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awesome-microsoft-fabric

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A curated list of awesome Microsoft Fabric resources, updates, blogs, videos and more

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# [awesome-microsoft-fabric](https://bhakthan.github.io/awesome-microsoft-fabric/)
A curated **unofficial** list of awesome Microsoft Fabric resources, updates,  blogs, videos and more

- [Awesome Microsoft Fabric](#awesome-microsoft-fabric)
    - [Overview](#overview)
    - [Roadmap](#roadmap)
    - [Official Updates](#official-updates)
    - [GuidedTour](#guidedtour)
    - [Hack](#hack)
    - [Blogs](#blogs)
    - [Ideas and Usergroups](#ideas)
    - [Certification](#certification)
    - [Workshops](#workshop)
    - [Community](#community)
    - [Recent Community Blogs](#recent-community-blogs)
    - [Samples](#samples)
    - [Presentation](#presentation)
    - [Architecture](#architecture)
    - [Videos](#videos)
    - [Learning](#learning)
    - [Administration](#administration)
    - [Capacity Management](#capacity-management)
    - [Security](#security)
    - [OneLake](#onelake)
    - [Next Generation Synapse Analytics](#next-generation-synapse-analytics)
    - [Migration](#migration)
    - [Data Integration](#data-integration)
    - [Connectors and Data Movement](#connectors-and-data-movement)
    - [Mirroring](#mirroring)
    - [Databases](#databases)
    - [Data Warehouse](#data-warehouse)
    - [Data Factory](#data-factory)
    - [Data Engineering](#data-engineering)
    - [User Data Functions](#user-data-functions)
    - [API for GraphQL](#api-for-graphql)
    - [Data Science / AI](#data-science-AI)
    - [EventHouse](#EventHouse)
    - [Microsoft IQ](#microsoft-iq)
    - [Graph](#graph)
    - [Power BI](#power-bi)
    - [Real-Time Analytics](#real-time-analytics)
    - [Maps](#maps)
    - [Digital Twin Builder](#digital-twin-builder)
    - [Data Activator](#data-activator)
    - [Data Quality](#data-quality)
    - [Data Governance](#data-governance)
    - [Data Mesh](#data-mesh)
    - [Use cases](#use-cases)
    - [Industry Solutions](#industry-solutions)
    - [Fabric with OpenAI](#fabric-with-openai)
    - [Microsoft 365](#microsoft-365)
    - [Application](#application)
    - [Fabric Apps](#fabric-apps)
    - [Model Context Protocol](#model-context-protocol)
    - [Developer Tools and CI/CD](#developer-tools-and-cicd)
    - [Copilot](#copilot)
    - [Limitations](#limitations)
    - [KnownIssues](#knownissues)

---
## Overview
**SaaS - Data & Analytics Platform for the era of AI**

*For Business and Technical Decision makers*
* [Overview](https://learn.microsoft.com/en-us/fabric/get-started/microsoft-fabric-overview) Get Started - Microsoft Fabric Overview
* [Decision Guide](https://learn.microsoft.com/en-us/fabric/get-started/decision-guide-data-store)

## Roadmap
* [Fabric Roadmap](https://aka.ms/FabricRoadmap)
* [Adoption Roadmap](https://learn.microsoft.com/en-us/power-bi/guidance/fabric-adoption-roadmap)

## Official Updates
* [What's New in Microsoft Fabric](https://learn.microsoft.com/en-us/fabric/fundamentals/whats-new) Authoritative rolling list of new and updated Fabric features
* [What's New Archive](https://learn.microsoft.com/en-us/fabric/fundamentals/whats-new-archive) Historical Microsoft Fabric feature announcements
* [Fabric June 2026 Feature Summary](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Fabric-June-2026-Feature-Summary/ba-p/5190690) GPU-accelerated Data Warehouse, Data Agent enhancements, OneLake storage tiers and more
* [Fabric April 2026 Feature Summary](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Fabric-April-2026-Feature-Summary/ba-p/5176490) Fabric Local MCP, tabbed multitasking, cross-workspace MLflow and more

## GuidedTour
* [Fabric Guided Tour](https://guidedtour.microsoft.com/en-us/guidedtour/microsoft-fabric/microsoft-fabric/1/1)

## Hack
* [Fabric AI Hack](https://techcommunity.microsoft.com/t5/educator-developer-blog/hack-together-the-microsoft-fabric-global-ai-hack/ba-p/4024305)
  
## Blogs

Blogs to empower teams that are looking to transform the organization with Microsoft Fabric
* [Microsoft Fabric Blog](https://blog.fabric.microsoft.com/en-US/blog/) Manage your data in one place with Lake Centric SaaS Solution
* [Submit your ideas](https://aka.ms/fabricideas)
* [Get Started with Fabric](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/get-started-with-microsoft-fabric-all-in-one-place-for-all-your/ba-p/3830387)
* [Synapse Blog](https://aka.ms/SynapseBlog)
* [Fabric Notes](https://microsoft.github.io/fabricnotes/)
* [Data Factory Blog](https://techcommunity.microsoft.com/t5/azure-data-factory-blog/bg-p/AzureDataFactoryBlog)
* [Synapse Analytics Blog](https://techcommunity.microsoft.com/t5/azure-synapse-analytics-blog/bg-p/AzureSynapseAnalyticsBlog)
* [Azure Data Explorer ADX](https://techcommunity.microsoft.com/t5/azure-data-explorer-blog/bg-p/AzureDataExplorer)
* [Azure Machine Learning](https://techcommunity.microsoft.com/t5/ai-machine-learning-blog/bg-p/MachineLearningBlog)
* [Azure Migration](https://techcommunity.microsoft.com/t5/azure-migration-and/bg-p/AzureMigrationBlog)
* [Data Migration](https://techcommunity.microsoft.com/t5/microsoft-data-migration-blog)
* [Capacity and cost management](https://blog.fabric.microsoft.com/en-us/blog/announcing-microsoft-fabric-capacities-are-available-for-purchase)
* [Pricing & Billing](https://github.com/Azure/azureml-examples/blob/main/sdk/python/generative-ai/rag/notebooks/azure_cognitive_search/acs_mlindex_with_langchain.ipynb)
* [Meta-data driven Pipeline - Part-1](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/metadata-driven-pipelines-for-microsoft-fabric/ba-p/3891651) and [Part-2 Data](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/metadata-driven-pipelines-for-microsoft-fabric-part-2-data/ba-p/3906749)
* [Semantic Kernel and Fabric](https://blog.fabric.microsoft.com/en-US/blog/use-semantic-kernel-with-lakehouse-in-microsoft-fabric/)
* [Azure Open AI with Microsoft Fabric](https://blog.fabric.microsoft.com/en-us/blog/harness-the-power-of-langchain-in-microsoft-fabric-for-advanced-document-summarization?ft=All) Document Summarization with LLM
* [How to leverage Fabric for DataScience](https://techcommunity.microsoft.com/t5/educator-developer-blog/how-to-leverage-microsoft-fabric-for-data-science/ba-p/3889244)
* [Eveything you need to know about Fabric Capacities](https://blog.fabric.microsoft.com/en-us/blog/fabric-capacities-everything-you-need-to-know-about-whats-new-and-whats-coming?ft=All)
* [Data Warehouse Utilization Reporting in Fabric Capacity Metrics App](https://blog.fabric.microsoft.com/en-us/blog/data-warehouse-utilization-reporting-in-fabric-capacity-metrics-app)
* [OneLake Shortcuts to Power Platform and Dynamics 365](https://blog.fabric.microsoft.com/en-us/blog/microsoft-onelake-adds-shortcut-support-to-power-platform-and-dynamics-365?ft=All)
* [Understanding KQL DB Capacity](https://blog.fabric.microsoft.com/en-us/blog/understanding-fabric-kql-db-capacity?ft=All)
* [Column Level and Row Level Security for Fabric Warehouse](https://blog.fabric.microsoft.com/en-us/blog/announcing-column-level-row-level-security-for-fabric-warehouse-sql-endpoint?ft=All)
* [End to End Workshop - Analyzing wildlife data with Fabric - Includes Datasets](https://blog.fabric.microsoft.com/en-us/blog/announcing-an-end-to-end-workshop-analyzing-wildlife-data-with-microsoft-fabric?ft=All) & [Workshop](https://aka.ms/fabric-e2e-serengeti)
* [Fabric Copilot Workshop](https://github.com/kinfey/MSFabricCopilotWorkshop)
* [Change the game - Exploring Data with Fabric](https://blog.fabric.microsoft.com/en-us/blog/fabric-change-the-game-exploring-the-data?ft=All)
* [OneLake File Explorer](https://blog.fabric.microsoft.com/en-us/blog/onelake-file-explorer-easy-access-to-open-workspaces-and-items-online?ft=All)
* [Semantic Kernel and Fabric](https://blog.fabric.microsoft.com/en-us/blog/chat-your-data-in-microsoft-fabric-with-semantic-kernel?ft=All)
* [Fabric Icons](https://blog.fabric.microsoft.com/en-us/blog/fabrics-new-item-icon-system?ft=All)
* [Delta-RS native support for Rust](https://blog.fabric.microsoft.com/en-us/blog/delta-rs-introduces-native-support-for-onelake?ft=All)
* [Data Compaction](https://blog.fabric.microsoft.com/en-us/blog/announcing-automatic-data-compaction-for-fabric-warehouse?ft=All)
* [Multiple Shortcuts](https://blog.fabric.microsoft.com/en-us/blog/create-multiple-shortcuts-faster-and-easier)
* [Time travelling through data - Magic of Table Clone](https://blog.fabric.microsoft.com/en-us/blog/time-travelling-through-data-the-magic-of-table-clones)
* [Using your own python library](https://blog.fabric.microsoft.com/en-US/blog/fabric-changing-the-game-using-your-own-library-with-microsoft-fabric/)
* [Guardrails for Burstable Activity](https://blog.fabric.microsoft.com/en-us/blog/data-warehouse-sku-guardrails-for-burstable-capacity?ft=Uncategorized:category)
* [Data Quality with Semantic Link](https://blog.fabric.microsoft.com/en-us/blog/fabric-changing-the-game-validate-dependencies-with-semantic-link?ft=All)
* [Mirroring in Fabric](https://blog.fabric.microsoft.com/en-us/blog/introducing-mirroring-in-microsoft-fabric?ft=All)
* [Fabric and M365](https://blog.fabric.microsoft.com/en-us/blog/fabric-microsoft-365-data-better-together?ft=All)
* [Fabric for existing synapse users](https://blog.fabric.microsoft.com/en-us/blog/microsoft-fabric-explained-for-existing-synapse-users?ft=All)
* [Delta Lake Support in Real-Time Analytics with KQL](https://blog.fabric.microsoft.com/en-us/blog/announcing-delta-support-in-real-time-analytics-kql-db?ft=All)
* [SAP data into Fabric](https://blog.fabric.microsoft.com/en-us/blog/integrate-your-sap-data-into-microsoft-fabric?ft=All)
* [Semantic Link: OneLake integrated Semantic Models](https://blog.fabric.microsoft.com/en-us/blog/semantic-link-onelake-integrated-semantic-models?ft=All)
* [Explore Data Transformation in Eventstream for KQL DB](https://blog.fabric.microsoft.com/en-us/blog/explore-data-transformation-in-eventstream-for-kql-database-integration?ft=All)
* [Lakehouse Vs Warehouse - Deep Dive into usecases](https://blog.fabric.microsoft.com/en-CA/blog/lakehouse-vs-data-warehouse-deep-dive-into-use-cases-differences-and-architecture-designs/)
* [Datawarehouse Recovery](https://blog.fabric.microsoft.com/en-ca/blog/the-art-of-data-warehouse-recovery-within-microsoft-fabric?ft=All)
* [Understanding the underlying architecture](https://piethein.medium.com/microsoft-fabric-a-better-understanding-of-the-underlying-architecture-and-concepts-847407b2524f)
* [Automate Fabric Datawarehouse queries and commands with data factory](https://blog.fabric.microsoft.com/en-us/blog/automate-fabric-data-warehouse-queries-and-commands-with-data-factory?ft=All)
* [Fabric Data Factory Data Pipelines to Orchestrate Notebook-based Workflows](https://blog.fabric.microsoft.com/en-us/blog/use-fabric-data-factory-data-pipelines-to-orchestrate-notebook-based-workflows?ft=All)
* [Data Pipelines - Advanced Scheduling Techniques](https://blog.fabric.microsoft.com/en-us/blog/fabric-data-pipelines-advanced-scheduling-techniques-part-1?ft=All)
* [Data Flow Gen2 Destinations and managed settings](https://blog.fabric.microsoft.com/en-us/blog/dataflows-gen-2-data-destinations-and-managed-settings?ft=All)
* [Managed Private End Points](https://blog.fabric.microsoft.com/en-us/blog/introducing-managed-private-endpoints-for-microsoft-fabric-in-public-preview/)
* [Mapping Azure Synapse Dedicated SQL pools to fabric data warehouse compute](https://blog.fabric.microsoft.com/en-us/blog/mapping-azure-synapse-dedicated-sql-pools-to-fabric-data-warehouse-compute?ft=All)
* [Analyze Dataverse Tables with Fabric](https://blog.fabric.microsoft.com/en-us/blog/analyze-dataverse-tables-from-microsoft-fabric?ft=All)
* [Bridging Fabric Lakehouses: Delta Change Data Feed for Seamless ETL](https://blog.fabric.microsoft.com/en-us/blog/bridging-fabric-lakehouses-delta-change-data-feed-for-seamless-etl?ft=All)
* [Integrate onpremise data using data pipelines in data factory - data gateway](https://blog.fabric.microsoft.com/en-us/blog/integrating-on-premises-data-into-microsoft-fabric-using-data-pipelines-in-data-factory?ft=All)
* [Fast copy in Gen2](https://blog.fabric.microsoft.com/en-us/blog/fast-copy-in-dataflows-gen-2?ft=All)
* [Analyze Dataverse tables in Fabric](https://blog.fabric.microsoft.com/en-us/blog/analyze-dataverse-tables-from-microsoft-fabric?ft=All)
* [Delta change data feed for seemless ETL](https://blog.fabric.microsoft.com/en-us/blog/bridging-fabric-lakehouses-delta-change-data-feed-for-seamless-etl?ft=All)
* [CosmosDB for NoSQL with Fabric](https://blog.fabric.microsoft.com/en-us/blog/fabric-change-the-game-embracing-azure-cosmos-db-for-no-sql?ft=All)
* [Mirroring Azure SQL Database in Fabric](https://blog.fabric.microsoft.com/en-us/blog/announcing-mirroring-azure-sql-database-in-fabric-for-public-preview/)
* [Fabric git Integration](https://blog.fabric.microsoft.com/en-us/blog/introducing-new-branching-capabilities-in-fabric-git-integration?ft=All)
* [Mastering Enterprise T-SQL ETL/ELT: A Guide with Data Warehouse and Fabric Pipelines](https://blog.fabric.microsoft.com/en-us/blog/mastering-enterprise-t-sql-etl-elt-a-guide-with-data-warehouse-and-fabric-pipelines?ft=All)
* [Demystifying Data Ingestion in Fabric: Fundamental Components for Ingesting Data into a Fabric Lakehouse using Fabric Data Pipelines](https://blog.fabric.microsoft.com/en-us/blog/demystifying-data-ingestion-in-fabric-fundamental-components-for-ingesting-data-into-a-fabric-lakehouse-using-fabric-data-pipelines?ft=All)
* [Custom Pools - Workspace level capacity pools for data engineering and data science](https://blog.fabric.microsoft.com/en-us/blog/introducing-capacity-pools-for-data-engineering-and-data-science-in-microsoft-fabric/)
* [Microsoft Fabric Lifecycle Management: Getting started with development in isolation using a Private Workspace](https://blog.fabric.microsoft.com/en-us/blog/microsoft-fabric-lifecycle-management-getting-started-with-development-in-isolation-using-a-private-workspace?ft=All)
* [Build Custom AI applications Retrieval Augmented Generation RAG with LLM - Fabric](https://blog.fabric.microsoft.com/en-us/blog/building-custom-ai-applications-with-microsoft-fabric-implementing-retrieval-augmented-generation-for-enhanced-language-models/)
* [SOC-1 SOC-2, SOC-3 compliance](https://blog.fabric.microsoft.com/en-US/blog/microsoft-fabric-compliance-offerings/)
* [CI/CD with warehouse](https://blog.fabric.microsoft.com/en-us/blog/ci-cd-with-warehouses-in-microsoft-fabric?ft=All)
* [How Spark compute works in Fabric](https://learn.microsoft.com/en-us/fabric/data-engineering/spark-compute)
* [AI Functions in Fabric](https://blog.fabric.microsoft.com/en-us/blog/announcing-ai-functions-for-easy-llm-powered-data-enrichment/)
* [AI Skill improvements](https://blog.fabric.microsoft.com/en-us/blog/new-improvements-coming-to-the-ai-skill?ft=All)
* [Store and access your Iceberg data in OneLake using Snowflake and Shortcuts](https://support.fabric.microsoft.com/en-us/blog/store-and-use-your-snowflake-iceberg-data-in-onelake?ft=All)
* [Unlock Iceberg data in onelake](https://blog.fabric.microsoft.com/en-US/blog/unlock-the-power-of-your-iceberg-data-in-onelake/)
* [Fabric Migration Assistant for Datawarehouse / Synapse Migration to Fabric](https://blog.fabric.microsoft.com/en-us/blog/public-preview-of-migration-assistant-for-fabric-data-warehouse)
* [Playbook for Metadata driven lakehouse implementation](https://blog.fabric.microsoft.com/en-sg/blog/playbook-for-metadata-driven-lakehouse-implementation-in-microsoft-fabric?ft=All)
* [SKU Estimator - Mastering SKU estimations - Plan your next project](https://blog.fabric.microsoft.com/en-us/blog/mastering-sku-estimations-with-the-microsoft-fabric-sku-estimator?ft=All)
* [Common usecases for building user defined functions UDF](https://blog.fabric.microsoft.com/en-us/blog/common-use-cases-for-building-solutions-with-microsoft-fabric-user-data-functions-udfs?ft=All)
* [Integrate API Management in Fabric for GraphQL](https://blog.fabric.microsoft.com/en-us/blog/integrating-azure-api-management-with-fabric-api-for-graphql)
* [Privacy by Design: PII Detection and Anonymization with PySpark on Microsoft Fabric](https://blog.fabric.microsoft.com/en-us/blog/privacy-by-design-pii-detection-and-anonymization-with-pyspark-on-microsoft-fabric)
* [AI functions for better performance—and lower costs](https://blog.fabric.microsoft.com/en-us/blog/introducing-upgrades-to-ai-functions-for-better-performance-and-lower-costs)
* [Secure Your Data from Day One: Best Practices for Success with Purview Data Loss Prevention (DLP) Policies in Microsoft Fabric](https://blog.fabric.microsoft.com/en-us/blog/secure-your-data-from-day-one-best-practices-for-success-with-purview-data-loss-prevention-dlp-policies-in-microsoft-fabric)
* [Refresh SQL analytics endpoint Metadata REST API](https://blog.fabric.microsoft.com/en-us/blog/refresh-sql-analytics-endpoint-metadata-rest-api-now-in-public-preview)
* [Pipeline Activities support OPDG and VNET](https://blog.fabric.microsoft.com/en-us/blog/new-pipeline-activities-now-support-opdg-and-vnet)
* [Integrating Fabric with Databricks in private network](https://blog.fabric.microsoft.com/en-us/blog/integrating-fabric-with-databricks-using-private-network)
* [Create SQL Database using Fabric-cli](https://blog.fabric.microsoft.com/en-us/blog/how-to-create-a-sql-database-in-fabric-using-fabric-cli)
* [Understand OneLake Security Shortcuts](https://blog.fabric.microsoft.com/en-us/blog/understanding-onelake-security-with-shortcuts)
  
## Ideas
* [Fabric Ideas](https://ideas.fabric.microsoft.com/)
* [User Groups](https://aka.ms/FabricUserGroups)
  
## Certification
* [Fabric Certification and Career Hub - New Fabric Analytics Engineer Associate certification](https://blog.fabric.microsoft.com/en-us/blog/new-fabric-certification-and-fabric-career-hub?ft=All)
* [DP-600 Implementing Analytics Solutions Using Microsoft Fabric](https://learn.microsoft.com/en-us/credentials/certifications/exams/dp-600/) & [Community Measuring Guide](https://www.serverlesssql.com/dp-600-fabric-analytics-engineer-skills-measured-guide/)
* [DP-600 Exam Full Course (6+ hours) | Microsoft Fabric Analytics Engineer](https://www.youtube.com/watch?v=Bjk93hi21QM)

## Workshop
* [Fabric Workshops and Readiness](https://github.com/microsoft/Fabric_Workshops)

## Community

* [Recurively Load Files from Multiple Workspaces](https://fabric.guru/recursively-loading-files-from-multiple-workspaces-and-lakehouses-in-fabric)
* [Build Insightful Analytics with KQL](https://fabric.guru/building-insightful-analytical-solutions-using-kqlmagic)
* [Calculate folder size in Lakehouse](https://fabric.guru/calculating-folder-size-in-the-lakehouse)
* [Increase copy activity throughput](https://fabric.guru/boosting-copy-activity-throughput-in-fabric)
* [Loading ML Models](https://fabric.guru/loading-ml-models-in-fabric-data-science)
* [Migrate existing Models to Fabric](https://fabric.guru/migrating-existing-ml-models-to-fabric-data-science)
* [Download ML Models from Registry](https://fabric.guru/downloading-ml-models-from-fabric-model-registry)
* [Not all Delta Tables are equal](https://fabric.guru/fabric-not-all-delta-tables-are-created-equally)
* [Connecting Event Hubs with Fabric](https://erwindekreuk.com/2023/05/connecting-event-hubs-in-microsoft-fabric/)
* [Fabric - What, why, who, when and how](https://medium.com/microsoft-power-bi/microsoft-fabric-what-why-who-when-how-638b391df4f1)
* [Data Wrangler vs Power Query Editor](https://radacad.com/data-wrangler-vs-power-query-editor)
* [Performance Testing PowerBI Direct Lake with Fabric](https://blog.crossjoin.co.uk/2023/07/09/performance-testing-power-bi-direct-lake-mode-datasets-in-fabric/)
* [On Demand Loading of Direct Lake Power BI datasets](https://blog.crossjoin.co.uk/2023/07/02/on-demand-loading-of-direct-lake-power-bi-datasets-in-fabric/)
* [Getting Started with Microsoft Fabric Licensing](https://www.advancinganalytics.co.uk/blog/2023/7/27/getting-started-with-microsoft-fabric-licensing)
* [End to End Implementation](https://www.advancinganalytics.co.uk/blog/2023/7/17/fabric-end-to-end-implementation)
* [Azure Synapse Reference - Linkedin Pulse](https://www.linkedin.com/pulse/azure-synapse-reference-srikanth-bhakthan)
* [How can Microsoft have an impact on your business](https://www.cloudformations.org/post/should-i-wait-for-microsoft-fabric)
* [Using BlobFuse V2 - Fabric Notebook virtual filesystem ](https://datamonkeysite.com/2023/09/14/fabric-notebook-virtual-filesystem/)
* [Fabric and Snowflake - Sharing data between](https://datamonkeysite.com/2023/08/25/sharing-data-between-onelake-and-snowflake/)
* [Fabric DataFlow Gen2 to stage or not to stage](https://blog.crossjoin.co.uk/2023/09/03/fabric-dataflows-gen2-to-stage-or-not-to-stage/)
* [Table partitioning - convert files to tables](https://www.red-gate.com/simple-talk/uncategorized/microsoft-fabric-using-notebooks-and-table-partitioning-to-convert-files-to-tables/)
* [dbt with the lakehouse](https://debruyn.dev/2023/fabric-end-to-end-use-case-analytics-engineering-part-1-dbt-with-the-lakehouse/)
* [Row Level Security RLS in Datawarehouse](https://www.youtube.com/watch?v=iP0Cz1XbFfE)
* [Public repositories available in Github for Fabric - Collection of links](https://www.kevinrchant.com/2023/10/10/microsoft-fabric-repositories-publicly-available-in-github/)
* [Fabric icons](https://icons.michaeljohnpena.com/iconlist/fabric)
* [Analyze Power BI Data in Excel with Fabric](https://blog.crossjoin.co.uk/2023/10/15/analyse-power-bi-data-in-excel-with-python/)
* [Security - Item level access SQL Policy and Object Level](https://shabnamwatson.com/2023/11/14/microsoft-fabric-workspace-access-item-level-access-sql-policy-and-object-level-security/)
* [Comparative Analysis of Fabric](https://www.linkedin.com/pulse/unveiling-microsoft-fabric-comparative-analysis-against-sanchez)
* [Streamlit with Microsoft Fabric](https://murggu.medium.com/using-streamlit-with-fabric-ebb0998ccc7f)
* [Databricks and Unity Catalog integration with Fabric](https://murggu.medium.com/microsoft-fabric-and-databricks-unity-catalog-unraveling-the-integration-scenarios-a31a01297e76)
* [Fabric REST API data pipeline](https://murggu.medium.com/fabric-rest-api-data-pipelines-33b1b987efcf)
* [Use external readers to access onelake data](https://github.com/djouallah/Light_ETL_Challenge/tree/main)
* [Decoding Delta lake compatibility between Fabric and Databricks](https://milescole.dev/integration/2024/03/22/Decoding-Delta-Lake-Compatibility-Between-Fabric-and-Databricks.html)
* [ArcGIS GeoAnalytics for Fabric](https://community.esri.com/t5/arcgis-geoanalytics-for-microsoft-fabric/ct-p/arcgis-geoanalytics-for-microsoft-fabric)
* [Automating Fabric: Dynamically Configuring Microsoft Fabric Data Pipelines](https://peerinsights.hashnode.dev/automating-fabric-dynamically-configuring-microsoft-fabric-data-pipelines)
* [Fabric Spark Notebooks and CU-Capacity Unit Consumption](https://justb.dk/blog/2025/02/fabric-spark-notebooks-and-cu-consumption/)
* [Optimizing Fabric Spark with High Concurrency Mode](https://justb.dk/blog/2025/03/optimizing-spark-with-high-concurrency-mode/)
* [Running Multiple Spark Notebooks on the Same Capacity](https://justb.dk/blog/2025/03/running-multiple-notebooks-on-the-same-capacity-in-fabric-spark/)
* [Reading Snowflake Iceberg Table using Fabric OneLake](https://datamonkeysite.com/2023/12/16/reading-snowflake-iceberg-table-using-fabric-onelake/)
* [Understanding relation between Microsoft Fabric, Azure Subscription and Entra Tenant](https://isinghrana.medium.com/micunderstanding-relationship-between-microsoft-fabric-tenant-azure-subscription-and-entra-tenant-40baac213aeb)
* [Mirroring Snowflake Views](https://github.com/DaSenf1860/mirror_snowflake_views)

*Microsoft Fabric Community*
* [Fabric Community](https://community.fabric.microsoft.com/)

## Samples
*code samples*
* [Fabric Samples for Data Engineering, Data Science, Continous Integration and Development CI/CD, real-time analytics and Developer](https://github.com/microsoft/fabric-samples/tree/main/docs-samples)
* [CI/CD GIT integration](https://github.com/microsoft/fabric-samples/tree/main/e2e-samples)
* [Fabric Workload Development](https://github.com/microsoft/Microsoft-Fabric-workload-development-sample)

## Presentation
*Fabric Readiness*
* [Introducing Unified Analytics](https://view.officeapps.live.com/op/view.aspx?src=https://github.com/microsoft/Fabric-Readiness/raw/main/presentations/01.%20Introducing%20Unified%20Analytics.pptx)
* [Data Engineering with Microsoft Synapse](https://view.officeapps.live.com/op/view.aspx?src=https://github.com/microsoft/Fabric-Readiness/raw/main/presentations/02.%20Data%20Engineering%20with%20Microsoft%20Synapse.pptx)
* [Data Science in Microsoft Fabric](https://view.officeapps.live.com/op/view.aspx?src=https://github.com/microsoft/Fabric-Readiness/raw/main/presentations/03.%20Data%20Science%20in%20Microsoft%20Fabric.pptx)
* [Data Warehousing with Microsoft Fabric](https://view.officeapps.live.com/op/view.aspx?src=https://github.com/microsoft/Fabric-Readiness/raw/main/presentations/04.%20Data%20Warehousing%20with%20Microsoft%20Fabric.pptx)
* [Synapse Real-Time Analytics in Microsoft Fabric](https://view.officeapps.live.com/op/view.aspx?src=https://github.com/microsoft/Fabric-Readiness/raw/main/presentations/05.%20Synapse%20Real-Time%20Analytics%20in%20Microsoft%20Fabric.pptx)
* [Data Integration with Data Factory](https://view.officeapps.live.com/op/view.aspx?src=https://github.com/microsoft/Fabric-Readiness/raw/main/presentations/06.%20Data%20Integration%20with%20Data%20Factory.pptx)
* [Introduction to Microsoft Fabric for Power BI Users](https://view.officeapps.live.com/op/view.aspx?src=https://github.com/microsoft/Fabric-Readiness/raw/main/presentations/07.%20Introduction%20to%20Microsoft%20Fabric%20for%20Power%20BI%20Users.pptx)

## Architecture

*End to End Architectures for technical architects*
* [Lakehouse Introduction](https://learn.microsoft.com/en-us/fabric/data-engineering/tutorial-lakehouse-introduction) End-to-end scenario from data acquisition to data consumption
* [Building ETL step by step](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/step-by-step-tutorial-building-etls-with-microsoft-fabric/ba-p/3885183)
* [Criteria to make decisions](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/microsoft-fabric-microsoft-fabric-criteria-to-make-decision-part/ba-p/3847511)
* [A better Understanding of the Underlying Architecture- Fabric](https://piethein.medium.com/microsoft-fabric-a-better-understanding-of-the-underlying-architecture-and-concepts-847407b2524f)
* [Build RAG Data pipeline from Azure Blob Storage to SQL Database in Microsoft Fabric within minutes](https://blog.fabric.microsoft.com/en-us/blog/ai-ready-apps-build-rag-data-pipeline-from-azure-blob-storage-to-sql-database-in-microsoft-fabric-within-minutes?ft=All)

## Videos

*Videos explaining core concepts, how-tos and detailed technical aspects*
* [Fabric Launch End to End Coverage](https://www.youtube.com/watch?v=5jlP0wdEsls)
* [Fabric Introduction by James Serra](https://www.youtube.com/watch?v=a6A3jtvB62U)
* [Synapse](https://www.youtube.com/@AzureSynapse) Search for Fabric related
* [Data Factory](https://www.youtube.com/@AzureDataFactory)
* [Data Explorer ADX](https://www.youtube.com/@azuredataexplorer737)
* [Purview](https://www.youtube.com/@MicrosoftPurview)
* [Power BI](https://www.youtube.com/@MicrosoftPowerBI)
* [Create your first Lakehouse](https://www.youtube.com/watch?v=SFta1_70T_U)
* [Datawarehouse Experience in Microsoft Fabric](https://www.youtube.com/watch?v=GnCI22Tp-cM)
* [Starter Pools vs Custom Pools](https://www.youtube.com/watch?v=AXXasVxhgTs) Demo of Starter Pools in Fabric for Data Engineering and Data Science Workloads
* [Enabling Data Mesh in Microsoft Fabric](https://www.youtube.com/watch?v=6_3gjipEq_k)
* [Query Optimizations - Performing at Scale](https://www.youtube.com/watch?v=9bkZHHUcy6I)
* [Building a landing zone in Microsoft Fabric](https://www.youtube.com/watch?v=u3U9aHkvaF8)
* [Data Wrangler](https://www.youtube.com/watch?v=-g6KveKQXu4) Data Preparation and Exploration in Microsoft Fabric
* [Table Clone](https://www.youtube.com/watch?v=b4fYU-ik6XY) in Warehouse within Microsoft Fabric
* [Share a warehouse](https://www.youtube.com/watch?v=upW7DtKX2IU)
* [Load data from landing to bronze](https://www.youtube.com/watch?v=inIwJoNzk-I) in your medallion architecture
* [Load existing Delta Tables to Silver](https://www.youtube.com/watch?v=r7urq_EDR3k)
* [Granular Access Control](https://www.youtube.com/watch?v=_GpwpXuS2gk)
* [Concurrency - Performance at Scale](https://www.youtube.com/watch?v=l-8omtemVU0)
* [Shortcuts](https://www.youtube.com/watch?v=bjzPnZ-Ctu4)
* [Understanding OneLake](https://www.youtube.com/watch?v=wEcRTSNhtLg) with Microsoft Fabric
* [One Lake as Glue](https://www.youtube.com/watch?v=Rw4JPSjcBNA)
* [Licensing Guide](https://www.youtube.com/watch?v=Gvt8oesGa3E)
* [Licensing and Cost](https://www.youtube.com/watch?v=6AAeV3bSMso)
* [Using Fabric with Databricks](https://www.youtube.com/watch?v=1yYYY_yqqZE)
* [Use Python Libraries in Microsoft Fabric](https://www.youtube.com/watch?v=LZ9nKK0PPe0)
* [Using SQL Server in Microsoft Fabric](https://www.youtube.com/watch?v=DB8zujLjzVo) Use CETAS to move data
* [End to end Solution with Microsoft Fabric](https://youtu.be/fAL1ySBqJKI?t=24)
* [Cross Cloud Analytics with Microsoft Fabric](https://www.youtube.com/watch?v=oxMUJT3p9f4)
* [Playlist: Introduction to Microsoft Fabric - Complete Series](https://www.youtube.com/playlist?list=PLPaNVDMhUXGYU97pdqwoaociLdwyDRn39)
* [Microsoft Fabric Decision Tree - deciding which service to use when](https://www.youtube.com/watch?v=2gphmJZtNL4&t=340s)
* [Connect to Microsoft Fabric with 5 Tools (SSMS, ADS, Kusto, Excel, and PowerBI)](https://www.youtube.com/watch?v=iDLTj-tCLdY)
* [Microsoft Fabric Datawarehouse Sharing - Security and Permissions](https://www.youtube.com/watch?v=Z4_yY8axMsc)
* [Real-time analytics Tutorial](https://www.youtube.com/watch?v=ZVrvP20ezYk) with Microsoft Fabric
* [Using Dynamic Management Views to gain Insights with Fabric](https://www.youtube.com/watch?v=tiN38RR3rT8)
* [Lakehouse vs Warehouse - James Serra](https://www.youtube.com/watch?v=34sI2e30JUM)
* [Real-time data sharing](https://www.youtube.com/watch?v=4QJNVVT5Ga0)
* [Utilization Reporting - Data Warehouse - Fabric Capacity](https://www.youtube.com/watch?v=30UpPJFKHGM)
* [Data Science in Fabric - Model Scoring with PREDICT](https://www.youtube.com/watch?v=HzdZ0n0lpFw)
* [Advanced Notebook Features & writing data analytics jobs with Spark](https://www.youtube.com/watch?v=L3ZC46lAUhI)
* [Spark Data Engineering Patterns - Delta Tables for PowerBI](https://www.youtube.com/watch?v=mt4Lqa36wss)
* [Data Activator Demo](https://aka.ms/DataActivatorMechanicsVideo)
* [Row level Security - Warehouse & SQL Endpoint](https://www.youtube.com/watch?v=_gcPNOyrGgc)
* [Dataverse Integration with Microsoft Fabric](https://www.youtube.com/watch?v=bgcNsqp92YE)
* [Microsoft Fabric Capacity Smoothing and Data Warehouse Throttling](https://www.youtube.com/watch?v=6pe9NnpRm0w)
* [Permissions in Microsoft Fabric Workspace and SQL](https://www.youtube.com/watch?v=47vCxbHchn4)
* [Microsoft Fabric Spark Utilities - mssparkutils](https://www.youtube.com/watch?v=P3vQyvO55DI)
* [Data Engineering Starter Kit - Quick Start with Fabric Product Group](https://www.youtube.com/watch?v=Sf5qSfiYITA)
* [Auto Logging and MLFlow in Fabric](https://www.youtube.com/watch?v=VrIrZfq2RQU)
* [Model and Experiment Tracking in Fabric MLFLOW](https://www.youtube.com/watch?v=vqqVcD5f-g0)
* [CSV Ingestion Performance Improvements](https://www.youtube.com/watch?v=PD3AnXiCQo0)
* [Explore custom spark pools](https://www.youtube.com/watch?v=jouBo0AzbvQ)
* [Automated Maintenance Features in Fabric](https://www.youtube.com/watch?v=uKgXKAw00XM)
* [Incremental Refresh with your Warehouse without a date in Microsoft Fabric](https://www.youtube.com/watch?v=uuIznvWX3zw)
* [Real-time analytics (Synapse) with Fabrics](https://www.youtube.com/watch?v=SyRDll6OvX0)
* [Consume Warehouse data from other sources](https://www.youtube.com/watch?v=SSSlufo9kqM)
* [Everything you need to know to get started with ADX](https://www.youtube.com/watch?v=XVEAjwjpTng)
* [Fabric Spark Compute Capabilities - Azure VMs and their impact on Performance](https://www.youtube.com/watch?v=LJAmc1Ng-Ic)
* [Mapping personas to Microsoft Fabric roles](https://www.youtube.com/watch?v=1DCTAYhtHgg)
* [Microsoft Fabric Data Engineering – Apache Spark Jobs Monitoring](https://www.youtube.com/watch?v=afe6vdO_UHw)
* [Fabric Apache Spark Jobs monitoring capabilities - Resource Usage Analysis](https://www.youtube.com/watch?v=SC8a9ks4-Qg)
* [Copilot demo in notebooks](https://www.youtube.com/watch?v=H3LND_ErY5U)

#community
* [Data pipeline vs Dataflow vs Shortcut vs Notebook in Microsoft Fabric](https://www.youtube.com/watch?v=t5mUKaLWpHE)
* [Cost and Performance Considerations when ingesting data into Microsoft Fabric](https://www.youtube.com/watch?v=KgaTE4f08Qo)
* [How to understand DW query cost](https://www.youtube.com/watch?v=GdAzYjbw9pQ)
* [Direct Lake vs Direct Query? Which one is used and how to validate](https://www.youtube.com/watch?v=KkU980shLCo)
* [End to End Analytics with NY City Taxi Yellow cab data](https://www.youtube.com/watch?v=CtH1C2EP7e4)
* [Enterprise Grade RAG with Fabric using Cosmos DB and DiskANN](https://www.youtube.com/watch?v=vDAc7RcAAdk)
* [Performance Optimization - Native Execyution Engine](https://www.data-traveling.com/articles/performance-optimization-with-native-execution-engine-for-fabric-spark)
      
## Learning

*Learning Fabric*
* [Introduction](https://learn.microsoft.com/en-us/training/modules/introduction-end-analytics-use-microsoft-fabric/) End to End Analytics in Microsoft Fabric
* [Lakehouse](https://learn.microsoft.com/training/modules/get-started-lakehouses/) Get started Lakehouses
* [Spark on Lakehouse](https://learn.microsoft.com/en-us/training/modules/use-apache-spark-work-files-lakehouse/) Use Apache Spark in Lakehouse
* [Work with Delta](https://learn.microsoft.com/en-us/training/modules/work-delta-lake-tables-fabric/) Delta Lake Tables in Microsoft Fabric
* [Data Factory Pipelines](https://learn.microsoft.com/en-us/training/modules/use-data-factory-pipelines-fabric/) Pipelines, Activities, Templates
* [Data Warehouses](https://learn.microsoft.com/en-us/training/modules/get-started-data-warehouse/) Get started with Data Warehouses
* [Real-Time Analytics](https://learn.microsoft.com/en-us/training/modules/get-started-kusto-fabric/) Analyze real-time data
* [Data Science](https://learn.microsoft.com/en-us/training/modules/get-started-data-science-fabric/) Get started with data science in Microsoft Fabric
* [Administer](https://learn.microsoft.com/en-us/training/modules/administer-fabric/) Administration, Security and Govern data in Microsoft Fabric
* [Medallion Architecture](https://learn.microsoft.com/en-us/training/modules/describe-medallion-architecture/) Design Fabric Medallion Architecture with Bronze, Silver and Gold layers of Lakehouse
* [DataFlow Gen2](https://learn.microsoft.com/en-us/training/modules/use-dataflow-gen-2-fabric/) Ingest with Dataflows in Microsoft Fabric
* [Data Analysis with Kusto Query Language](https://learn.microsoft.com/en-us/training/paths/kusto-query-language/) Explore the fundamentals of data analysis, Gain Insights and Multi-Table Queries
* [Azure Data Engineer - free online training from Azure](https://learn.microsoft.com/en-us/certifications/azure-data-engineer/)
* [Learn together](https://learn.microsoft.com/en-us/shows/learn-live/microsoft-fabric-learn-together/)

*YT Community*
* [Learn Microsoft Fabric with Power BI - Amit Chandan - YT Playlist](https://www.youtube.com/playlist?list=PLPaNVDMhUXGYU97pdqwoaociLdwyDRn39)
  
## Administration

*Fabric Administration for IT Architects, Administrators*
* [Fabric Admin](https://learn.microsoft.com/en-us/fabric/admin/microsoft-fabric-admin)
* [Understanding the roles and domains](https://data-marc.com/2023/06/08/governance-in-microsoft-fabric-understanding-the-roles-and-domains/)
* [Administration and Governance](https://www.element61.be/en/resource/administration-and-governance-microsoft-fabric)
* [Secure, Govern, Manage at Scale](https://community.fabric.microsoft.com/t5/Webinars-and-Video-Gallery/Secure-govern-and-manage-your-data-at-scale-in-Microsoft-Fabric/m-p/3296299)
* [Fabric Tenant Settings - Reports](https://techcommunity.microsoft.com/t5/azure-data/microsoft-fabric-tenant-settings-reports/m-p/4021214)
* [Extract Tenant Settings using Powershell and REST API](https://techcommunity.microsoft.com/t5/azure-data/extracting-tenant-settings-from-microsoft-fabric-using/m-p/4021001)
* [Fabric Tenant Settings - Current & Snapshot Comparison](https://techcommunity.microsoft.com/t5/azure-data/microsoft-fabric-tenant-settings-v2-current-amp-snapshot/m-p/4024479)
* [Fabric Deployment Pipelines using API](https://blog.fabric.microsoft.com/en-us/blog/fabric-ci-cd-announcements-supporting-new-items-and-much-more?ft=All)
* [Scale up / Scale down / Pause - Capacity management](https://github.com/nocsi-zz/fabric-capacity-management) [ & Using powershell](https://pl.seequality.net/microsoft-fabric-101-episode-3-pausing-and-scaling-using-portal-and-powershell/)
* [Associated Identities for Fabric Items](https://blog.fabric.microsoft.com/blog/associated-identities-for-items-preview)
* [VNET Data Gateway Autoscaling](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/VNET-Data-Gateway-Autoscaling-Preview/ba-p/5281553)
* [Workspace Monitoring Overview](https://learn.microsoft.com/en-us/fabric/fundamentals/workspace-monitoring-overview)
* [Enable Workspace Monitoring](https://learn.microsoft.com/en-us/fabric/fundamentals/enable-workspace-monitoring)
* [Workspace Monitoring Dashboards](https://github.com/microsoft/fabric-toolbox/tree/main/monitoring/workspace-monitoring-dashboards)

*Community*
* [Trusted workspace access for onelake shortcuts - configuring workspace identity - Fabric networking](https://www.serverlesssql.com/trusted-workspace-access-for-onelake-shortcuts/)
* [Fabric Networking: Managed Private Endpoints with Setup and Considerations](https://www.serverlesssql.com/managed-private-endpoints-in-microsoft-fabric/)
* [Fabric Link for Dataverse](https://www.serverlesssql.com/fabric-link-for-dataverse-whats-in-the-box/)

## Capacity Management
* [Workspace-Level Surge Protection](https://blog.fabric.microsoft.com/blog/surge-protection-gets-smarter-introducing-workspace-level-controls-preview)
* [Capacity Overage](https://blog.fabric.microsoft.com/blog/introducing-capacity-overage-preview-flexibility-when-you-need-it-most)
* [OneLake Item-Size Reporting](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Understand-your-storage-with-OneLake-item-size-reporting-Preview/ba-p/5183716)

## Security
* [Fabric Security End to End - Whitepaper](https://learn.microsoft.com/en-us/fabric/security/white-paper-landing-page)
* [External Data Sharing](https://blog.fabric.microsoft.com/en-us/blog/introducing-external-data-sharing-a-new-way-to-collaborate-across-fabric-tenants)
* [Native Data Protection for the Modern Data Estate](https://blog.fabric.microsoft.com/blog/new-data-protection-capabilities-in-microsoft-fabric-native-security-for-the-modern-data-estate)
* [DSPM for AI in Microsoft Fabric](https://learn.microsoft.com/en-us/purview/ai-copilot-fabric)
* [Information Protection in Fabric](https://learn.microsoft.com/en-us/fabric/governance/information-protection)
* [Creating managed and external spark tables in Fabric Lakehouse](https://murggu.medium.com/creating-managed-and-external-spark-tables-in-fabric-lakehouse-ef6212e75e81)
* [Setting up private link for securing Inbound connectivity in Fabric with Terraform](https://murggu.medium.com/setting-up-private-link-in-fabric-with-terraform-e568fa562a50)
* [Securing Outbound Connectivity in Fabric](https://murggu.medium.com/using-managed-private-endpoints-from-fabric-spark-fb1311eaab33)

## OneLake
*one drive for data*
* [One Drive for Data - ](https://blog.fabric.microsoft.com/en-us/blog/microsoft-onelake-in-fabric-the-onedrive-for-data?ft=All:) One Data Lake for entier organization
* [Store and Manage Medical Imaging Data in ADLS](https://techcommunity.microsoft.com/t5/healthcare-and-life-sciences/store-and-manage-medical-imaging-data-with-azure-data-lake/ba-p/3990509)
* [Interacting with OneLake using Shortcuts REST APIs](https://blog.fabric.microsoft.com/en-US/blog/interacting-with-onelake-using-rest-apis/)
* [Building Common Data Architectures with OneLake - Security](https://blog.fabric.microsoft.com/en-us/blog/building-common-data-architectures-with-onelake-in-microsoft-fabric/)
* [Easily load Fabric OneLake Data into Excel](https://blog.fabric.microsoft.com/en-us/blog/easily-load-fabric-onelake-data-into-excel-onelake-catalog-and-modern-get-data-are-integrated-into-excel-for-windows-preview?ft=All)
* [CMK - Customer Managed Keys in OneLake](https://blog.fabric.microsoft.com/en-us/blog/customer-managed-keys-in-onelake-strengthening-data-protection-and-control)
* [OneLake Storage Tiers](https://learn.microsoft.com/en-us/fabric/onelake/onelake-storage-tiers)
* [OneLake Lifecycle Management](https://learn.microsoft.com/en-us/fabric/onelake/onelake-lifecycle-management)
* [Access Delta Lake Tables as Iceberg Automatically](https://blog.fabric.microsoft.com/blog/new-in-onelake-access-your-delta-lake-tables-as-iceberg-automatically)
* [Delegated OneLake Shortcuts](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Simplifying-secure-data-access-with-Delegated-OneLake-Shortcuts/ba-p/5254632)
* [Resource Instance Rules for OneLake](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Resource-instance-rules-for-OneLake-in-Microsoft-Fabric-Preview/ba-p/5171998)

*Community*
* [Exploring Fabric OneLake vs Azure Data Lake Gen2 Storage Accounts](https://www.serverlesssql.com/onelake-storage/)
* [Databricks - Writing to OneLake](https://murggu.medium.com/databricks-and-fabric-writing-to-onelake-and-adls-gen2-671dcf24cf33)
* [Delta Change Data Feed in Fabric Lakehouse](https://www.serverlesssql.com/delta-change-data-feed-in-fabric-lakehouses/)

## Next Generation Synapse Analytics

*Synapse Engineering, Analytics to transform data at scale*

## Migration

*Migrate your existing setup and automate*
* [AI-Assisted Synapse Spark and Pipeline Migration](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/AI-assisted-Synapse-Spark-and-pipeline-migration-to-Microsoft/ba-p/5234478)
* [Skills for Microsoft Fabric](https://learn.microsoft.com/en-us/fabric/fundamentals/skills-for-fabric-overview)
* [Synapse Migration Skill](https://github.com/microsoft/skills-for-fabric/tree/main/skills/synapse-migration)
* [Pipeline Migration Skill](https://github.com/microsoft/skills-for-fabric/tree/main/skills/pipeline-migration)
* [Azure Data Factory to Fabric Migration Experience](https://blog.fabric.microsoft.com/blog/new-migration-experience-from-azure-data-factory-to-fabric-preview)
* [Migration Assistant for SQL Database in Fabric](https://blog.fabric.microsoft.com/blog/introducing-migration-assistant-for-sql-database-in-fabric-preview)
* [Key Considerations](https://medium.com/@robertcas/migrate-not-just-from-azure-synapse-to-fabric-synapse-key-considerations-d0373499c7d9) Azure Synapse to Fabric
* [Dedicated sql pool to Fabric](https://debruyn.dev/2023/migrating-azure-synapse-dedicated-sql-to-microsoft-fabric/) Dedicated sql pool migration
* [Dedicated SQL Pool](https://www.kevinrchant.com/2023/07/19/migrate-dedicated-sql-pool-objects-to-a-microsoft-fabric-data-warehouse/) Migrate Dedicated SQL Pool
* [Serverless](https://debruyn.dev/2023/preparing-a-migration-to-microsoft-fabric-from-azure-synapse-serverless-sql/) Migrate Serverless SQL
* [SQL Server to Fabric](https://www.reddit.com/r/MicrosoftFabric/comments/14elh05/migrate_from_sql_server_to_fabric/) Migrate from SQL Server to Fabric
* [Comparison Side by Side](https://endjin.com/blog/2023/05/azure-synapse-analytics-versus-microsoft-fabric-a-side-by-side-comparison) Compare Synapse Side by Side
* [Navigating the Data Platform Landscape: Finding the Perfect Fit for Your Company Azure Synapse OR Microsoft Fabric](https://community.dynamics.com/blogs/post/?postid=4c923e38-8738-ee11-bdf4-000d3a4e511f)

* [Above presentations delivered in video](https://aka.ms/fabric-webinar-series)

## Data Integration

*Integrate to all your sources and destinations*
* [Deployment Pipelines](https://sqlreitse.com/2023/09/22/microsoft-fabric-deployment-pipelines/)
* [Event Stream in Fabric with Event Processor](https://blog.fabric.microsoft.com/en-us/blog/whats-new-in-eventstream-enhanced-ux-on-event-processor-and-expanded-custom-app-connections?ft=All)
* [IoT Hub Data Event Stream for email alerting](https://blog.fabric.microsoft.com/en-us/blog/stream-azure-iot-hub-data-into-fabric-eventstream-for-email-alerting?ft=All)
* [DataFlow Gen2 Destinations](https://blog.fabric.microsoft.com/en-us/blog/dataflows-gen-2-data-destinations-and-managed-settings?ft=All)

*community*
* [Attach DuckDB](https://datamonkeysite.com/2024/08/03/how-to-attach-onelake-lakehouse-to-duckdb/)

## Connectors and Data Movement
*Connector-based ingress, egress, batch, streaming, CDC, zero-copy access and private connectivity*

### Decision Guidance and Connector Catalogs
* [Choose Between Copy Job, Mirroring, Copy Activity and Eventstreams](https://learn.microsoft.com/en-us/fabric/data-factory/decision-guide-data-movement)
* [Data Factory Connector Overview](https://learn.microsoft.com/en-us/fabric/data-factory/connector-overview)

### Batch, Incremental and Low-Code Data Movement
* [Copy Job Overview](https://learn.microsoft.com/en-us/fabric/data-factory/what-is-copy-job)
* [Copy Job Connectors](https://learn.microsoft.com/en-us/fabric/data-factory/copy-job-connectors)
* [Dataflow Gen2 Overview](https://learn.microsoft.com/en-us/fabric/data-factory/dataflows-gen2-overview)

### Streaming and Zero-Copy Ingress
* [Eventstreams Overview and Streaming Connectors](https://learn.microsoft.com/en-us/fabric/real-time-intelligence/event-streams/overview)
* [Real-Time Hub Overview](https://learn.microsoft.com/en-us/fabric/real-time-hub/real-time-hub-overview)
* [OneLake Shortcuts Overview](https://learn.microsoft.com/en-us/fabric/onelake/onelake-shortcuts)
* [Create an ADLS Gen2 Shortcut](https://learn.microsoft.com/en-us/fabric/onelake/create-adls-shortcut)

### Gateways and Private Connectivity
* [On-Premises Data Gateway Overview](https://learn.microsoft.com/en-us/data-integration/gateway/service-gateway-onprem)
* [Virtual Network Data Gateway Overview](https://learn.microsoft.com/en-us/data-integration/vnet/overview)
* [Managed Private Endpoints Overview](https://learn.microsoft.com/en-us/fabric/security/security-managed-private-endpoints-overview)

### Egress and Data Sharing
* [External Data Sharing Overview](https://learn.microsoft.com/en-us/fabric/governance/external-data-sharing-overview)

## Mirroring
* [Mirroring Overview](https://learn.microsoft.com/en-us/fabric/mirroring/overview)
* [Open Mirroring](https://learn.microsoft.com/en-us/fabric/mirroring/open-mirroring)
* [Mirroring for Azure Database for MySQL](https://learn.microsoft.com/en-us/fabric/mirroring/azure-database-mysql)
* [Mirroring for Google BigQuery](https://learn.microsoft.com/en-us/fabric/mirroring/google-bigquery)
* [Dremio Catalog Mirroring](https://learn.microsoft.com/en-us/fabric/mirroring/catalog-mirroring/dremio)
* [Extended Mirroring Capabilities](https://learn.microsoft.com/en-us/fabric/mirroring/extended-capabilities)
* [Stream Mirrored Database Change Feeds into Eventstreams](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Building-real-time-event-driven-applications-on-Mirrored/ba-p/5190893)

## Databases
*SQL database and Cosmos DB database workloads in Microsoft Fabric*
* [Databases in Microsoft Fabric](https://learn.microsoft.com/en-us/fabric/database/)
* [SQL Database in Fabric Overview](https://learn.microsoft.com/en-us/fabric/database/sql/overview)
* [Create a SQL Database in Fabric](https://learn.microsoft.com/en-us/fabric/database/sql/create)
* [SQL Database Security Overview](https://learn.microsoft.com/en-us/fabric/database/sql/security-overview)
* [Cosmos DB in Fabric Overview](https://learn.microsoft.com/en-us/fabric/database/cosmos-db/overview)
* [Create a Cosmos DB Database in Fabric](https://learn.microsoft.com/en-us/fabric/database/cosmos-db/quickstart-portal)
* [Cosmos DB in Fabric FAQ](https://learn.microsoft.com/en-us/fabric/database/cosmos-db/faq)
* [Vector Indexing in Cosmos DB for Fabric](https://learn.microsoft.com/en-us/fabric/database/cosmos-db/index-vector-data)

## Data Warehouse

*Data Warehousing to democratize your data estate with industry learing performance*
* [How Fabric Polaris Engine Works](https://www.linkedin.com/pulse/microsoft-fabric-data-warehouse-polaris-engine-tiago-balabuch)
* [Publishing full DML logs to Delta Lake](https://blog.fabric.microsoft.com/en-us/blog/announcing-fabric-warehouse-publishing-full-dml-to-delta-lake-logs?ft=All)
* [Inline Scalar UDF - User Defined Functions in DWH](https://blog.fabric.microsoft.com/en-us/blog/inline-scalar-user-defined-functions-udfs-in-microsoft-fabric-warehouse-preview)
* [Resultset Caching in Data Warehouse](https://blog.fabric.microsoft.com/en-us/blog/result-set-caching-preview-for-microsoft-fabric?)
* [Data Warehouse Monitor](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Data-Warehouse-Monitor-A-Unified-Monitoring-Experience-for/ba-p/5180024)
* [Configurable Data Retention](https://learn.microsoft.com/en-us/fabric/data-warehouse/data-retention)
* [ALTER COLUMN for Fabric Data Warehouse](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Simplify-Schema-Changes-in-Fabric-Data-Warehouse-with-ALTER/ba-p/5177593)
* [Enhanced Metadata Sync for SQL Analytics Endpoint](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/New-metadata-sync-and-more-in-SQL-Analytics-Endpoint-Preview/ba-p/5183137)
* [Time Travel with SQL Analytics Endpoint](https://learn.microsoft.com/en-us/fabric/data-warehouse/time-travel)
* [Dropped Warehouse Recovery](https://blog.fabric.microsoft.com/blog/dropped-warehouse-recovery-in-microsoft-fabric-preview)
* [Bulk Copy API for Faster Ingestion](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Using-Bulk-Copy-API-for-faster-ingestion-in-Fabric-Data/ba-p/5195627)
* [Custom SQL Pools](https://blog.fabric.microsoft.com/blog/custom-sql-pools-for-fabric-data-warehouse-preview)
* [IDENTITY Columns](https://blog.fabric.microsoft.com/blog/identity-columns-in-fabric-data-warehouse-preview)
* [Data Clustering](https://learn.microsoft.com/en-us/fabric/data-warehouse/data-clustering)
* [AI Functions in Fabric Data Warehouse](https://learn.microsoft.com/en-us/fabric/data-warehouse/ai-functions)

## Data Factory

*Data factory to build pipelines, orchestrate and ETL*
* [Quick Look at Data Factory](https://community.fabric.microsoft.com/t5/Webinars-and-Video-Gallery/A-quick-look-at-Data-Factory-in-Microsoft-Fabric/m-p/3298421) Create a dataflow and build a pipeline
* [Operations Agent for Pipelines](https://learn.microsoft.com/en-us/fabric/data-factory/operations-agent-for-pipelines)
* [dbt Job in Microsoft Fabric](https://blog.fabric.microsoft.com/blog/dbt-job-in-microsoft-fabric-ship-trustworthy-sql-models-faster-preview)
* [Approval Activity in Data Factory Pipelines](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Pipelines-are-evolving-beyond-ETL/ba-p/5177527)
* [Mapping Data Flow Transforms in Dataflow Gen2](https://learn.microsoft.com/en-us/fabric/data-factory/dataflow-gen2-mapping-data-flows-transforms)
* [My Queries in Dataflow Gen2](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/From-repetition-to-reuse-accelerate-data-prep-with-My-queries-in/ba-p/5176763)
* [Copy Job CDC with Extended SCD Type 2](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Simplify-your-data-movement-with-Copy-job-CDC-with-SQL-estate/ba-p/5184211)

## Data Engineering

*Build your data estate and unlock value from your data*
* [Mapping Data Flow to Spark - Example](https://github.com/sethiaarun/mapping-data-flow-to-spark)
* [Understand Delta Lake Table Features - delta IO](https://delta.io/blog/2023-07-27-delta-lake-table-features/)
* [Using Shortcuts instead of external tables to reference external data in Fabric Warehouse](https://www.linkedin.com/pulse/use-shortcuts-instead-external-tables-reference-data-fabric-popovic)
* [Fabric Data Pipeline Advanced Scheduling Techniques](https://blog.fabric.microsoft.com/en-us/blog/fabric-data-pipelines-advanced-scheduling-techniques-part-1?ft=All)
* [Optimistic Job Admission - Spark](https://blog.fabric.microsoft.com/en-us/blog/introducing-optimistic-job-admission-for-fabric-spark?ft=All)
* [Fabric Runtime 2.0](https://learn.microsoft.com/en-us/fabric/data-engineering/runtime-2-0) Spark 4.1, Delta Lake 4.2, Python 3.13, Java 21 and Scala 2.13
* [Apache Spark Runtimes in Fabric](https://learn.microsoft.com/en-us/fabric/data-engineering/runtime)
* [Custom Live Pools](https://learn.microsoft.com/en-us/fabric/data-engineering/custom-live-pools-configure)
* [Resource Profiles](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Resource-Profiles-in-Microsoft-Fabric-Data-Engineering-Preview/ba-p/5182862)
* [Efficient Scaledown for Spark Jobs](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/More-resilient-Spark-jobs-with-Efficient-Scaledown-Preview/ba-p/5212071)
* [ADO.NET Driver for Fabric Data Engineering](https://blog.fabric.microsoft.com/blog/microsoft-ado-net-driver-for-microsoft-fabric-data-engineering-preview)
* [ODBC Driver for Fabric Data Engineering](https://blog.fabric.microsoft.com/blog/microsoft-odbc-driver-for-microsoft-fabric-data-engineering-preview)
* [Extended Lineage for Materialized Lake Views](https://learn.microsoft.com/en-us/fabric/data-engineering/materialized-lake-views/schedule-lineage-run)
* [High Concurrency Support for Fabric Livy API](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/High-Concurrency-Support-for-the-Fabric-Livy-API-Scalable-Spark/ba-p/5178390)
* [JobInsight for Spark Diagnostics](https://blog.fabric.microsoft.com/blog/gain-deeper-insights-into-spark-jobs-with-jobinsight-in-microsoft-fabric)
* [Lakehouse Auto-Binding in Git](https://blog.fabric.microsoft.com/blog/fabric-notebooks-support-lakehouse-auto-binding-in-git-preview)

## User Data Functions
*Serverless Python functions with REST endpoints for Fabric workloads*
* [User Data Functions Overview](https://learn.microsoft.com/en-us/fabric/data-engineering/user-data-functions/user-data-functions-overview)
* [Create a User Data Functions Item](https://learn.microsoft.com/en-us/fabric/data-engineering/user-data-functions/create-user-data-functions-portal)
* [What's New in Fabric User Data Functions - Ignite 2025](https://blog.fabric.microsoft.com/blog/whats-new-in-fabric-user-data-functions-ignite-2025-edition)

## API for GraphQL
*Create a managed GraphQL API over multiple Fabric data sources*
* [API for GraphQL Overview](https://learn.microsoft.com/en-us/fabric/data-engineering/api-graphql-overview)
* [Get Started with API for GraphQL](https://learn.microsoft.com/en-us/fabric/data-engineering/get-started-api-graphql)
* [Introducing Microsoft Fabric API for GraphQL](https://blog.fabric.microsoft.com/en-us/blog/introducing-microsoft-fabric-api-for-graphql-public-preview)
* [Build a Local GraphQL MCP Server for AI Agents](https://learn.microsoft.com/en-us/fabric/data-engineering/api-graphql-local-model-context-protocol)
* [Custom Authorization for API for GraphQL](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Custom-authorization-for-API-for-GraphQL-in-Microsoft-Fabric/ba-p/5182352)

## Data Science AI

*Next generation data science to train, deploy and manage machine learning models*
* [Semantic Link - Using Fabric Notebooks with Power BI datasets for Machine Learning](https://blog.fabric.microsoft.com/en-us/blog/semantic-link-use-fabric-notebooks-and-power-bi-datasets-for-machine-learning-data-validation-and-more?ft=All)
* [FabricDataFrame - Semantic Link](https://learn.microsoft.com/en-us/fabric/data-science/semantic-link-overview)
* [Prebuilt AI Services in Fabric](https://blog.fabric.microsoft.com/en-ca/blog/prebuilt-azure-ai-services-in-fabric-2?ft=All)
* [Copilot for Data Science and Data Engineering](https://blog.fabric.microsoft.com/en-us/blog/microsoft-fabric-copilot-a-game-changer-for-data-professionals/)
* [Code First AutoML and Hyperparameter Tuning](https://blog.fabric.microsoft.com/en-us/blog/introducing-code-first-automl-and-hyperparameter-tuning-now-in-public-preview-for-fabric-data-science?ft=All)
* [Streamling Data Science and Data Engineering with Copilot](https://blog.fabric.microsoft.com/en-us/blog/streamline-data-engineering-data-science-with-copilot-in-microsoft-fabric?ft=All)
* [LLM Powered Data Enrichment](https://www.youtube.com/watch?v=UEv7wvmo020)
* [Fabric Data Agent - Data Source Instructions](https://blog.fabric.microsoft.com/en-us/blog/new-in-fabric-data-agent-data-source-instructions-for-smarter-more-accurate-ai-responses/)
* [Best Practices for Data Agent](https://learn.microsoft.com/en-us/fabric/data-science/data-agent-configuration-best-practices)
* [Fabric Data Agent Overview and Code Interpreter](https://learn.microsoft.com/en-us/fabric/data-science/concept-data-agent)
* [Service Principal Support for Fabric Data Agents](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Service-Principal-Support-for-Data-Agents-in-Fabric-Preview/ba-p/5181634)
* [Evaluate Fabric Data Agents with the Python SDK](https://blog.fabric.microsoft.com/blog/evaluate-your-fabric-data-agents-programmatically-with-the-python-sdk)
* [Machine Learning Model Endpoints](https://learn.microsoft.com/en-us/fabric/data-science/model-endpoints)
  
## EventHouse
*Real time data*
* [Fabric Eventhouse real time data](https://blog.fabric.microsoft.com/en-us/blog/eventhouse-overview-handling-real-time-data-with-microsoft-fabric?ft=All)
* [Fabric RTI accelerator](https://github.com/SuryaTejJosyula/FabricRTI_Accelerator)
* [Learn ADX in a day](https://github.com/Azure/ADX-in-a-Day)

## Microsoft IQ
*The enterprise intelligence layer combining business data, organizational context, authoritative knowledge and fresh web information for agents and Copilot*

### Microsoft IQ
* [Microsoft IQ Documentation Hub](https://learn.microsoft.com/en-us/microsoft-iq/)
* [Microsoft IQ Product Overview](https://www.microsoft.com/en-us/ai/microsoft-iq)
* [Microsoft IQ Series](https://github.com/microsoft/iq-series) Official training videos and Jupyter cookbooks

### Fabric IQ
*Live state of the business through OneLake data, semantic models, ontologies, Graph and data agents*
* [Fabric IQ Documentation](https://learn.microsoft.com/en-us/fabric/iq/)
* [What is Fabric IQ?](https://learn.microsoft.com/en-us/fabric/iq/overview)
* [Ontology Overview](https://learn.microsoft.com/en-us/fabric/iq/ontology/overview)
* [Plan in Fabric IQ](https://learn.microsoft.com/en-us/fabric/iq/plan/overview)
* [Get Started with Fabric IQ Learning Path](https://learn.microsoft.com/en-us/training/paths/get-started-fabric-iq/)
* [Ontology MCP Server](https://learn.microsoft.com/en-us/fabric/iq/ontology/how-to-use-ontology-mcp-server)
* [Fabric IQ Build 2026 Announcements](https://azure.microsoft.com/en-us/blog/microsoft-build-2026-building-agentic-apps-with-microsoft-fabric-and-microsoft-databases/)
* [Fabric IQ Blog](https://aka.ms/fabric-iq-blogs)
* [Fabric IQ Video](https://aka.ms/FabricIQ-Sizzle)
* [Ontology - The Semantic Foundation for Enterprise AI](https://blog.fabric.microsoft.com/en-GB/blog/introducing-fabric-iq-the-semantic-foundation-for-enterprise-ai/)
* [Fabric IQ Ontology Demo](https://www.youtube.com/watch?v=nT8_uZpIcCg&t=13s)
* [Ignite BRK222 - Turning Unified Data into Unified Intelligence](https://www.youtube.com/watch?v=yy7M_O_z_wQ)
* [Fabric IQ Ontology Tutorial](https://aka.ms/ontology-tutorial)
* [Jumpstart Ontology Creation with a Semantic Model](https://aka.ms/ontology-sm-tutorial)

### Work IQ
*How employees work through Microsoft 365 context, tools, collaboration signals and APIs*
* [Work IQ Overview](https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/work-iq/)
* [Work IQ API Overview](https://learn.microsoft.com/en-us/microsoft-365/copilot/extensibility/work-iq/api-overview)
* [Announcing the Work IQ APIs](https://www.microsoft.com/en-us/microsoft-365/blog/2026/06/02/announcing-the-new-work-iq-apis/)
* [Work IQ Samples](https://github.com/microsoft/work-iq-samples/)
* [Use Work IQ in Microsoft Copilot Studio](https://learn.microsoft.com/en-us/microsoft-copilot-studio/use-work-iq)
* [Use Work IQ in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/work-iq)

### Foundry IQ
*Authoritative enterprise knowledge and multi-source agentic retrieval for AI applications*
* [What is Foundry IQ?](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-foundry-iq)
* [Foundry IQ FAQ](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/foundry-iq-faq)
* [Build Smarter Agents Faster with Foundry IQ](https://devblogs.microsoft.com/foundry/build-smarter-agents-faster-with-foundry-iq/)
* [Mastering Foundry IQ Cookbook](https://microsoft-foundry.github.io/forgebook/notebook/mastering-foundry-iq/)

### Web IQ
*Fresh web knowledge and AI-native grounding for agentic multi-step workflows*
* [Web IQ Product Page and Access](https://www.microsoft.com/en-us/webiq)
* [Announcing Microsoft Web IQ](https://blogs.bing.com/search/June-2026/Announcing-Microsoft-Web-IQ)
* [Engineering Agentic Web Grounding at Scale](https://commandline.microsoft.com/grounding-system-agentic-web-engineering-retrieval/)

## Graph
*Relationship-aware analytics and AI reasoning over OneLake data using ISO GQL*
* [Graph in Microsoft Fabric Overview](https://learn.microsoft.com/en-us/fabric/graph/overview)
* [Graph in Fabric Generally Available](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Graph-in-Fabric-Generally-Available/ba-p/5190748)
* [Graph-Powered AI Reasoning Preview Announcement](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Graph-powered-AI-reasoning-Preview/ba-p/5172172)
* [Graph Data Models](https://learn.microsoft.com/en-us/fabric/graph/graph-data-models)
* [GQL Language Guide](https://learn.microsoft.com/en-us/fabric/graph/gql-language-guide)
  
## Power BI

*Uncover Powerful Insights*
* [From RabbitMQ to PowerBI reports](https://blog.fabric.microsoft.com/en-us/blog/from-rabbitmq-to-powerbi-reports-with-microsoft-fabric-real-time-analytics?ft=All)
* [Incremental Refresh on Delta Tables](https://blog.crossjoin.co.uk/2023/12/17/incremental-refresh-on-delta-tables-in-power-bi/)
* [Add LLM Prompts to Reports using Power BI Copilot and Microsoft Fabric](https://techcommunity.microsoft.com/t5/healthcare-and-life-sciences/add-llm-prompts-to-reports-using-power-bi-copilot-for-microsoft/ba-p/4027217)
* [Using KQL Query - Kusto query settings in Power BI](https://techcommunity.microsoft.com/t5/azure-data-explorer-blog/using-kql-query-settings-in-power-bi/ba-p/4013580)
* [Semantic Link Labs - Vertipaq Analyser on Dataset](https://blog.fabric.microsoft.com/en-US/blog/semantic-link-updates-june-2024/)
* [Refreshing A Power BI Semantic Model With Eventstreams, Pipelines And Activator](https://blog.crossjoin.co.uk/2024/12/08/refreshing-a-power-bi-semantic-model-with-eventstreams-pipelines-and-activator/)
* [Streamlining Data-Driven Decisions: The Power BI Metric Sets](https://medium.com/@massamahesh/streamlining-data-driven-decisions-the-power-bi-fabric-metrics-layer-d15f1407d020)
* [Deep dive into using notebooks with your semantic model](https://powerbi.microsoft.com/en-us/blog/deep-dive-into-using-notebooks-with-your-semantic-model-preview/)
* [Optimizing text to sql - direct query mode](https://datamonkeysite.com/2025/04/10/experimenting-with-text-to-sql-lessons-from-optimizing-product-return-analysis/)

## Real-Time Analytics

*Actionable real-time insights and perform analysis on large volumes of data*
* [Realtime data sharing in Fabric](https://blog.fabric.microsoft.com/en-sg/blog/introducing-real-time-data-sharing-in-microsoft-fabric?ft=All)
* [Real-Time Dashboards](https://learn.microsoft.com/en-us/fabric/real-time-intelligence/dashboard-real-time-create)
* [AI-Powered Real-Time Dashboard Visuals](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/A-new-way-to-create-visuals-on-Real-Time-Dashboards-Preview/ba-p/5194484)
* [Business Events in Real-Time Intelligence](https://blog.fabric.microsoft.com/blog/business-events-in-microsoft-fabric-preview)
* [Eventstream Workspace Monitoring](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Monitor-your-Eventstreams-with-workspace-monitoring-Preview/ba-p/5161116)
* [Customer Managed Keys for Eventhouse](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Customer-Managed-Keys-CMK-for-Eventhouse-Preview/ba-p/5172008)
* [Schema Registry for Eventstreams](https://blog.fabric.microsoft.com/blog/schema-registry-creating-type-safe-pipelines-using-schemas-and-eventstreams-preview)
* [AI-Powered Anomaly Detection](https://blog.fabric.microsoft.com/blog/ai-powered-real-time-intelligence-with-anomaly-detection-preview)
* [Remote MCP Server for Eventhouse](https://learn.microsoft.com/en-us/fabric/real-time-intelligence/mcp-remote-eventhouse)

## Maps
*Native geospatial visualization for real-time and historical Fabric data*
* [Microsoft Fabric Maps Overview](https://learn.microsoft.com/en-us/fabric/real-time-intelligence/map/about-fabric-maps)
* [Maps in Microsoft Fabric Generally Available](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Maps-in-Microsoft-Fabric-Generally-Available/ba-p/5172200)
* [Fabric Maps Layers](https://learn.microsoft.com/en-us/fabric/real-time-intelligence/map/about-layers)
* [Tutorial: Real-Time Work Order Routing with Fabric Maps](https://learn.microsoft.com/en-us/fabric/real-time-intelligence/map/tutorial-real-time-work-order-routing-application)

## Digital Twin Builder
*Model physical environments and operational data with Fabric Real-Time Intelligence*
* [Digital Twin Builder Overview](https://learn.microsoft.com/en-us/fabric/real-time-intelligence/digital-twin-builder/overview)
* [Introducing Digital Twin Builder](https://blog.fabric.microsoft.com/blog/digital-twin-builder-in-microsoft-fabric-real-time-intelligence-revolutionizing-digital-twin-creation-and-management)
* [Real-Time Intelligence Enhanced with Digital Twin Builder](https://blog.fabric.microsoft.com/blog/elevate-how-your-organization-operates-using-real-time-intelligence-now-enhanced-with-digital-twin-builder)
* [Digital Twin Builder REST API](https://learn.microsoft.com/en-us/rest/api/fabric/digitaltwinbuilder/items)

## Data Activator

*Build data observability to monitor and detect when data changes*
* [How Data Activator Works](https://aka.ms/dataActivatorBlog)
* [Extensive capabilities consolidated](https://github.com/microsoft/dataActivator/blob/main/Data%20Activator%20Consolidated%20Docs.pdf)
* [Automate data driven actions](https://techcommunity.microsoft.com/t5/microsoft-mechanics-blog/automate-data-driven-actions-data-activator-in-microsoft-fabric/ba-p/3946833)

## Data Quality
* [Data Quality within Lakehouse](https://piethein.medium.com/data-quality-within-lakehouses-0c9417ce0487)

*Community*
* [Accessing Purview Portal in your own Fabric Environment](https://www.kevinrchant.com/2024/02/10/accessing-the-new-microsoft-purview-portal-in-your-own-microsoft-fabric-environment/)

## Data Governance

*Fabric and Data Governance*
* [OneLake Catalog Overview](https://learn.microsoft.com/en-us/fabric/governance/onelake-catalog-overview)
* [Data Loss Prevention in Microsoft Fabric and Power BI](https://learn.microsoft.com/en-us/purview/dlp-powerbi-get-started)

## Data Mesh

*Implementing Data Mesh in Microsoft Fabric*
* [What is a data mesh?](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/what-is-data-mesh)
* [What is a data product?](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/what-is-data-product)
* [What are Data Domains](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/data-domains)
* [What are Data Contracts](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/data-contracts)
* [Data Marketplace](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/data-mesh-data-marketplace)
* [Scenario: Financial Institution](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/cloud-scale-analytics/architectures/data-mesh-scenario) Data Mesh
* [When to use which - Data Mesh, Data Lakehouse, Data Fabric](https://techcommunity.microsoft.com/t5/data-architecture-blog/bring-vision-to-life-with-three-horizons-data-mesh-data/ba-p/3390414)
* [Easily implement data mesh architecture with domains in Fabric](https://blog.fabric.microsoft.com/en-us/blog/easily-implement-data-mesh-architecture-with-domains-in-fabric?ft=All)

*Community*
* [Data Mesh Principles - Zhamak](https://martinfowler.com/articles/data-mesh-principles.html)
* [Data Monolith to Mesh - Zhamak](https://martinfowler.com/articles/data-monolith-to-mesh.html)
* [List of Data Lakehouse and Data Mesh (Linkedin)](https://www.linkedin.com/feed/update/urn:li:activity:6910990492251918336/)
* [Microsoft Fabric measure up to Data Mesh](https://endjin.com/blog/2023/08/how-does-microsoft-fabric-measure-up-to-data-mesh)
* [Develop a data mesh with Microsoft Fabric](https://endjin.com/blog/2023/08/developing-a-data-mesh-inspired-vision-using-microsoft-fabric)
* [Explore Strategies with Microsoft Fabric for Data Driven Organization](https://endjin.com/blog/2023/08/microsoft-fabric-strategy-explore-options-using-wardley-maps)
* [Data Mesh vs Data Fabric](https://atlan.com/data-mesh-vs-data-fabric/)
* [Adopt a Product Mindset with Microsoft Fabric](https://endjin.com/blog/2023/08/adopt-a-product-mindset-to-maximise-value-from-microsoft-fabric)
* [Building a data mesh architecture - Paul Andrew](https://mrpaulandrew.com/2021/12/15/building-a-data-mesh-architecture-in-azure-part-1/)
* [Understanding Data Modelling in Data Mesh](https://piethein.medium.com/understanding-data-modelling-in-data-mesh-bf0dfcfd0583)

## Use Cases

*Industry use cases*
* [Fabric end to end use case energy market](https://debruyn.dev/2023/fabric-end-to-end-use-case-overview-architecture/) & [Data Engineering](https://debruyn.dev/2023/fabric-end-to-end-use-case-data-engineering-part-1-spark-and-pandas-in-notebooks/)

*Community*
* [Paul Andrew's Delivering Near Real-Time Satellite Internet Analytics Using Microsoft Fabric](https://www.cloudformations.org/_files/ugd/fb2e49_81aeea8e433b4a4fad7168b106810934.pdf)
* [Paul Andrew's Marketing Analytics using Microsoft Fabric](https://www.cloudformations.org/_files/ugd/fb2e49_e906b9338f0f4a52b0c24943a20c57b1.pdf)

## Industry Solutions
### Healthcare Data Solutions
* [Healthcare Data Solutions in Microsoft Fabric Overview](https://learn.microsoft.com/en-us/industry/healthcare/healthcare-data-solutions/overview)
* [Healthcare Data Foundations](https://learn.microsoft.com/en-us/industry/healthcare/healthcare-data-solutions/healthcare-data-foundations-overview)
* [DICOM Data Transformation](https://learn.microsoft.com/en-us/industry/healthcare/healthcare-data-solutions/dicom-data-transformation-overview)
* [OMOP Transformations](https://learn.microsoft.com/en-us/industry/healthcare/healthcare-data-solutions/omop-transformations-overview)

## Fabric with OpenAI

*Fabric is the data platform for the era of AI. Open AI use cases through Fabric*
* [Mapping data flow to Fabric with OpenAI](https://github.com/sethiaarun/mapping-dataflow-to-fabric-with-openai)
* [Build Intelligent Agents with Microsoft Fabric - Autogen Notebook Example](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_microsoft_fabric.ipynb)
* [Unleash the power of Azure OpenAI and Fabric with Data Search](https://support.fabric.microsoft.com/en-gb/blog/fabric-change-the-game-unleashing-the-power-of-microsoft-fabric-and-openai-for-dataset-search)
* [Implementing Data Agents in Fabric for Comprehensive Business Insights](https://www.bakertilly.com/insights/implementing-data-agent-in-microsoft-fabric-for-comprehensive-business-insights)
* [Agent Skills for Fabric](https://github.com/microsoft/skills-for-fabric/tree/main)

## Microsoft 365

*Microsoft Larger Ecosystem*
* [Microsoft 365 Data and Fabric](https://blog.fabric.microsoft.com/en-us/blog/microsoft-365-data-microsoft-fabric-better-together/) Better Together

## Application
*Build cloud applications for Microsoft Fabric*
* [Course - Cloud Powered App - Fabric](https://techcommunity.microsoft.com/t5/educator-developer-blog/developing-a-curriculum-for-microsoft-fabric-cloud-powered-app/ba-p/4024337)
* [Content Moderation with Azure Content Safety and Blob Metadata for Analysis and Insights with Microsoft Fabric](https://techcommunity.microsoft.com/t5/apps-on-azure/microsoft-fabric-amp-content-safety-analytics-on-metadata/m-p/4023162)

## Fabric Apps
* [Introducing Rayfin - An AI-First Way to Build Fabric Apps](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Introducing-Rayfin-A-new-AI-first-way-to-build-deploy-and-govern/ba-p/5191676)
* [Fabric Apps Overview](https://learn.microsoft.com/en-us/fabric/apps/overview)
* [Rayfin SDK and CLI](https://aka.ms/rayfin)

## Model Context Protocol
* [Agentic Fabric - How MCP Is Turning Your Data Platform into an AI-Native System](https://community.fabric.microsoft.com/t5/Fabric-Updates-Blog/Agentic-Fabric-How-MCP-is-turning-your-data-platform-into-an-AI/ba-p/5172009)
* [Fabric Remote MCP Server](https://learn.microsoft.com/en-us/rest/api/fabric/articles/mcp-servers/core-remote/overview-core-mcp-server)
* [Get Started with Fabric Remote MCP](https://learn.microsoft.com/en-us/rest/api/fabric/articles/mcp-servers/core-remote/get-started-core)
* [Get Started with Fabric Local MCP](https://learn.microsoft.com/en-us/rest/api/fabric/articles/mcp-servers/pro-dev-local/get-started-local)
* [Fabric Local MCP Server](https://github.com/microsoft/mcp/tree/main/servers/Fabric.Mcp.Server)
* [Fabric Real-Time Intelligence MCP Server](https://github.com/microsoft/fabric-rti-mcp)
* [Data Factory MCP Server](https://github.com/microsoft/DataFactory.MCP)

## Developer Tools and CI/CD
* [Fabric CLI](https://microsoft.github.io/fabric-cli/)
* [Fabric CLI in Azure DevOps](https://blog.fabric.microsoft.com/blog/fabric-cli-in-azure-devops-automation-without-friction-preview)
* [New Git Developer Experiences](https://blog.fabric.microsoft.com/blog/introducing-new-git-developer-experiences-in-microsoft-fabric-preview)
* [GitHub Enterprise Cloud Data Residency Support](https://learn.microsoft.com/en-us/fabric/cicd/github-data-residency-support)
* [MSSQL Extension for VS Code Fabric Integration](https://blog.fabric.microsoft.com/blog/mssql-extension-for-vs-code-fabric-integration-public-preview)
* [Execute Power Query Programmatically](https://blog.fabric.microsoft.com/blog/execute-power-query-programmatically-in-microsoft-fabric)
* [Folder REST API](https://blog.fabric.microsoft.com/blog/announcing-the-public-preview-of-folder-rest-api)
* [Bulk Import and Export Item Definitions API](https://blog.fabric.microsoft.com/blog/public-apis-bulk-import-and-export-items-definition-preview)

## Copilot

* [Use Copilot in Fabric](https://blog.fabric.microsoft.com/en-us/blog/fabric-change-the-game-how-easy-is-it-to-use-copilot-in-microsoft-fabric?ft=All)

*Community*
* [Using Copilot in Fabric Notebook for data engineering](https://www.serverlesssql.com/using-copilot-in-fabric-notebooks-for-data-engineering/)

## Recent Community Blogs
*Recent technically substantive posts from Microsoft Fabric MVPs and established community authors*

### Architecture and Administration
* [Microsoft Fabric Architecture](https://www.serverlesssql.com/microsoft-fabric-architecture/) - Andy Cutler, August 2025
* [Fabric Architecture: Azure Tenants](https://www.serverlesssql.com/fabric-architecture-azure-tenants/) - Andy Cutler, November 2025
* [Structure Fabric Items by Applying Naming Conventions](https://data-marc.com/2025/02/13/structure-fabric-items-by-applying-naming-conventions/) - Marc Lelijveld, February 2025

### Capacity Management and Cost
* [Microsoft Fabric Costs Explained](https://thatfabricguy.com/microsoft-fabric-costs-explained/) - Bas Land, February 2025
* [Extracting and Storing Fabric Admin and Capacity Metrics](https://data-marc.com/2025/07/30/your-metrics-your-rules-extracting-and-storing-fabric-admin-and-capacity-metrics-data-in-fabric/) - Marc Lelijveld, July 2025

### Security and Governance
* [The Hidden Risk in Fabric Notebook Exports](https://data-marc.com/2025/04/09/the-hidden-risk-in-fabric-notebook-exports-your-data-travels-too/) - Marc Lelijveld, April 2025
* [Validating Azure Key Vault Access Securely in Fabric Notebooks](https://data-marc.com/2025/05/08/validating-azure-key-vault-access-securely-in-fabric-notebooks/) - Marc Lelijveld, May 2025
* [Automating Semantic Model Security with Fabric Semantic Link](https://data-marc.com/2025/10/14/automating-power-bi-semantic-model-security-with-fabric-semantic-link/) - Marc Lelijveld, October 2025

### Data Engineering and Spark
* [Delta Lake Liquid Clustering vs Partitioning](https://thatfabricguy.com/delta-lake-liquid-clustering-partitioning/) - Bas Land, May 2025
* [Delta Lake Partitioning for Microsoft Fabric](https://thatfabricguy.com/delta-lake-partitioning-for-microsoft-fabric/) - Bas Land, March 2025
* [Materialized Lake Views in Microsoft Fabric Lakehouse](https://thatfabricguy.com/materialized-lake-views-in-microsoft-fabric-lakehouse/) - Bas Land, July 2025
* [GenMLV Deployment Framework for Materialized Lake Views](https://www.serverlesssql.com/genmlv/) - Andy Cutler, July 2025
* [Keep Spark Sessions Alive in Microsoft Fabric](https://thatfabricguy.com/keep-spark-sessions-alive-in-microsoft-fabric/) - Bas Land, July 2025

### Data Warehouse and CI/CD
* [Deploying a Case-Insensitive Warehouse Using Deployment Pipelines](https://www.serverlesssql.com/deploying-case-insensitive-warehouse-using-deployment-pipelines/) - Andy Cutler, February 2025

### Data Agents, AI and Copilot
* [Rethinking Fabric Data Agent Deployment Using the Data Agent SDK](https://data-marc.com/2026/06/23/rethinking-fabric-data-agent-deployment-using-the-data-agent-sdk/) - Marc Lelijveld, June 2026
* [Why Semantic Models Behave Differently in Fabric Data Agents](https://data-marc.com/2026/05/29/why-semantic-models-behave-differently-in-fabric-data-agents/) - Marc Lelijveld, May 2026
* [Fabric Copilot: Building a Foundation of Trust](https://data-marc.com/2026/01/28/microsoft-fabric-copilot-building-a-foundation-of-trust-before-you-ask-questions/) - Marc Lelijveld, January 2026
* [Automatically Populate Data Agents with Semantic Model Synonyms](https://data-marc.com/2025/06/04/automatically-populate-data-agents-with-semantic-model-synonyms/) - Marc Lelijveld, June 2025
* [Natural Language Interaction Depends on Semantic Modeling](https://data-marc.com/2025/06/03/natural-language-interaction-isnt-magic-its-semantic-modeling-done-right/) - Marc Lelijveld, June 2025

### Developer Tools
* [VS Code Notebooks for Microsoft Fabric](https://thatfabricguy.com/vs-code-notebooks-fabric/) - Bas Land, June 2025

## Limitations
* [Datawarehouse Limitations](https://learn.microsoft.com/en-us/fabric/data-warehouse/limitations)

## Knownissues
* [Known Issues](https://support.fabric.microsoft.com/en-US/known-issues/)

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