitor and adapt its behavior to preserve or enhance its quality attributes under uncertain operating conditions. This article identifies key challenges for the development of microservice…

Software Engineering · Computer Science 2020-09-04 Nabor C. Mendonca , Pooyan Jamshidi , David Garlan , Claus Pahl

Microservices architectures allow for short deployment cycles and immediate effects but offer no safety mechanisms when service contracts need to be changed. Maintaining the soundness of microservice architectures is an error-prone task…

Programming Languages · Computer Science 2020-02-17 João Costa Seco , Paulo Ferreira , Hugo Lourenço , Carla Ferreira , Lucio Ferrao

Software architecture is receiving increasingly attention as a critical design level for software systems. As software architecture design resources (in the form of architectural specifications) are going to be accumulated, the development…

Software Engineering · Computer Science 2009-09-25 Jianjun Zhao

Unique developmental and operational characteristics of ML components as well as their inherent uncertainty demand robust engineering principles are used to ensure their quality. We aim to determine how software systems can be (re-)…

Software Engineering · Computer Science 2022-01-11 Alex Serban , Joost Visser

Microservices architectures have become the foundation for developing scalable and modern software systems, but they also bring significant challenges in managing heterogeneous and distributed data. The pragmatic solution is polyglot…

Databases · Computer Science 2025-09-11 Festim Halili , Anila Nuhiji , Diellza Mustafai Veliu

Major advances in telecommunications and the Internet of Things have given rise to numerous smart city scenarios in which smart services are provided. What was once a dream for the future has now become reality. However, the need to provide…

The effectiveness of the machine learning methods for real-world tasks depends on the proper structure of the modeling pipeline. The proposed approach is aimed to automate the design of composite machine learning pipelines, which is…

Documenting software architecture is essential to preserve architecture knowledge, even though it is frequently costly. Architecture pattern instances, including microservice pattern instances, provide important structural software…

Software Engineering · Computer Science 2026-03-25 Carlos Eduardo Duarte

We present SmartChoices, an approach to making machine learning (ML) a first class citizen in programming languages which we see as one way to lower the entrance cost to applying ML to problems in new domains. There is a growing divide in…

Machine Learning · Computer Science 2019-06-17 Victor Carbune , Thierry Coppey , Alexander Daryin , Thomas Deselaers , Nikhil Sarda , Jay Yagnik

The growing need for scalable, maintainable, and fast-deploying systems has made microservice architecture widely popular in software development. This paper presents a system that uses Large Language Models (LLMs) to automate the API-first…

Software Engineering · Computer Science 2025-03-05 Saurabh Chauhan , Zeeshan Rasheed , Abdul Malik Sami , Zheying Zhang , Jussi Rasku , Kai-Kristian Kemell , Pekka Abrahamsson

Modern applications process massive data volumes that overwhelm the storage and retrieval capabilities of memory systems, making memory the primary performance and energy-efficiency bottleneck of computing systems. Although many…

Hardware Architecture · Computer Science 2026-03-10 Rahul Bera

Microservices architecture has been widely adopted to develop software systems, but some of its trade-offs are often ignored. In particular, the introduction of eventual consistency has a huge impact on the complexity of the application…

Software Engineering · Computer Science 2022-12-23 Pedro Pereira , António Rito Silva

Microservices is an architectural style inspired by service-oriented computing that has recently started gaining popularity. Jolie is a programming language based on the microservices paradigm: the main building block of Jolie systems are…

Programming Languages · Computer Science 2015-11-10 Larisa Safina , Manuel Mazzara , Fabrizio Montesi

Contemporary intelligent systems incorporate software components, including machine learning components. As they grow in complexity and data volume such machine learning systems face unique quality challenges like scalability and…

Software Engineering · Computer Science 2025-01-22 Simeon Emanuilov , Aleksandar Dimov

Modern distributed applications are moving toward a microservice architecture, in which each service is developed and managed independently, and new features and updates are delivered continuously. A guiding principle of microservice…

Software Engineering · Computer Science 2019-08-21 Chengxu Cui , Guoquan Wu , Wei Chen , Jiaxing Zhu , Jun Wei

Recently the trend of companies switching from microservice back to monolith has increased, leading to intense debate in the industry. We conduct a multivocal literature review, to investigate reasons for the phenomenon and key aspects to…

Software Engineering · Computer Science 2023-08-30 Ruoyu Su , Xiaozhou Li , Davide Taibi

Microservice architecture is widely adopted in modern systems, where auto-scaling is critical for satisfying service-level objectives (SLOs). However, determining optimal scaling for microservices is difficult, and reactive resource…

Software Engineering · Computer Science 2026-05-05 Jia Li , Mehrdad Sabetzadeh , Shiva Nejati

In the context of a collaboration with Berger-Levrault, an IT company producing information systems, we are working on migrating Microsoft Access monolithic applications to the web front-end and microservices back-end. Like in most software…

Software Engineering · Computer Science 2023-09-08 Santiago Bragagnolo , Nicolas Anquetil , Stéphane Ducasse , Abdelhak-Djamel Seriai , Mustapha Derras

The promise of increased agility, autonomy, scalability, and reusability has made the microservices architecture a \textit{de facto} standard for the development of large-scale and cloud-native commercial applications. Software patterns are…

Over the past ten years, many different approaches have been proposed for different aspects of the problem of resources management for long running, dynamic and diverse workloads such as processing query streams or distributed deep…

Performance · Computer Science 2023-08-24 Nader Alfares , George Kesidis , Ata Fatahi Baarzi , Aman Jain