Exploring the utilization of large-scale data in detection engineering within a tech company, this chapter emphasizes building high-fidelity detections based on technology risks and attacks. Highlighting the importance of coding in detection construction, Meta's approach includes CI/CD, automated feedback mechanisms, and coverage measurement automation for enhanced security decision-making. The discussion also touches on testing strategies, business context integration, and the use of different languages in detection writing for a comprehensive security framework.

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