The Fundamental Problem: Signal Is Infinitesimal Compared to Noise
Modern cloud systems operate at a scale where traditional data processing assumptions begin to break down. In large distributed environments, telemetry pipelines routinely process tens of billions of events per minute across millions of users, accounts, and resources.
At this scale, the objective of threat detection is often misunderstood. The goal is not to process data — it is to extract actionable signals for incident response.
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