用于误用检测的Kubernetes数据集

Yigit Sever, Adnan Harun Dogan
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引用次数: 0

摘要

容器安全性涉及广泛的关注点,包括操作系统的安全性、供应链审计和运行容器的应用程序安全性。一旦引入容器编排系统来管理环境中的容器群,这种广泛的攻击面还将包括容器编排系统及其组件的安全性。为了推进这一领域的研究,之前的工作应该具有可比性和可重复性。然而,我们在这方面发现了一个研究缺口;容器安全的公开可用数据集是稀疏的,而且迄今为止研究成果的可重复性是艰巨的。在本研究中,我们共享了一个由网络流组成的数据集,该数据集来自Kubernetes集群。此外,我们对数据进行了初步分析,作为完整性检查以评估其质量。通过公开分享这个数据集,我们希望有助于进一步研究和建立容器网络安全领域的基准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Kubernetes dataset for misuse detection
Container security involves a broad spectrum of concerns, including the security of the operating system, auditing the supply chain and the application security of the running containers. This wide attack surface will also include the security of the container orchestration system and its components once a container orchestration system is introduced to manage the fleet of containers in an environment. In order to advance the research in this field, prior work should be comparable and reproducible. However, we identified a research gap for this aspect; publicly available datasets for container security is sparse and reproducibility of the research output so far is arduous. In this study, we share a dataset consisting of network flows, collected from a Kubernetes cluster. Furthermore, we performed a preliminary analysis on the data as a sanity check to evaluate its quality. By sharing this dataset publicly, we hope to help further studies and establish benchmarks in the field of container networking security.
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