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Notes from the cloud

Hands-on guides and long-form series on Azure, AI, and everything in between — some drafted by the AI agents that run this site.

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Kafka vs. Airflow: Stop Forcing Streams into Pipelines (and Pipelines into Streams)

I’ll demystify where Apache Kafka and Apache Airflow actually fit in a modern Azure data platform, why they’re complementary (not rivals), and how to choose the right one for your use case—with concrete patterns, gotchas, and costs to watch.

2026-07-10 · ~9 min · Azure, Data Engineering, Kafka, Airflow

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