Data Warehouse on Sam Debruyn

From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric

Tue, 02 Jun 2026 00:00:00 +0000

After loading all of your data into OneLake, you might be wondering how to ensure its quality. In this session, we’ll explore and demonstrate how Soda can help you monitor data quality with automated data testing and alerting, write and monitor data contracts, and browse data quality metrics in a user-friendly dashboard. Soda is an open-source CLI tool where I recently contributed support for Microsoft Fabric. It’s available for Lakehouses and Data Warehouses and comes with an easy and git-controlled YAML syntax to monitor all aspects of data quality.

Hardening Fabric Warehouse Security

Fri, 20 Mar 2026 00:00:00 +0000

Tickets | Session

Learn how to secure Fabric Data Warehouse from the ground up. This session covers end-to-end practices—from secure connectivity and authentication to auditing, monitoring, and governance—highlighting new features that strengthen compliance, visibility, and trust at scale.

Thread by Thread: Lessons from Migrating to Fabric

Thu, 05 Feb 2026 00:00:00 +0000

Tickets | Schedule

SQL Resurgence: Unleashing data potential with dbt

Thu, 27 Nov 2025 00:00:00 +0000

The largest Microsoft Fabric community event in Belgium

Thread by Thread: Lessons from Migrating to Fabric

Thu, 27 Nov 2025 00:00:00 +0000

The largest Microsoft Fabric community event in Belgium

Agenda | Tickets

SQL Resurgence: Unleashing data potential with dbt

Mon, 06 Oct 2025 00:00:00 +0000

Tickets & registration | Schedule

From Fabric to Fantastic: How dbt Makes Your Lakehouses and Warehouses Shine

Fri, 20 Jun 2025 00:00:00 +0000

More information | Session details | Tickets | Agenda

Fabric Fortresses: Setting Up Microsoft Fabric for Your Enterprise Needs

Wed, 28 May 2025 00:00:00 +0000

More information | Session details | Tickets

Join us to master Microsoft Fabric for enterprise-level challenges. Learn how to integrate private networking, manage resilience and disaster recovery, ensure seamless access control and configure vigilant monitoring to safeguard your data architecture. We’ll use Workspace Identity, Private Endpoints, and go through all the different ways to provide or restrict access to your data. By the end of this talk, you’ll be ready to build a robust and secure data platform on Microsoft Fabric.

All the different ways to authenticate to Azure SQL, Synapse, and Fabric

Sun, 13 Apr 2025 19:04:37 +0200

In this post I’ll go over all the details on acquiring access tokens to authenticate to any Microsoft SQL engine, including Azure SQL, Azure Synapse and Microsoft Fabric. We’ll explore users, service principals, managed identities, and Fabric Workspace Identity.

Why would you want to do this? Well, if you’re looking to get programmatic access to your database / data warehouse, you’ll need to authenticate. In 2025, more often than not, you’ll be using Microsoft Entra ID to do so and this is where the fun begins.

From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric

Sat, 22 Feb 2025 00:00:00 +0000

Free registration | Agenda

After loading all of your data into OneLake, you might be wondering how to ensure its quality. In this session, we’ll explore and demonstrate how Soda can help you monitor data quality with automated data testing and alerting, write and monitor data contracts, and browse data quality metrics in a user-friendly dashboard.

Fabric Fortresses: Setting Up Microsoft Fabric for Your Enterprise Needs

Thu, 06 Feb 2025 00:00:00 +0000

More information, schedule, and tickets

Join us to master Microsoft Fabric for enterprise-level challenges. Learn how to integrate private networking, manage resilience and disaster recovery, ensure seamless access control and configure vigilant monitoring to safeguard your data architecture. We’ll use Workspace Identity, Private Endpoints, and go through all the different ways to provide or restrict access to your data. By the end of this talk, you’ll be ready to build a robust and secure data platform on Microsoft Fabric.

From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric

Fri, 13 Dec 2024 00:00:00 +0000

Tickets

After loading all of your data into OneLake, you might be wondering how to ensure its quality. In this session, we’ll explore and demonstrate how Soda can help you monitor data quality with automated data testing and alerting, write and monitor data contracts, and browse data quality metrics in a user-friendly dashboard.

Medallion for Data Mesh: Exploring Workspace, Capacity, and Domain Design in Microsoft Fabric

Sat, 19 Oct 2024 00:00:00 +0000

More information

Designing a medallion architecture is more than just setting up a few Lakehouses and Data Warehouses. In this session, data architects and engineers learn how to design a medallion architecture with Fabric Workspaces, Capacities, and Domains. We’ll cover the segregation of responsibilities, granular access control, and how to pick and choose the right Capacities for every workload. By the end of this talk, you’ll be ready to design a scalable and secure data platform with Microsoft Fabric.

Medallion for Data Mesh: Exploring Workspace, Capacity, and Domain Design in Microsoft Fabric

Wed, 09 Oct 2024 00:00:00 +0000

Tickets & registration | Schedule

Designing a medallion architecture is more than just setting up a few Lakehouses and Data Warehouses. In this session, data architects and engineers learn how to design a medallion architecture with Fabric Workspaces, Capacities, and Domains. We’ll cover the segregation of responsibilities, granular access control, and how to pick and choose the right Capacities for every workload. By the end of this talk, you’ll be ready to design a scalable and secure data platform with Microsoft Fabric.

Medallion for Data Mesh: Exploring Workspace, Capacity, and Domain Design in Microsoft Fabric [EXTENDED TALK / DEEP-DIVE]

Fri, 04 Oct 2024 00:00:00 +0000

More information | Tickets

Designing a medallion architecture is more than just setting up a few Lakehouses and Data Warehouses. In this session, data architects and engineers learn how to design a medallion architecture with Fabric Workspaces, Capacities, and Domains. We’ll cover the segregation of responsibilities, granular access control, and how to pick and choose the right Capacities for every workload. By the end of this talk, you’ll be ready to design a scalable and secure data platform with Microsoft Fabric.

From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric

Wed, 25 Sep 2024 00:00:00 +0000

Registration

After loading all of your data into OneLake, you might be wondering how to ensure its quality. In this session, we’ll explore and demonstrate how Soda can help you monitor data quality with automated data testing and alerting, write and monitor data contracts, and browse data quality metrics in a user-friendly dashboard.

NL dbt meetup: From Fabric to Fantastic: How dbt Makes Your Lakehouses and Warehouses Shine

Fri, 20 Sep 2024 00:00:00 +0000

On the 20th of September, I spoke at the NL dbt meetup .

Medallion for Data Mesh: Exploring Workspace, Capacity, and Domain Design in Microsoft Fabric

Thu, 20 Jun 2024 00:00:00 +0000

On June 20th I spoke at the Fabric Brussels meetup.

Event details

SQL Resurgence - Unleashing Data Potential with dbt on Databricks

Thu, 11 Jan 2024 00:00:00 +0000

Event details

I spoke at the Databricks meetup on how you can use dbt with SQL on Databricks to unleash the full potential of your data. The event was held at Cegeka in Antwerp, Belgium.

Speakers:

Sam Debruyn (tech lead data & cloud @ dataroots)
Fabrice Deseyn (data architect & team lead @ Cegeka)

Fabric: Lakehouse or Data Warehouse?

Thu, 19 Oct 2023 10:24:43 +0200

There are 2 kinds of companies currently active in the Microsoft data space: those who are migrating to Microsoft Fabric, and those who will soon be planning their migration to Microsoft Fabric. 😅 One question that often comes back is

Should I focus on the Lakehouse or the Data Warehouse?

Let’s answer that in this post. I can already tell you this: you’re asking the wrong question 😉

Data Agility Unleashed: A Deep Dive into Microsoft Fabric's Features (dataroots Fabric Event)

Mon, 16 Oct 2023 00:00:00 +0000

I was invited to speak at the dataroots Microsoft Fabric Event in Leuven, Belgium. The event was held at De Hoorn, an old brewery in the city center.

Speakers:

Sam Debruyn (tech lead data & cloud @ dataroots)
Jonas Tundo (CEO @ dataroots)
Priya Sathy (Partner Director of Products @ Microsoft)

Pictures:

Is Microsoft Fabric just a rebranding?

Mon, 02 Oct 2023 10:53:24 +0200

It’s a question I see popping up every now and then. Is Microsoft Fabric just a rebranding of existing Azure services like Synapse, Data Factory, Event Hub, Stream Analytics, etc.? Is it something more? Or is it something entirely new?

I hate clickbait titles as much as you do. So, before we dive in, let me answer the question right away. No, Fabric is not just a rebranding. I would not even describe Fabric as an evolution (as Microsoft often does), but rather as a revolution! Now, let’s find out why.

My take-aways from Big Data London: Delta Lake & the open lakehouses

Mon, 25 Sep 2023 10:20:35 +0100

Last week I attended Big Data London. Both days were filled with interesting sessions, mostly focussing on one of the vendors also exhibiting at the conference. There are 2 things I am taking away from this conference: Delta Lake has won the data format wars, and your next data platform is either Snowflake, either an open Lakehouse.

Migrating Azure Synapse Dedicated SQL to Microsoft Fabric

Tue, 18 Jul 2023 23:04:37 +0200

If all those posts about Microsoft Fabric have made you excited, you might want to consider it as your next data platform. Since it is very new, not all features are available yet and most are still in preview. You could already adopt it, but if you want to deploy this to a production scenario, you’ll want to wait a bit longer. In the meantime, you can already start preparing for the migration. Let’s dive into the steps to migrate to Microsoft Fabric. Today: starting from Synapse Dedicated SQL Pools.

Connect to Fabric Lakehouses & Warehouses from Python code

Tue, 11 Jul 2023 09:14:24 +0200

In this post, I will show you how to connect to your Microsoft Fabric Lakehouses and Warehouses from Python.

Microsoft Fabric's Auto Discovery: a closer look

Wed, 28 Jun 2023 09:00:00 +0200

In previous posts , I dug deeper into Microsoft Fabric’s SQL-based features and we even explored OneLake using Azure Storage Explorer . In this post, I’ll take a closer look at Fabric’s auto-discovery feature using Shortcuts. Auto-discovery, what’s that?

Fabric’s Lakehouses can automatically discover all the datasets already present in your data lake and expose these as tables in Lakehouses (and Warehouses).

Cool, right? At the time of writing, there is a single condition: the tables must be stored in the Delta Lake format. Let’s take a closer look.

Welcome to the 3rd generation: SQL in Microsoft Fabric

Thu, 15 Jun 2023 20:15:11 +0200

While typing this blog post, I’m flying back from the Data Platform Next Step conference where I gave a talk about using dbt with Microsoft Fabric . DP Next Step was the first conference focussed on Microsoft data services right after the announcement of Microsoft Fabric so a lot of speakers were Microsoft employees and most of the talks had some Fabric content.

Fabric Fabric Fabric, what is it all about? In this post I’ll go deeper into what it is, why you should care and focus specifically on the SQL aspect of Fabric.

dbt & Fabric: better together

Fri, 09 Jun 2023 00:00:00 +0000

I gave a talk at the Data Platform Next Step conference in Billund, Denmark. The conference was the first conference with sessions about Microsoft Fabric right after the launch of the public preview at Microsoft Build .

dbt is the new data transformation tool taking the world by storm. It lowers the barrier of entry into the world of data analytics to everyone who ever wrote a line of SQL. Did you know it integrates quite well with all Microsoft SQL products and even with Fabric? Join this session to follow in the footsteps of thousands of analytics engineers and fall in love with dbt. Learn more about how dbt works with Fabric and Azure SQL from the maintainer of the official dbt adapter! We’ll use Fabric and VS Code to build our first Hello Fabric project.

Fabric training programs

Mon, 01 Jan 0001 00:00:00 +0000

I’ve been using Microsoft Fabric since early 2023 and have been awarded the Microsoft Most Valuable Professional (MVP) award specifically for Fabric. I have a deep understanding of the platform and its capabilities, and I’m excited to share my knowledge with you. I’ve worked out several training programs that can help you and your team get started with Fabric, or to deepen your knowledge of the platform.