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Monolithic applications are being decomposed to a microservices architecture, aiming to improve maintainability, performance and modularization. Although such decompositions have now been widely carried out in the industry, little is…

Software Engineering · Computer Science 2022-08-11 Tulio Ricardo Hoppen Barzotto , Kleinner Farias

With the maturity of web services, containers, and cloud computing technologies, large services in traditional systems (e.g. the computation services of machine learning and artificial intelligence) are gradually being broken down into many…

Software Engineering · Computer Science 2024-02-05 Abel C. H. Chen

To remain competitive in a fast changing environment, many companies started to migrate their legacy applications towards a Microservices architecture. Such extensive migration processes require careful planning and consideration of…

Software Engineering · Computer Science 2020-01-22 Jonas Fritzsch , Justus Bogner , Stefan Wagner , Alfred Zimmermann

As organizations increasingly transition from monolithic systems to microservices, they aim to achieve higher availability, automatic scaling, simplified infrastructure management, enhanced collaboration, and streamlined deployments.…

Software Engineering · Computer Science 2025-10-06 Rita Peixoto , Filipe F. Correia , Thatiane Rosa , Eduardo Guerra , Alfredo Goldman

Existing what-if analysis systems are predominantly tailored to operate on either only the application layer or only the database layer of software. This isolated approach limits their effectiveness in scenarios where intensive interaction…

Databases · Computer Science 2025-01-31 Ronny Ko , Chuan Xiao , Makoto Onizuka , Yihe Huang , Zhiqiang Lin

Microservices are quite widely impacting on the software industry in recent years. Rapid evolution and continuous deployment represent specific benefits of microservice-based systems, but they may have a significant impact on non-functional…

Software Engineering · Computer Science 2024-01-31 Vittorio Cortellessa , Daniele Di Pompeo , Romina Eramo , Michele Tucci

A key challenge in developing and deploying Machine Learning (ML) systems is understanding their performance across a wide range of inputs. To address this challenge, we created the What-If Tool, an open-source application that allows…

Machine Learning · Computer Science 2019-10-04 James Wexler , Mahima Pushkarna , Tolga Bolukbasi , Martin Wattenberg , Fernanda Viegas , Jimbo Wilson

Service meshes play a central role in the modern application ecosystem by providing an easy and flexible way to connect different services that form a distributed application. However, because of the way they interpose on application…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-05 Xiangfeng Zhu , Guozhen She , Bowen Xue , Yu Zhang , Yongsu Zhang , Xuan Kelvin Zou , Xiongchun Duan , Peng He , Arvind Krishnamurthy , Matthew Lentz , Danyang Zhuo , Ratul Mahajan

While Microservices are a preferred choice for modern cloud-based applications, the migration and architectural refactoring of existing legacy systems is still a major challenge in industry. To address this, academia has proposed many…

Software Engineering · Computer Science 2023-11-10 Jonas Fritzsch , Filipe Correia , Justus Bogner , Stefan Wagner

Context: Microservice-based systems have established themselves in the software industry. However, sustainability-related legislation and the growing costs of energy-hungry software increase the importance of energy efficiency for these…

Software Engineering · Computer Science 2025-12-04 Xingwen Xiao , Chushu Gao , Justus Bogner

While the recently emerged Microservices architectural style is widely discussed in literature, it is difficult to find clear guidance on the process of refactoring legacy applications. The importance of the topic is underpinned by high…

Software Engineering · Computer Science 2019-01-25 Jonas Fritzsch , Justus Bogner , Alfred Zimmermann , Stefan Wagner

The rise of microservice architectures has revolutionized application design, fostering adaptability and resilience. These architectures facilitate scaling and encourage collaborative efforts among specialized teams, streamlining deployment…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-21 Herve Mbikayi Kabamba , Matthew Khouzam , Michel Dagenais

Microservice architectures and design patterns enhance the development of large-scale applications by promoting flexibility. Industrial practitioners perceive the importance of applying architectural patterns but they struggle to quantify…

Software Engineering · Computer Science 2024-09-09 Willem Meijer , Catia Trubiani , Aldeida Aleti

Designing software compatible with cloud-based Microservice Architectures (MSAs) is vital due to the performance, scalability, and availability limitations. As the complexity of a system increases, it is subject to deprecation, difficulties…

Software Engineering · Computer Science 2024-07-22 Thakshila Imiya Mohottige , Artem Polyvyanyy , Rajkumar Buyya , Colin Fidge , Alistair Barros

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…

A number of approaches have been proposed to identify service boundaries when decomposing a monolith to microservices. However, only a few use systematic methods and have been demonstrated with replicable empirical studies. We describe a…

Software Engineering · Computer Science 2020-07-14 Tiago Matias , Filipe F. Correia , Jonas Fritzsch , Justus Bogner , Hugo S. Ferreira , André Restivo

Locks have been widely used as an effective synchronization mechanism among processes and threads. However, we observe that a large number of false inter-thread dependencies (i.e., unnecessary lock contentions) exist during the program…

Programming Languages · Computer Science 2015-04-22 Long Zheng , Xiaofei Liao , Bingsheng He , Song Wu , Hai Jin

In large-scale software systems, there are often no fully-fledged bug reports with human-written descriptions when an error occurs. In this case, developers rely on stack traces, i.e., series of function calls that led to the error. Since…

Software Engineering · Computer Science 2024-12-20 Egor Shibaev , Denis Sushentsev , Yaroslav Golubev , Aleksandr Khvorov

The fundamental goal of business data analysis is to improve business decisions using data. Business users often make decisions to achieve key performance indicators (KPIs) such as increasing customer retention or sales, or decreasing…

Databases · Computer Science 2022-02-10 Sneha Gathani , Madelon Hulsebos , James Gale , Peter J. Haas , Çağatay Demiralp

Identification of non-functional requirements is important for successful development and deployment of the software product. The acceptance of the software product by the customer depends on the non-functional requirements which are…

Software Engineering · Computer Science 2014-08-08 Merugu. Gopichand , A. Ananda Rao
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