A causality mining and knowledge graph based method of root cause diagnosis for performance anomaly in cloud applications

J Qiu, Q Du, K Yin, SL Zhang, C Qian - Applied Sciences, 2020 - mdpi.com
With the development of cloud computing technology, the microservice architecture (MSA)
has become a prevailing application architecture in cloud-native applications. Many user …

Microscope: Pinpoint performance issues with causal graphs in micro-service environments

JJ Lin, P Chen, Z Zheng - … , ICSOC 2018, Hangzhou, China, November 12 …, 2018 - Springer
Driven by the emerging business models (eg, digital sales) and IT technologies (eg, DevOps
and Cloud computing), the architecture of software is shifting from monolithic to microservice …

Causeinfer: Automatic and distributed performance diagnosis with hierarchical causality graph in large distributed systems

P Chen, Y Qi, P Zheng, D Hou - IEEE INFOCOM 2014-IEEE …, 2014 - ieeexplore.ieee.org
Modern applications especially cloud-based or cloud-centric applications always have many
components running in the large distributed environment with complex interactions. They …

CauseInfer: Automated End-to-End Performance Diagnosis with Hierarchical Causality Graph in Cloud Environment

P Chen, Y Qi, D Hou - IEEE transactions on services computing, 2016 - ieeexplore.ieee.org
Modern computing systems especially cloud-based and cloud-centric systems always
consist of a mass of components running in large distributed environments with complicated …

Cloudranger: Root cause identification for cloud native systems

P Wang, J Xu, M Ma, W Lin, D Pan… - 2018 18th IEEE/ACM …, 2018 - ieeexplore.ieee.org
As more and more systems are migrating to cloud environment, the cloud native system
becomes a trend. This paper presents the challenges and implications when diagnosing …

Performance diagnosis in cloud microservices using deep learning

L Wu, J Bogatinovski, S Nedelkoski, J Tordsson… - … Conference on Service …, 2020 - Springer
Microservice architectures are increasingly adopted to design large-scale applications.
However, the highly distributed nature and complex dependencies of microservices …

Root cause analysis of failures in microservices through causal discovery

A Ikram, S Chakraborty, S Mitra… - Advances in …, 2022 - proceedings.neurips.cc
Most cloud applications use a large number of smaller sub-components (called
microservices) that interact with each other in the form of a complex graph to provide the …

Localization of operational faults in cloud applications by mining causal dependencies in logs using golden signals

P Aggarwal, A Gupta, P Mohapatra, S Nagar… - … Conference on Service …, 2020 - Springer
Cloud based microservice architecture has become a powerful mechanism in helping
organizations to scale operations by accelerating the pace of change at minimal cost. With …

Root cause analysis of anomalies of multitier services in public clouds

J Weng, JH Wang, J Yang… - IEEE/ACM Transactions on …, 2018 - ieeexplore.ieee.org
Anomalies of multitier services of one tenant running in cloud platform can be caused by the
tenant's own components or performance interference from other tenants. If the performance …

CloudRCA: A root cause analysis framework for cloud computing platforms

Y Zhang, Z Guan, H Qian, L Xu, H Liu, Q Wen… - Proceedings of the 30th …, 2021 - dl.acm.org
As business of Alibaba expands across the world among various industries, higher
standards are imposed on the service quality and reliability of big data cloud computing …