The F-Files Podcast

Episode 003 - The Incremental Uprising


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In this episode of The F Files, Frank and Kevin dive deep into the battle-tested tactics of incremental loading in Microsoft Fabric. With data pouring in from global sales pipelines, there's no room for full refreshes or inefficient bulk loads.

But how do you balance performance, consistency, and transformation logic across thousands of records—without burning down your lakehouse?

Join us as we uncover:

- Why medallion architecture is your secret weapon
- The role of Data Factory pipelines vs. Dataflows Gen2
- How to ensure data quality and lineage in large-scale incremental scenarios
- Real-world war stories from the field, where things didn’t go as planned

This isn't just an optimization. It's a revolution.

🔁 The uprising is incremental—until it’s unstoppable.

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The F-Files PodcastBy Frank Geisler, Kevin Chant