SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals

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Contact UsEnterprise security breaches can quickly paralyze operations and cripple the ability to do business if security teams are not adequately equipped to collect all critical log data from the services an organization uses. Vendors lead us to believe that we are comprehensively covered with their out-of-the box log source integrations. It can be challenging for security professionals to find issues with these integrations and it is usually not until a security incident that we realize that crucial log data is missing. This paper takes a critical look at a hidden gap in out-of-the-box integrations in SIEM platforms for API log sources, which we, as security professionals, rely on for our detection and analysis of security incidents. As organizations turn from on premises log sources with push style log delivery methods to cloud-based solutions where logs are pulled from an API endpoint, new issues arise that have not been seen before. These issues can lead to undetected gaps of missing data between the true record of API log data and what is found in the SIEM platform.