Accelerating Spark in Microsoft Fabric: Native Execution and Beyond by Miles Cole #vfpug

What if your Spark jobs could run significantly faster, with zero effort and no additional cost? In this session, Miles will unpack how the new Native Execution Engine and other innovations in Microsoft Fabric are redefining performance—powered by vectorized processing, columnar memory, and intelligent runtime optimizations.

Whether you're building ELT pipelines, crunching massive datasets, or running complex analytics, see how these advancements can supercharge your workflows and help you unlock the full potential of Fabric.

Useful links from this session:

https://milescole.dev/data-engineering/2024/12/12/Should-You-Ditch-Spark-DuckDB-Polars.html
https://milescole.dev/data-engineering/2024/05/23/Fabric-Announcements-at-Build-24.html
https://fabric.guru/eli5-what-is-native-execution-engine-in-fabric
https://learn.microsoft.com/en-us/fabric/data-engineering/configure-resource-profile-configurations
https://blog.fabric.microsoft.com/en-GB/blog/optimizing-spark-compute-for-medallion-architectures-in-microsoft-fabric/
https://milescole.dev/data-engineering/2025/01/31/Auto-V-Order.html
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