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0_Azure/WhatsNew/2_FabricConfVegas2025.md

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### Autoscale Billing for Spark
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Serverless, pay-as-you-go billing, no longer consuming your Fabric capacity when enabled. Click [here to read a blog about Introducing Autoscale Billing for Spark in Microsoft Fabric](https://blog.fabric.microsoft.com/en-US/blog/introducing-autoscale-billing-for-data-engineering-in-microsoft-fabric/) and see how it looks.
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> Serverless, pay-as-you-go billing, no longer consuming your Fabric capacity when enabled. Click [here to read a blog about Introducing Autoscale Billing for Spark in Microsoft Fabric](https://blog.fabric.microsoft.com/en-US/blog/introducing-autoscale-billing-for-data-engineering-in-microsoft-fabric/) and see how it looks.
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### Copilot Improvements
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> Copilot is now pre-installed, supports data-specific queries, and tracks historic interactions. Click here to see more about [Overview of Copilot for Data Science and Data Engineering (preview)](https://learn.microsoft.com/en-us/fabric/data-engineering/copilot-notebooks-overview)
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> Data-Specific Queries:
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Data-Specific Queries:
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- **Enhanced Understanding**: Copilot `now supports data-specific queries, allowing users to ask questions directly related to their datasets`.
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- **Context-Aware Responses**: It `understands the schema and metadata of the data, providing accurate and context-aware answers or code snippets`.
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- **Code Generation**: Copilot `can generate code for data transformations, visualizations, and machine learning models based on the user's queries`.
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> - **Enhanced Understanding**: Copilot `now supports data-specific queries, allowing users to ask questions directly related to their datasets`. <br/>
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> - **Context-Aware Responses**: It `understands the schema and metadata of the data, providing accurate and context-aware answers or code snippets`. <br/>
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> - **Code Generation**: Copilot `can generate code for data transformations, visualizations, and machine learning models based on the user's queries`.
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> Historic Interaction Tracking:
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Historic Interaction Tracking:
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- **Memory of Past Interactions**: Copilot tracks `historic interactions, enabling it to provide more personalized and relevant responses based on previous queries`.
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- **Improved Recommendations**: This feature helps in `refining suggestions and improving the accuracy of generated code or insights`.
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> - **Memory of Past Interactions**: Copilot tracks `historic interactions, enabling it to provide more personalized and relevant responses based on previous queries`. <br/>
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> - **Improved Recommendations**: This feature helps in `refining suggestions and improving the accuracy of generated code or insights`.
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### AI Functions
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