# Centralized Defense: Logging and Mitigation of Kubernetes Misconfigurations with Open Source Tools

arXiv: https://arxiv.org/abs/2408.03714 · HTML: https://mlsanity.com/paper/2408.03714/

## Key facts

- Cited by 3 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 7 Aug 2024.

## Built on by (most cited first, 3 of 3)

- [LLMSecConfig: An LLM-Based Approach for Fixing Software Container Misconfigurations](https://mlsanity.com/paper/2502.02009/) (2025)
- [KubeGuard: LLM-Assisted Kubernetes Hardening via Configuration Files and Runtime Logs Analysis](https://mlsanity.com/paper/2509.04191/) (2025)
- [Towards Secure Cloud-Native Computing: Unveiling Kubernetes Misconfigurations with Large Language Models](https://mlsanity.com/paper/2609.20834/) (2026)

## Abstract (arXiv)

Kubernetes, an open-source platform for automating the deployment, scaling, and management of containerized applications, is widely used for its efficiency and scalability. However, its complexity and extensive configuration options often lead to security vulnerabilities if not managed properly. This paper presents a detailed analysis of misconfigurations in Kubernetes environments and their significant impact on system reliability and security. A centralized logging solution was developed to detect such misconfigurations, detailing the integration process with a Kubernetes cluster and the implementation of role-based access control. Utilizing a combination of open-source tools, the solution systematically identifies misconfigurations and aggregates diagnostic data into a central repository. The effectiveness of the solution was evaluated using specific metrics, such as the total cycle time for running the central logging solution against the individual open source tools.