Automated analysis of distributed tracing: Challenges and research directions

A Bento, J Correia, R Filipe, F Araujo… - Journal of Grid …, 2021 - Springer
Microservice-based architectures are gaining popularity for their benefits in software
development. Distributed tracing can be used to help operators maintain observability in this …

Big data in cybersecurity: a survey of applications and future trends

MM Alani - Journal of Reliable Intelligent Environments, 2021 - Springer
With over 4.57 billion people using the Internet in 2020, the amount of data being generated
has exceeded 2.5 quintillion bytes per day. This rapid increase in the generation of data has …

Programming framework and infrastructure for self-adaptation and optimized evolution method for microservice systems in cloud–edge environments

X He, Z Tu, X Xu, Z Wang - Future Generation Computer Systems, 2021 - Elsevier
Edge computing technologies facilitate the deployment of services on nearby edge servers
with a large number of end users and their mobile devices to fulfill personalized demands …

A black-box monitoring approach to measure microservices runtime performance

R Brondolin, MD Santambrogio - ACM Transactions on Architecture and …, 2020 - dl.acm.org
Microservices changed cloud computing by moving the applications' complexity from one
monolithic executable to thousands of network interactions between small components …

Landscape of automated log analysis: A systematic literature review and mapping study

Ł Korzeniowski, K Goczyła - IEEE Access, 2022 - ieeexplore.ieee.org
Logging is a common practice in software engineering to provide insights into working
systems. The main uses of log files have always been failure identification and root cause …

[HTML][HTML] Micro2vec: Anomaly detection in microservices systems by mining numeric representations of computer logs

M Cinque, R Della Corte, A Pecchia - Journal of Network and Computer …, 2022 - Elsevier
This paper describes a study on log mining in the domain of microservices technologies. We
focus on the detection of anomalies from logs, ie, events requiring deeper inspection by …

Observability in Microservices Architectures-Advanced observability tools for microservices environments

S Chinamanagonda - MZ Computing Journal, 2022 - mzjournal.com
In today's rapidly evolving software landscape, microservices architectures have become the
cornerstone of modern application development. These architectures, while offering …

Loader: A log anomaly detector based on transformer

T Xiao, Z Quan, ZJ Wang, Y Le, Y Du… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Detecting anomalies in logs is crucial for service and system management, since logs are
widely used to record the runtime status, and are often the only data available for …

An empirical study of security practices for microservices systems

AR Nasab, M Shahin, SAH Raviz, P Liang… - Journal of Systems and …, 2023 - Elsevier
Despite the numerous benefits of microservices systems, security has been a critical issue in
such systems. Several factors explain this difficulty, including a knowledge gap among …

[HTML][HTML] Serverless geospatial data processing workflow system design

ME Pakdil, RN Çelik - ISPRS International Journal of Geo-Information, 2022 - mdpi.com
Geospatial data and related technologies have become an increasingly important aspect of
data analysis processes, with their prominent role in most of them. Serverless paradigm …