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Update 2_FabricConfVegas2025.more visual guidnace about setting that in tenant
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‎0_Azure/WhatsNew/2_FabricConfVegas2025.md‎

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</details>
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## Overview
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## Content
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## Platform Enhancements
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| **Category** | **Details** |
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|-----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **Platform Enhancements** | - **OneLake Security (Private Preview)**: Seamless security integration across Spark, SQL Endpoint, and Power BI in Direct Lake mode.<br/> - **Command Line Interface (CLI)**: Execute commands across Fabric using terminal prompts or pre-written scripts.<br/> - **Variable Library**: Efficiently manage variables at a workspace level. |
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| **Data Integration** | **Database Mirroring**: Supports sources behind firewalls such as Azure SQL Database and Snowflake, with Azure SQL MI coming soon. On-prem SQL Server, Oracle, and Dataverse support is also on the way.|
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| **Data Engineering & Data Science** | - **Fabric Data Agents (Former AI Skills)**: Integrate Data Agents with Azure AI Foundry.<br/> - **Copilot & AI Features**: Available with all paid-SKU, starting with F2.<br/> - **Autoscale Billing for Spark**: Serverless, pay-as-you-go billing, no longer consuming your Fabric capacity when enabled.<br/> - **Copilot Improvements**: Copilot is now pre-installed, supports data-specific queries, and tracks historic interactions.<br/> - **AI Functions**: Apply LLM models for summarization, text generation, classification, sentiment analysis, and translation.<br/> - **Row-Level & Column-Level Security in Spark**. |
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| **Data Warehouse** | - **AI Functions**: Bring AI features to Data Warehouse, similar to Data Engineering & Data Science.<br/> - **User-Defined Functions (UDFs)**: Write custom Python functions and execute them directly through T-SQL.<br/> - **Migration Tool**: Public preview for migrating Azure Synapse Analytics warehouses to Fabric. |
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| **Real-Time Intelligence** | **Streaming & Event Connectors**: New integrations for MQTT, Solace, ADX, Real-Time Weather, and Azure Event Grid.|
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| **Power BI** | - **Direct Lake Semantic Models**: Create models directly in Power BI Desktop, and use data from multiple OneLake sources.<br/> - **Datapoint Annotations**: Add descriptive text to specific data points directly in PowerPoint presentations.<br/> - **Copilot Improvements**: Ask data questions from your model.<br/> - **Notebook Tools**: Quickly analyze semantic models with pre-built notebooks for best practices and memory optimization. |
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| **Additional Highlights** | - **Workshops and Sessions**: Over 200 expert-led sessions covering AI, databases, analytics, business intelligence, and more.<br/> - **Hands-On Workshops**: Pre- and post-conference workshops offering immersive, practical learning experiences. |
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## Platform Enhancements
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> Setting Up OneLake Security:
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- **Enhanced Data Pipelines**: The Variable Library is `already available for use in data pipelines, allowing for more streamlined and efficient data processing`.
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- **Future Integrations**: Plans are in place to `expand the use of the Variable Library to other areas within the Fabric platform, further enhancing its utility`.
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## Data Integration
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| **Category** | **Details** |
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|-----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **Data Integration** | **Database Mirroring**: Supports sources behind firewalls such as Azure SQL Database and Snowflake, with Azure SQL MI coming soon. On-prem SQL Server, Oracle, and Dataverse support is also on the way.|
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> Database mirroring -> enables seamless data replication and high availability for critical workloads.
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| **Source** | **Support Status** | **Connectivity** | **Technical Details**|
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3. **Configure Mirroring**:
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- Go to the Fabric workspace and select the ⚙️.
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- Choose "Manage connection and gateways" to configure the connection to your Snowflake account.
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- Choose `Manage connection and gateways` to configure the connection to your Snowflake account.
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4. **Initial Replication**:
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- Start the mirroring process. The initial replication time depends on the size of the data being brought in.
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2. **Configure Mirroring**:
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- Go to the Fabric workspace and select the ⚙️.
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- Choose "Manage connection and gateways" to configure the connection to your Azure SQL Managed Instance.
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- Choose `Manage connection and gateways` to configure the connection to your Azure SQL Managed Instance.
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3. **Set Up Gateway**:
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- Deploy either the On-Premises Data Gateway or VNET Data Gateway depending on your network setup.
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## Data Engineering & Data Science
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| **Category** | **Details** |
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|-----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **Data Engineering & Data Science** | - **Fabric Data Agents (Former AI Skills)**: Integrate Data Agents with Azure AI Foundry.<br/> - **Copilot & AI Features**: Available with all paid-SKU, starting with F2.<br/> - **Autoscale Billing for Spark**: Serverless, pay-as-you-go billing, no longer consuming your Fabric capacity when enabled.<br/> - **Copilot Improvements**: Copilot is now pre-installed, supports data-specific queries, and tracks historic interactions.<br/> - **AI Functions**: Apply LLM models for summarization, text generation, classification, sentiment analysis, and translation.<br/> - **Row-Level & Column-Level Security in Spark**. |
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## Data Warehouse
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| **Category** | **Details** |
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|-----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **Data Warehouse** | - **AI Functions**: Bring AI features to Data Warehouse, similar to Data Engineering & Data Science.<br/> - **User-Defined Functions (UDFs)**: Write custom Python functions and execute them directly through T-SQL.<br/> - **Migration Tool**: Public preview for migrating Azure Synapse Analytics warehouses to Fabric. |
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## Real-Time Intelligence
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| **Category** | **Details** |
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|-----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **Real-Time Intelligence** | **Streaming & Event Connectors**: New integrations for MQTT, Solace, ADX, Real-Time Weather, and Azure Event Grid.|
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## Power BI
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| **Category** | **Details** |
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|-----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **Power BI** | - **Direct Lake Semantic Models**: Create models directly in Power BI Desktop, and use data from multiple OneLake sources.<br/> - **Datapoint Annotations**: Add descriptive text to specific data points directly in PowerPoint presentations.<br/> - **Copilot Improvements**: Ask data questions from your model.<br/> - **Notebook Tools**: Quickly analyze semantic models with pre-built notebooks for best practices and memory optimization. |
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<div align="center">
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<h3 style="color: #4CAF50;">Total Visitors</h3>
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<img src="https://profile-counter.glitch.me/brown9804/count.svg" alt="Visitor Count" style="border: 2px solid #4CAF50; border-radius: 5px; padding: 5px;"/>

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