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How and When to Embed Machine Learning in Your Product

ID: 94a79062-b8ea-58c0-ae7f-7741d18fdb0f

STIX ID: report--94a79062-b8ea-58c0-ae7f-7741d18fdb0f

Feed Name: Zscaler Security Research Blog

Date Published: 2025-04-02

Date Updated: 2026-05-01

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This Q&A with Howie Xu of Zscaler explains how to build and scale machine learning in cybersecurity products—highlighting the opportunities of vast telemetry, the challenges of processing and prioritizing data, tradeoffs between accuracy, speed, and cost, recommended organizational structures for ML teams, and practical advice on tooling, use cases, and stakeholder alignment.

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