Microsoft Fabric: Resolving Capacity Admin Permission Issues in Automate Capacity Scaling with Azure LogicApps

Resolving Capacity Admin Permission Issues in Automate Capacity Scaling with Azure LogicApps

A while back, I published a blogpost explaining how to use Azure LogicApps to automate scaling Microsoft Fabric F capacities under the PAYG (Pay-As-You-Go) licensing option. Some of my followers reported an issue with their Capacity Admin settings when running the LogicApp solution. The issue was that their capacity admins disappeared after they had run the LogicApps to upscale or downscale the capacity. After some investigation, I found out what the problem was. At the same time, some of my other followers suggested a fix which involved hardcoding the admins into the solution. While this would work in some cases, it is not a practical solution in the long run, as the admin settings may evolve over time. This makes the solution hard to maintain and unreliable. Back then, I suggested using the APIs and an HTTP action in a new LogicApps solution. This blog is the continuation of the previous blog and a quick and easy fix that ensures the automation runs smoothly with minimal to no manual work or maintenance afterwards. I have also published a tutorial video on YouTube explaining the process from the beginning (which was already covered in my previous blog, so I do not explain it here again) which you can watch here:

A Reminder of the Previous Solution

I suggest you read my blog about automating Fabric capacity scaling with Azure LogicApps as it provides a step-by-step guide to implement the solution. But if you have already implemented, or you are just after the fix, jump to the next section. The following image shows how the original solution works:

Automate Scaling Microsoft Fabric F Capacities with Azure LogicApps
Automate Scaling Microsoft Fabric F Capacities with Azure LogicApps

Here is a quick explanation of how it works:

  1. The Trigger runs the workflow automatically every hour.
  2. The Read a Resource, which is an Azure Resource Manager operation, reveals information about a resource that, in our implementation, is a Microsoft Fabric Capacity.
  3. A condition to check the Status of the capacity. If the capacity is Paused (the condition is true), then do nothing. This is needed as this method only works when the capacity is Active.
  4. If the capacity is Active (the condition is false), then check the current time to see if it is between 2pm and 4pm. This is the timeframe for which we want to upscale the capacity.
  5. If the condition is True, then upscale the capacity to F8 using another ARM operation: Create or update a resource.
  6. If the condition is False, then set the capacity SKU to F2.

The solution works fine if you do not have any Capacity Admin settings either on Azure Portal or on Admin Portal on Microsoft Fabric. But in many cases, we indeed have capacity admins. Let’s see what the issue is.

The Problem

The issue arises when we add some capacity administrators; that are wiped after running the above solution in its current implementation. The following image shows the Capacity Admin settings on both portals:

Fabric Capacity Admins on Azure Portal and Fabric Admin Portal
Fabric Capacity Admins on Azure Portal and Fabric Admin Portal

The reason if that the Create or update a resource also updates the properties of the resource with the ones we define in LogicApps. Therefore, if we do not add any capacity admins, we literally empty the existing capacity admins. Let’s run the solution again to understand why this is happening. The following image shows my capacity admins are wiped out after running my LogicApp workflow:

Capacity Admins deleted after running LogicApps
Capacity Admins deleted after running LogicApps

The issue is also demonstrated in the tutorial video on YouTube:

Continue reading “Microsoft Fabric: Resolving Capacity Admin Permission Issues in Automate Capacity Scaling with Azure LogicApps”

Use Copilot in Power BI Desktop to Create Measures from Numeric Columns

I have been thinking about a mechanism to generate measures from numeric columns on Power BI data models. Of course, we can use Tabular Editor, but it requires some scripting, which is all right. However, the more advanced our requirements get, the more complex the C# script. In real-world development scenarios, it does not make sense to blindly create measures for all numeric columns, such as the key columns used to define relationships between tables, making C# scripting a bit more complex.

In this blog and accompanying YouTube video, I explain using Copilot within Power BI Desktop to create measures from numeric columns. This feature represents a significant advancement in Power BI’s capabilities as of April 2024, enabling data analysts and BI professionals to streamline parts of their data analysis tasks.

Prerequisites

As explained in a previous post here, we first need to enable Copilot on the Fabric Portal. Please note that Copilot in Power BI Desktop requires either Power BI Premium Capacity or AT LEAST an F64 Fabric Capacity. Unfortunately, Copilot is NOT available on PPUEmbedded capacities, Fabric capacities smaller than F64 and Fabric Trial (FT) capacities.

We also need to have the latest version of Power BI Desktop installed on our machine. With that, let’s begin.

YouTube Video

Here is the video on YouTube where I explain the same thing in less than 5 min. But if you are after more details, continue reading.

Introduction to Power BI and Copilot

As Power BI evolves, it incorporates more sophisticated AI-driven capabilities that simplify various aspects of data analytics. The integration of Copilot in Power BI Desktop enhances user interaction with data in many ways. Our focus on this blog is specifically using Copilot to create simple yet crucial measures based on numeric columns that previously required manual effort.

Use Copilot for Measure Creation

Using Copilot is straightforward and demonstrates impressive intelligence in its operational logic. The following steps explain how to do so:

Continue reading “Use Copilot in Power BI Desktop to Create Measures from Numeric Columns”

Microsoft Fabric: Automating Fabric Capacity Scaling with Azure Logic Apps


In a previous post I explained how to manage the capacity costs of a Fabric F capacity (under Pay-As-You-Go pricing model) using Logic Apps to Suspend and Resume it.

A customer who read my previous blog asked me “Can we use a similar method to scale up and down before and after specific workloads?”. This blog post is to answer exactly that.

I want to make some important points clear first and before we dig deeper into the solution:

  • The method described in this post works with Fabric F SKUs under Pay-As-You-Go pricing model.
  • If you have a Power BI Premium capacity, then this method is not valid for your case. But you might be interested in the autoscale option for Power BI Premium capacities.
  • Depending on your current workload, scaling down may not work due to resource unavailability.
  • Depending on your workload, this method may take a while to go through.
  • You need to be either a Capacity Admin or a Fabric Admin to successfully implement this method.
  • This method works based on user authentication, however, you may want to use Service Principal or Manage Identity which require more effort but could be a more desirable method in many scenarios.
  • This post explains a very basic scenario, you’re welcome to scale it to your specific needs.
  • You can consider this post as a continuation of the previous post. So if you are unsure you correctly understand what this blog is trying to explain, then I suggest you read my previous post first where I explain the Logic Apps implementation in more detail.

The Problem

I have an F Fabric capacity and I want to upscale it to an upper tier between the pick-time from 8 AM to 12 PM local time, then downscale it to its original tier.

The Solution

There are many ways to do this including using Azure Resource Manager APIs, Manage Azure Resources in PowerShell, or using Azure Resource Manager connector that can be used on Azure Logic Apps, Power Automate Premium, and Power Apps Premium. This post explores the use of Azure Resource Manager connectors in Azure Logic Apps. With that, let’s begin.

  1. On Azure Portal, search for Logic apps
  2. Select the Logic Apps service
Select Azure Logic Apps on Azure Portal
Select Azure Logic Apps on the Azure Portal
  1. Click the Add button
  2. Pick a Subscription from the list
  3. Pick a Resource Group from the list or create a new one
  4. Enter the Logic App name
  5. Select the Region from the list
  6. Select No if you do not require to Enable log analytics
  7. Select Consumption from the Plan type
  8. Click the Review + create button
Create new Logic Apps service on Azure Portal
Create new Logic Apps service on Azure Portal
  1. Click the Create button
Confirm creating new Logic Apps service
Confirm creating new Logic Apps service
Continue reading “Microsoft Fabric: Automating Fabric Capacity Scaling with Azure Logic Apps”