Stack Overflow Considered Harmful? The Impact of Copy&Paste on Android Application Security

Felix Fischer, Konstantin Böttinger, Huang Xiao, Christian Stransky, Y. Acar, M. Backes, S. Fahl
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引用次数: 226

Abstract

Online programming discussion platforms such as Stack Overflow serve as a rich source of information for software developers. Available information include vibrant discussions and oftentimes ready-to-use code snippets. Previous research identified Stack Overflow as one of the most important information sources developers rely on. Anecdotes report that software developers copy and paste code snippets from those information sources for convenience reasons. Such behavior results in a constant flow of community-provided code snippets into production software. To date, the impact of this behaviour on code security is unknown. We answer this highly important question by quantifying the proliferation of security-related code snippets from Stack Overflow in Android applications available on Google Play. Access to the rich source of information available on Stack Overflow including ready-to-use code snippets provides huge benefits for software developers. However, when it comes to code security there are some caveats to bear in mind: Due to the complex nature of code security, it is very difficult to provide ready-to-use and secure solutions for every problem. Hence, integrating a security-related code snippet from Stack Overflow into production software requires caution and expertise. Unsurprisingly, we observed insecure code snippets being copied into Android applications millions of users install from Google Play every day. To quantitatively evaluate the extent of this observation, we scanned Stack Overflow for code snippets and evaluated their security score using a stochastic gradient descent classifier. In order to identify code reuse in Android applications, we applied state-of-the-art static analysis. Our results are alarming: 15.4% of the 1.3 million Android applications we analyzed, contained security-related code snippets from Stack Overflow. Out of these 97.9% contain at least one insecure code snippet.
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栈溢出是否有害?复制粘贴对Android应用安全的影响
Stack Overflow等在线编程讨论平台为软件开发人员提供了丰富的信息来源。可用的信息包括充满活力的讨论和随时可用的代码片段。先前的研究将堆栈溢出确定为开发人员依赖的最重要的信息源之一。轶事报告称,软件开发人员出于方便的原因从这些信息源复制和粘贴代码片段。这种行为导致社区提供的代码片段不断流入生产软件。到目前为止,这种行为对代码安全性的影响尚不清楚。我们通过量化Google Play上的Android应用程序中Stack Overflow的安全相关代码片段的扩散来回答这个非常重要的问题。访问Stack Overflow上提供的丰富信息源,包括现成的代码片段,为软件开发人员提供了巨大的好处。然而,当涉及到代码安全性时,需要记住一些注意事项:由于代码安全性的复杂性,很难为每个问题提供即用和安全的解决方案。因此,将Stack Overflow中的安全相关代码片段集成到生产软件中需要谨慎和专业知识。不出所料,我们发现每天都有数百万用户从Google Play安装不安全的代码片段被复制到Android应用中。为了定量地评估这种观察的程度,我们扫描了Stack Overflow的代码片段,并使用随机梯度下降分类器评估了它们的安全性评分。为了识别Android应用程序中的代码重用,我们应用了最先进的静态分析。我们的结果令人震惊:在我们分析的130万个Android应用程序中,有15.4%包含来自Stack Overflow的安全相关代码片段。其中97.9%包含至少一个不安全的代码片段。
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