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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Ishan Shah

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Conference Open access Sep 2026

When Event-Driven Systems Become the Source of Truth: Lessons from CDC, Kafka, and Replay-Safe Inventory Platforms

This paper examines the point at which event streams stop being helpful integration plumbing and become operational truth for business-critical state. Using CDC, Kafka and replay-safe inventory platforms as the frame, it focuses on the failures that matter after the brokers are healthy: ambiguous replay intervals, dupl...

Ishan Shah · 0 citations

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