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Scaling Netflix's threat detection pipelines without streaming

Data orchestration challenges I faced at Netflix, Airbnb, & Facebook (Part II)

Zach Wilson's avatar
Zach Wilson
Jul 25, 2025
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Back in 2018, I was part of Netflix’s real-time threat detection team. I owned the orchestration and delivery layer of a detection pipeline that flagged fraudulent behavior, security breaches, and abuse patterns across our global platform.

At the time, we were leveraging a creative hybrid architecture internally dubbed as the “Psycho Pattern.” Think of i…

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