Service mesh: Challenges, state of the art, and future research opportunities

W Li, Y Lemieux, J Gao, Z Zhao… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
While the technology development towards microservices can significantly improve the
speed and agility of software service delivery, it also raises the operational complexity …

{FIRM}: An intelligent fine-grained resource management framework for {SLO-Oriented} microservices

H Qiu, SS Banerjee, S Jha, ZT Kalbarczyk… - 14th USENIX symposium …, 2020 - usenix.org
User-facing latency-sensitive web services include numerous distributed,
intercommunicating microservices that promise to simplify software development and …

An open-source benchmark suite for microservices and their hardware-software implications for cloud & edge systems

Y Gan, Y Zhang, D Cheng, A Shetty, P Rathi… - Proceedings of the …, 2019 - dl.acm.org
Cloud services have recently started undergoing a major shift from monolithic applications,
to graphs of hundreds or thousands of loosely-coupled microservices. Microservices …

Tools and benchmarks for automated log parsing

J Zhu, S He, J Liu, P He, Q Xie… - 2019 IEEE/ACM 41st …, 2019 - ieeexplore.ieee.org
Logs are imperative in the development and maintenance process of many software
systems. They record detailed runtime information that allows developers and support …

Seer: Leveraging big data to navigate the complexity of performance debugging in cloud microservices

Y Gan, Y Zhang, K Hu, D Cheng, Y He… - Proceedings of the …, 2019 - dl.acm.org
Performance unpredictability is a major roadblock towards cloud adoption, and has
performance, cost, and revenue ramifications. Predictable performance is even more critical …

Architectural implications of function-as-a-service computing

M Shahrad, J Balkind, D Wentzlaff - … of the 52nd annual IEEE/ACM …, 2019 - dl.acm.org
Serverless computing is a rapidly growing cloud application model, popularized by
Amazon's Lambda platform. Serverless cloud services provide fine-grained provisioning of …

Sage: practical and scalable ML-driven performance debugging in microservices

Y Gan, M Liang, S Dev, D Lo, C Delimitrou - Proceedings of the 26th …, 2021 - dl.acm.org
Cloud applications are increasingly shifting from large monolithic services to complex
graphs of loosely-coupled microservices. Despite the advantages of modularity and …

A systematic mapping study in AIOps

P Notaro, J Cardoso, M Gerndt - International Conference on Service …, 2020 - Springer
IT systems of today are becoming larger and more complex, rendering their human
supervision more difficult. Artificial Intelligence for IT Operations (AIOps) has been proposed …

Microrca: Root cause localization of performance issues in microservices

L Wu, J Tordsson, E Elmroth… - NOMS 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Software architecture is undergoing a transition from monolithic architectures to
microservices to achieve resilience, agility and scalability in software development …

A survey of aiops methods for failure management

P Notaro, J Cardoso, M Gerndt - ACM Transactions on Intelligent …, 2021 - dl.acm.org
Modern society is increasingly moving toward complex and distributed computing systems.
The increase in scale and complexity of these systems challenges O&M teams that perform …