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As the complexity of mobile applications grows exponentially and the fragmentation of user device environments intensifies, ensuring online application stability faces unprecedented challenges. Traditional methods, such as static logging…

Software Engineering · Computer Science 2025-12-29 Qi Hu , Jiangchao Liu , Xin Yu , Lin Zhang , Edward Jiang

The momentum gained by microservices and cloud-native software architecture pushed nowadays enterprise IT towards multi-service applications. The proliferation of services and service interactions within applications, often consisting of…

Software Engineering · Computer Science 2021-05-27 Jacopo Soldani , Antonio Brogi

Software organizations are increasingly incorporating machine learning (ML) into their product offerings, driving a need for new data management tools. Many of these tools facilitate the initial development of ML applications, but…

Software Engineering · Computer Science 2022-07-19 Shreya Shankar , Aditya Parameswaran

Microservice and serverless computing systems open up massive versatility and opportunity to distributed and datacenter-scale computing. In the meantime, the deployments of modern datacenter resources are moving to disaggregated…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-26 Xiaoyi Lu , Arjun Kashyap

Microservices is an architectural style that structures an application as a collection of loosely coupled services, making it easy for developers to build and scale their applications. The microservices architecture approach differs from…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-27 Muhammad Ahsan , Sacheendra Talluri , Alexandru Iosup

This paper presents the tracking approach for deriving detectably recoverable (and thus also durable) implementations of many widely-used concurrent data structures. Such data structures, satisfying detectable recovery, are appealing for…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-29 Hagit Attiya , Ohad Ben-Baruch , Panagiota Fatourou , Danny Hendler , Eleftherios Kosmas

Machine learning is now a central part of how modern systems are built and used, powering everything from personalized recommendations to large-scale business analytics. As its role grows, organizations are facing new challenges in…

Software Engineering · Computer Science 2026-03-17 Sowjanya Karanam , Jayanth Bhargav

Identifying root causes for unexpected or undesirable behavior in complex systems is a prevalent challenge. This issue becomes especially crucial in modern cloud applications that employ numerous microservices. Although the machine learning…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-10 Michaela Hardt , William R. Orchard , Patrick Blöbaum , Shiva Kasiviswanathan , Elke Kirschbaum

The Linux kernel is mostly designed for multi-programed environments, but high-performance applications have other requirements. Such applications are run standalone, and usually rely on runtime systems to distribute the application's…

Operating Systems · Computer Science 2020-04-15 Aleix Roca , Samuel Rodríguez , Albert Segura , Kevin Marquet , Vicenç Beltran

With the development of cloud-native technologies, microservice-based software systems face challenges in accurately localizing root causes when failures occur. Additionally, the cloud-edge collaborative environment introduces more…

Software Engineering · Computer Science 2024-06-21 Yuhan Zhu , Jian Wang , Bing Li , Xuxian Tang , Hao Li , Neng Zhang , Yuqi Zhao

Stream processing is a compute paradigm that promises safe and efficient parallelism. Modern big-data problems are often well suited for stream processing's throughput-oriented nature. Realization of efficient stream processing requires…

Performance · Computer Science 2015-04-14 Jonathan C. Beard , Roger D. Chamberlain

Software maintainability critically depends on high-quality requirements descriptions and explicit traceability between requirements and code. Although automated code summarization (ACS) and requirements traceability (RT) techniques have…

Software Engineering · Computer Science 2025-09-16 Dongming Jin , Zhi Jin , Yiran Zhang , Zheng Fang , Linyu Li , Yuanpeng He , Xiaohong Chen , Weisong Sun

This work-in-progress report presents both the design and partial evaluation of distributed execution indexing, a technique for microservice applications that precisely identifies dynamic instances of inter-service remote procedure calls…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-20 Christopher S. Meiklejohn , Rohan Padhye , Heather Miller

The adoption of microservice architecture has seen a considerable upswing in recent years, mainly driven by the need to modernize legacy systems and address their limitations. Legacy systems, typically designed as monolithic applications,…

Observability is important to ensure the reliability of microservice applications. These applications are often prone to failures, since they have many independent services deployed on heterogeneous environments. When employed "correctly",…

Software Engineering · Computer Science 2024-08-09 Maria C. Borges , Joshua Bauer , Sebastian Werner , Michael Gebauer , Stefan Tai

The microservice architectural style has gained much attention from both academia and industry recently as a novel way to design, develop, and deploy cloud-native applications. This concept encourages the decomposition of a monolith into…

Software Engineering · Computer Science 2022-03-15 Hai Dinh-Tuan , Maria Mora-Martinez , Felix Beierle , Sandro Rodriguez Garzon

Microservice applications are created as loosely coupled application components and they leverage cloud elasticity to reduce costs and increase development speed. However, microservice applications exhibit complex interactions among…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-10 Minxian Xu , Junhan Liao , Linfeng Wen , Huaming Wu , Kejiang Ye , Rajkumar Buyya , Chengzhong Xu

Modern program runtime is dominated by segments of repeating code called kernels. Kernels are accelerated by increasing memory locality, increasing data-parallelism, and exploiting producer-consumer parallelism among kernels - which…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-31 Richard Uhrie , Chaitali Chakrabarti , John Brunhaver

Autoscaling is critical for ensuring optimal performance and resource utilization in cloud applications with dynamic workloads. However, traditional autoscaling technologies are typically no longer applicable in microservice-based…

Software Engineering · Computer Science 2024-04-02 Shuaiyu Xie , Jian Wang , Bing Li , Zekun Zhang , Duantengchuan Li , Patrick C. K. H

The transition from monolithic architecture to microservices has enhanced flexibility in application design and its scalable execution. This approach typically uses a computing cluster managed by a container orchestration platform to deploy…

Networking and Internet Architecture · Computer Science 2025-12-02 Ming Chen , Muhammed Tawfiqul Islam , Maria Rodriguez Read , Rajkumar Buyya