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https://github.com/bhakthan/awesome-microsoft-fabric

A curated list of awesome Microsoft Fabric resources, updates, blogs, videos and more
https://github.com/bhakthan/awesome-microsoft-fabric
List: awesome-microsoft-fabric
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A curated list of awesome Microsoft Fabric resources, updates, blogs, videos and more
Host: GitHub
URL: https://github.com/bhakthan/awesome-microsoft-fabric
Owner: bhakthan
Created: 2023-08-28T15:48:17.000Z (over 1 year ago)
Default Branch: main
Last Pushed: 2023-12-18T02:59:42.000Z (about 1 year ago)
Last Synced: 2023-12-18T03:36:08.937Z (about 1 year ago)
Size: 270 KB
Stars: 11
Watchers: 0
Forks: 2
Open Issues: 0
Metadata Files:
- Readme: README.md
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ultimate-awesome - awesome-microsoft-fabric - A curated list of awesome Microsoft Fabric resources, updates, blogs, videos and more. (Other Lists / Monkey C Lists)
README

        # [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)

    - [GuidedTour](#guidedtour)

    - [Hack](#hack)

    - [Blogs](#blogs)

    - [Ideas and Usergroups](#ideas)

    - [Certification](#certification)

    - [Workshops](#workshop)

    - [Community](#community)

    - [Samples](#samples)

    - [Presentation](#presentation)

    - [Architecture](#architecture)

    - [Videos](#videos)

    - [Learning](#learning)

    - [Administration](#administration)

    - [Security](#security)

    - [One Lake](#onelake)

    - [Next Generation Synapse Analytics](#synapse-analytics)

    - [Migration](#migration)

    - [Data Integration](#data-integration)

    - [Data Warehouse](#data-warehouse)

    - [Data Factory](#data-factory)

    - [Data Engineering](#data-engineering)

    - [Data Science / AI](#data-science-AI)

    - [EventHouse](#EventHouse)

    - [Power BI](#power-bi)

    - [Real-Time Analytics](#real-time-analytics)

    - [Data Activator](#data-activator)

    - [Data Quality](#data-quality)

    - [Data Governance](#data-governance)

    - [Data Mesh](#data-mesh)

    - [Use cases](#use-cases)

    - [Fabric with OpenAI](#fabric-with-openAI)

    - [Microsoft 365](#microsoft-365)

    - [Application](#application)

    - [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)

## 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)

  

## 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)

*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)

## 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)

      

## 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/)

*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/)

## 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)

* [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)

## One Lake

*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/)

*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*

* [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/)

## 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)

## 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

## 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)

## 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)

## 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)

  

## 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/)

## 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)

## 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*

## 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/)

* [Unlock data value with Healthcare Data Solutions in Fabric](https://aka.ms/MC4HDataintegration) & [AI](https://aka.ms/AzureHLTH23)

*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)

## Fabric with Open AI

*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)

## 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)

## Copilot

*Community*

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

## 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/)

## Copilot

*Copilot & Fabric

* [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)