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CCS2021顶会

The Effect of Google Search on Software Security: Unobtrusive Security Interventions via Content Re-ranking

Felix Fischer, Yannick Stachelscheid, Jens Grossklags

2021年份
12被引次数
8顶会引用

摘要

Google Search is where most developers start their Web journey looking for code examples to reuse. It is highly likely that code that is linked to the top results will be among those candidates that find their way into production software. However, as a large amount of secure and insecure code has been identified on the Web, the question arises how the providing webpages are ranked by Google and whether the ranking has an effect on software security.

We investigate how secure and insecure cryptographic code examples from Stack Overflow are ranked by Google Search. Our results show that insecure code ends up in the top results and is clicked on more often. There is at least a 22.8% chance that one out of the top three Google Search results leads to insecure code.

We introduce security-based re-ranking, where the rank of Google Search is updated based on the security and relevance of the provided source code in the results. We tested our re-ranking approach and compared it to Google's original ranking in an online developer study. Participants that used our modified search engine to look for help online submitted more secure and functional results, with statistical significance. In contrast to prior work on helping developers to write secure code, security-based re-ranking completely eradicates the requirement for any action performed by developers. Our intervention remains completely invisible, and therefore the probability of adoption is greatly increased. We believe security-based re-ranking allows Internet-wide improvement of code security and prevents the far-reaching spread of insecure code found on the Web.

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