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rajendraongole1
Super User
Super User

Unleash the full potential of your Lakehouse! We show you the critical steps to deploy AI Data Agents in Microsoft Fabric—the breakthrough solution that allows anyone to talk to their data, not code it.

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pankaja_ms
Microsoft Employee
Microsoft Employee

In this post, we will discuss the final two configuration categories associated with Cloud Adoption Framework's Landing Zone pillars as applicable to Microsoft Fabric. This is the final post in the 3 part series I started a few months ago.

 

Design Area - Governance

Microsoft Fabric capacity costs are surfaced to customers using the Azure Cost Management service. This allows integration of costs into the Azure Cost Management dashboard and alerting experience. Refer to this topic on granular information on the cost meters that are available in Azure Cost Management related to Fabric

Capacity Optimization

Microsoft Fabric’s technical architecture and commercial model allow for customers to control how much capacity they consume in order to optimize operational costs. Following aspects of Capacity configuration can be leveraged. Fabric capacity monitoring is discussed in a separate section within this document.

Capacity OperationDescription
ScalingIf a customer uses F SKU capacity, scaling up and down allows fine-grain usage of resources optimizing pricing for predictable peaks and troughs. Refer to this topic for more details. https://learn.microsoft.com/en-us/fabric/enterprise/scale-capacity
Pause/ResumeFor an F SKU capacity, Fabric Admins have permissions to pause/resume capacity. This allows minimizing the compute charges for periods where the capacity is not needed.
Surge ProtectionSurge Protection limits overusing a capacity by background jobs. Fabric offers two settings at Capacity level that can be configured to manage the surge protection behaviour – Background Rejection Threshold and Background Recovery Threshold. Refer to this topic for additional information https://learn.microsoft.com/en-us/fabric/enterprise/surge-protection

Capacity Reservations

Microsoft Fabric offers clients the option to reserve Capacity for a period of time in exchange for discount on operational costs. Opting into reserved capacity should be done in a planned and methodical manner to ensure that the reservations result in commercial benefit. More information on Capacity Reservation can be found here.

Data Governance using Microsoft Purview

Microsoft Purview offers rich, robust, scalable and comprehensive data governance controls. Using Purview, customers are able to define and apply sensitivity labels, monitor lineage, promote/certify data items etc. Full breadth of Purview Data Governance features can be found here.

 

Design Area - Platform Automation and Devops

Git Integration

Microsoft Fabric’s Lifecycle management tools offers customers standardized mechanism to collaborate and communicate when working in a multi-developer environment using Fabric’s Data Science, Data Engineering, Real-time Analytics and other capabilities. Git integration and Deployment Pipelines can be leveraged to achieve automation across development and release process.

Multiple developers can simultaneously contribute to complex projects in a single Fabric Workspace if the workspace is configured to use Git. By applying Git advantages and best practices, developers can collaborate and release content changes quickly and effectively across the Workspace.

More information on Git Integration in Microsoft Fabric can be found at this page.

Deployment Pipelines

Deployment Pipelines in Microsoft Fabric enable creators to develop and test content in the service before it reaches users. Following item types are supported as of March 2025

  • Activator
  • Dashboard
  • Data pipeline (preview)
  • Dataflows gen2 (preview)
  • Datamart (preview)
  • Environment (preview)
  • Eventhouse and KQL database
  • EventStream (preview)
  • KQL Queryset
  • Lakehouse (preview)
  • Mirrored database (preview)
  • Notebook
  • Org app (preview)
  • Paginated report
  • Power BI Dataflow
  • Real-time Dashboard
  • Report (based on supported semantic models)
  • Semantic model (that originates from a .pbix file and isn't a PUSH dataset)
  • SQL database (preview)
  • Warehouse (preview)

For more information on this feature in Fabric, refer to this part of the documentation.

Platform Automation

Microsoft Fabric is supported through comprehensive REST API that allows most administrative tasks to be scripted/automated. This approach allows predictable outcome each time an operation is repeated (eg. Deploying a new data pipeline). More information on Fabric Rest API can be found here.

 

This concludes the series that covers Microsoft Fabric Design Guidance using Cloud Adoption Framekwork's design pillars. From the time I published the first post in this series, there have been many changes, updates and announcements and I would encourage you to review the entire Fabric roadmap for latest information. You can find this at http://aka.ms/fabricroadmap 

 

Links

Microsoft Fabric CAF Configuration Guide - Part 1

Microsoft Fabric CAF Configuration Guide - Part 2

 

suparnababu8
Super User
Super User

In this blog, I’ll walk you through the key differences between Microsoft’s DP-600 and DP-700 certifications — helping you decide which path suits your skills, background, and career goals best.

suparnababu8_0-1759937790738.png

 

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KevinChant
Super User
Super User

In this post I want to cover studying for Fabric certifications during the age of AI. In order to highlight some AI-related aspects to others.Ask Learn functionalityAsk Learn functionality

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bhanu_gautam
Super User
Super User

Over the last few months, I’ve been diving deep into Microsoft Fabric — especially the analytics side of things. After passing the DP-700, I set my sights on its counterpart: the DP-600: Fabric Analytics Engineer Associate certification.

I’m excited to share that I’ve officially cleared the DP-600 exam — and in this article, I’ll walk you through my preparation strategy, what the exam covers, and some tips to help you succeed if you’re planning to take it next.

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bhanu_gautam
Super User
Super User

If you’re diving into Microsoft Fabric, you’ve likely heard about its powerful capabilities for unified analytics. One of its standout features? Notebooks. Whether you’re coming from a data science, engineering, or BI background, notebooks provide a flexible space to explore, transform, and visualize data — all within the Fabric ecosystem.

 

In this guide, we’ll walk through how to get started with Notebooks in Microsoft Fabric — from creating your first notebook to running code and visualizing results. No fluff, just a practical walkthrough to help you hit the ground running.

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pankaja_ms
Microsoft Employee
Microsoft Employee

This post is second in series that helps Partners and Customers plan Fabric Configuration for new and existing deployments. You can find the first post in this series here : 

https://community.fabric.microsoft.com/t5/Fabric-platform-Community-Blog/Microsoft-Fabric-CAF-Config...

 

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suparnababu8
Super User
Super User

Thinking of taking the DP-700 exam? Here’s how I passed it—and why it could change your career in data engineering with Microsoft Fabric.

image (2).png

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Rufyda
Super User
Super User

DP-600 is a Microsoft certification called:
Implementing Analytics Solutions Using Microsoft Fabric

In short: If you want to prove that you can work with modern data tools and build end-to-end data solutions, this exam is for you.
Learning Microsoft Fabric is exactly what you need to pass it.


 What can you do with Fabric?

Here are just a few examples:
• Combine messy data from different places (Excel, SQL, APIs)
• Clean and prepare it with easy tools
• Visualize it in Power BI (right inside Fabric!)
• Run machine learning models
• Share reports with your team instantly
 Let’s break down the core building blocks of Fabric

 Tool  What it does ?

Lakehouse A place to store raw + processed data (like a folder in the cloud, but smarter)
Warehouse For structured, SQL-style analytics (think: tables and rows)
Notebook A coding environment for data science and AI
Power BI Build interactive dashboards and reports
Pipelines Automate data flows from source to report
Don’t worry if these sound new — we’ll explain each of them one by one in the next articles.

Microsoft Fabric is:
• A one-stop platform for all your data tasks
• Perfect for beginners who want to level up
• The core tool to learn if you're aiming for the DP-600 exam
• Easier than it sounds .. and kinda fun once you get into it 

 

let’s connect on LinkedIn: https://www.linkedin.com/in/rufyda-abdelhadirahma/

Rufyda
Super User
Super User
jbarry15
Microsoft Employee
Microsoft Employee

Overview

Over the past year, I’ve had the incredible opportunity to help Microsoft customers unlock the potential of Microsoft Fabric Capacities (FSKUs) by transitioning from Power BI Premium Capacities (PSKUs) or as they embark on their Fabric journey. During these engagements, we’ve tackled not just technical features, architecture design, deployment patterns, capacity planning, but also business considerations such as reservation purchasing strategies and scoping options to demystify how reservations work. Common questions I’ve frequently encountered are how to confidently navigate the reservation purchasing process, understand the scoping flexibility, and calculate consumption units effectively to maximize both value and efficiency.  

My hope is that this article will make your voyage smoother, offer clarity on these decisions, and empower you to make the most of your reservations when stepping into the world of Microsoft Fabric capacity planning!

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Anonymous
Not applicable

🔧

 img_400.jpeg

 

Logic App Solution to Pause Fabric Capacity:

"Take control of your Microsoft Fabric costs with a smart, automated Logic App that pauses unused capacity—seamlessly, securely, and on your schedule. Whether it's nights, weekends, or idle hours, this solution ensures you're only paying for what you use—no more, no less."

 

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jennratten
Super User
Super User

𝗖𝗮𝗹𝗹𝗶𝗻𝗴 𝗮𝗹𝗹 𝗱𝗮𝘁𝗮 𝗲𝗻𝘁𝗵𝘂𝘀𝗶𝗮𝘀𝘁𝘀!

 

Are you ready to level up your impact in the Microsoft Fabric Community? The new Fabric Super User landing page is where you can get all the details. Become the hero our community deserves!

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burakkaragoz
Super User
Super User

Facing issues with data integration, performance, or governance in Microsoft Fabric? This guide breaks down the most common challenges and offers practical, real-world solutions to help you get the most out of your Fabric environment.

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pankaja_ms
Microsoft Employee
Microsoft Employee

This blog is first in a series that is intended to help readers with most commonly used configuration options available when working with Microsoft Fabric. The guidance in this article is aligned to Microsoft Cloud Adoption Framework's 8 design areas.

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jenbeiser
Microsoft Employee
Microsoft Employee

Managing tenant settings in a Fabric environment can be a complex task, especially when it comes to tracking changes, updates, and new features that are sometimes enabled by defalut. To simplify this process, I’ve outlined two options to ensure you stay up to date on modified, new, and upcoming Fabric settings.

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