On the inadequacy of open-source application logs for digital forensics

IF 2 4区 医学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Afiqah Azahari, Davide Balzarotti
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引用次数: 0

Abstract

This study explores the challenges with utilizing application logs for incident response or forensic analysis. Application logs have the potential to significantly enhance security analysis as sometimes they provide information regarding user actions, error messages, and performance metrics of the application. Although these logs can offer vital information about user activities, errors, and application performance, their use for security needs better understanding. We looked at the current logging implementation of 60 open-source applications. We checked the logs to see if they could help with five key security tasks: making timelines, linking events, separating different actions, spotting misuse, and detecting attacks. By examining source code, extracting log statements, and evaluating them for security relevance, we found many logs lacked essential elements. Specifically, 29 applications omitted timestamps, crucial for identifying the timing of actions. Furthermore, logs frequently missed unique identifiers (UIDs) for event correlation, with 23 not noting UIDs for new activities. Inconsistent logging of user activities and an absence of logs detailing successful attacks indicate current application logs need significant enhancements to be effective for security checks. The findings of our research suggest that current application logs are inadequately equipped for in-depth security analysis. Enhancements are imperative for their optimal utility. This investigation underscores the inherent challenges in leveraging logs for security and emphasizes the pressing need for refining logging methodologies.

论开源应用程序日志在数字取证方面的不足
本研究探讨了利用应用程序日志进行事件响应或取证分析所面临的挑战。应用程序日志有可能大大加强安全分析,因为它们有时会提供有关用户操作、错误信息和应用程序性能指标的信息。虽然这些日志可以提供有关用户活动、错误和应用程序性能的重要信息,但需要更好地了解它们在安全方面的用途。我们研究了 60 个开源应用程序当前的日志实施情况。我们检查了日志,看它们是否有助于完成五项关键的安全任务:制作时间轴、链接事件、区分不同的操作、发现误用和检测攻击。通过检查源代码、提取日志语句并评估其安全相关性,我们发现许多日志都缺少基本要素。具体来说,29 个应用程序遗漏了时间戳,而时间戳对于确定操作时间至关重要。此外,日志还经常遗漏用于事件关联的唯一标识符(UID),其中有 23 个日志没有记录新活动的 UID。不一致的用户活动日志和缺乏详细记录成功攻击的日志表明,当前的应用程序日志需要大幅改进才能有效地进行安全检查。我们的研究结果表明,当前的应用程序日志不足以进行深入的安全分析。为了使其发挥最大效用,必须对其进行改进。这项调查凸显了利用日志进行安全检查的内在挑战,并强调了改进日志记录方法的迫切需要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
5.90
自引率
15.00%
发文量
87
审稿时长
76 days
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