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An empirical study on change-induced incidents of online service systems
Although dedicated efforts have been devoted to ensuring the service quality of online
service systems, these systems are still suffering from incidents due to various causes, which …
service systems, these systems are still suffering from incidents due to various causes, which …
ChangeRCA: Finding Root Causes from Software Changes in Large Online Systems
In large-scale online service systems, the occurrence of software changes is inevitable and
frequent. Despite rigorous pre-deployment testing practices, the presence of defective …
frequent. Despite rigorous pre-deployment testing practices, the presence of defective …
Identifying erroneous software changes through self-supervised contrastive learning on time series data
Software changes are frequent and inevitable. How-ever, erroneous software changes may
cause failures and incidents, degrading user experience and system stability. Thus, it is …
cause failures and incidents, degrading user experience and system stability. Thus, it is …
PORCA: Root cause analysis with partially observed data
Root Cause Analysis (RCA) aims at identifying the underlying causes of system faults by
uncovering and analyzing the causal structure from complex systems. It has been widely …
uncovering and analyzing the causal structure from complex systems. It has been widely …
A Comprehensive Survey on Root Cause Analysis in (Micro) Services: Methodologies, Challenges, and Trends
T Wang, G Qi - arxiv preprint arxiv:2408.00803, 2024 - arxiv.org
The complex dependencies and propagative faults inherent in microservices, characterized
by a dense network of interconnected services, pose significant challenges in identifying the …
by a dense network of interconnected services, pose significant challenges in identifying the …
Understanding and Improving Change Risk Detection in Practice
Changes are inevitable and frequent in large-scale online service systems, which has been
one of the leading causes that induce incidents. Change risk detection (CRD) aims to help …
one of the leading causes that induce incidents. Change risk detection (CRD) aims to help …