Enterprise Security configuration at scale requires disciplined management of correlation searches, risk modifiers, and adaptive responses. The architect establishes a governance process: all new correlation searches must pass through a review gate (false positive testing, performance testing under load, documentation of expected behavior) before production deployment.
Correlation search performance is critical. A search that runs for 10 minutes every 5 minutes is always behind. The architect enforces SPL efficiency standards: use tstats over indexed data models, avoid leading wildcards, limit the lookback window to the minimum required, and use summary indexes for long-timeframe searches. These standards are codified in the detection engineering CI/CD pipeline.