<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Data Quality on Sam Debruyn</title><link>https://debruyn.dev/tags/data-quality/</link><description>Recent content in Data Quality on Sam Debruyn</description><generator>Hugo</generator><language>en-us</language><copyright>© Copyright Debruyn Consultancy</copyright><lastBuildDate>Fri, 08 May 2026 12:18:17 +0200</lastBuildDate><atom:link href="https://debruyn.dev/tags/data-quality/index.xml" rel="self" type="application/rss+xml"/><item><title>From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric</title><link>https://debruyn.dev/speaking/data-platform-next-step-26/</link><pubDate>Tue, 02 Jun 2026 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/data-platform-next-step-26/</guid><description>&lt;p&gt;&lt;a
 href="https://dataplatformnextstep.com/" data-umami-event="outbound_link_click" data-umami-event-url="https://dataplatformnextstep.com/" target="_blank" rel="noreferrer noopener"
 &gt;Website&lt;/a&gt;
 | &lt;a
 href="https://dataplatformnextstep.com/schedule/" data-umami-event="outbound_link_click" data-umami-event-url="https://dataplatformnextstep.com/schedule/" target="_blank" rel="noreferrer noopener"
 &gt;Schedule&lt;/a&gt;
 | &lt;a
 href="https://dataplatformnextstep.com/tickets/" data-umami-event="outbound_link_click" data-umami-event-url="https://dataplatformnextstep.com/tickets/" target="_blank" rel="noreferrer noopener"
 &gt;Tickets&lt;/a&gt;
&lt;/p&gt;
&lt;p&gt;&lt;img src="./from-flat-to-sparkling-monitoring-data-quality-wi_debruyn_1094862_banner.jpeg" alt="banner"&gt;&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;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&amp;rsquo;s available for Lakehouses and Data Warehouses and comes with an easy and git-controlled YAML syntax to monitor all aspects of data quality.&lt;/p&gt;</description></item><item><title>dbt fundamentals: an introduction to dbt in 2026 (workshop)</title><link>https://debruyn.dev/speaking/dmf26-workshop1/</link><pubDate>Mon, 04 May 2026 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/dmf26-workshop1/</guid><description>&lt;!-- SUMMARY: Hands-on workshop introducing dbt fundamentals, covering models, sources, Jinja templating, testing, incremental models, snapshots, debugging, and packages in dbt Platform with Microsoft Fabric. --&gt;
&lt;p&gt;&lt;img src="./V2_EN_DMF26_MediaKit_Banner-16_9.jpg" alt="mediakit"&gt;&lt;/p&gt;
&lt;p&gt;&lt;a
 href="https://www.datamakersfest.com/" data-umami-event="outbound_link_click" data-umami-event-url="https://www.datamakersfest.com/" target="_blank" rel="noreferrer noopener"
 &gt;Website&lt;/a&gt;
 | &lt;a
 href="https://tickets.datamakersfest.com/purchase" data-umami-event="outbound_link_click" data-umami-event-url="https://tickets.datamakersfest.com/purchase" target="_blank" rel="noreferrer noopener"
 &gt;Tickets&lt;/a&gt;
 | &lt;a
 href="https://www.datamakersfest.com/hands-on-tutorials" data-umami-event="outbound_link_click" data-umami-event-url="https://www.datamakersfest.com/hands-on-tutorials" target="_blank" rel="noreferrer noopener"
 &gt;Agenda&lt;/a&gt;
&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;New to dbt? This hands-on tutorial is your launchpad. Starting from scratch, you&amp;rsquo;ll set up your first dbt project in dbt Platform&amp;rsquo;s Studio IDE against Microsoft Fabric, with no local setup required. By the end of the session, you&amp;rsquo;ll understand what dbt is, why it has become the backbone of modern analytics engineering, and how it fits into the broader data transformation landscape.
You&amp;rsquo;ll work through the core building blocks of dbt: models, sources, seeds, and Jinja templating, before moving into macros, documentation, and testing. Every concept is reinforced with practical exercises, so you leave with working code. Whether you&amp;rsquo;re a data analyst or an engineer stepping into the analytics space, this tutorial gives you the foundation to hit the ground running on your first real dbt project.&lt;/p&gt;</description></item><item><title>Thread by Thread: Lessons from Migrating to Fabric</title><link>https://debruyn.dev/speaking/fabric-february-2026/</link><pubDate>Thu, 05 Feb 2026 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/fabric-february-2026/</guid><description>&lt;!-- SUMMARY: Practical guide to implementing Microsoft Fabric in production, covering architecture design (medallion, workspace setup), security integration with Microsoft Entra ID and PIM, SQL-first development with dbt, capacity management, monitoring with Soda, and lessons learned from challenges like security context issues, orchestration, and cost optimization. --&gt;
&lt;p&gt;&lt;a
 href="https://www.fabricfebruary.com/tickets/" data-umami-event="outbound_link_click" data-umami-event-url="https://www.fabricfebruary.com/tickets/" target="_blank" rel="noreferrer noopener"
 &gt;Tickets&lt;/a&gt;
 | &lt;a
 href="https://www.fabricfebruary.com/schedule/#sz-tab-46058" data-umami-event="outbound_link_click" data-umami-event-url="https://www.fabricfebruary.com/schedule/#sz-tab-46058" target="_blank" rel="noreferrer noopener"
 &gt;Schedule&lt;/a&gt;
&lt;/p&gt;</description></item><item><title>Thread by Thread: Lessons from Migrating to Fabric</title><link>https://debruyn.dev/speaking/fabric-winterfest-2025/</link><pubDate>Thu, 27 Nov 2025 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/fabric-winterfest-2025/</guid><description>&lt;!-- SUMMARY: Real-world Fabric migration journey covering workspace design, medallion architecture, security with Entra ID and PIM, SQL-first approach with dbt, OneLake shortcuts, data quality monitoring with Soda, capacity management, and lessons learned from pilot to full adoption. --&gt;
&lt;p&gt;&lt;em&gt;The largest Microsoft Fabric community event in Belgium&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;&lt;a
 href="https://www.fabricwinterfest.be/blueslope" data-umami-event="outbound_link_click" data-umami-event-url="https://www.fabricwinterfest.be/blueslope" target="_blank" rel="noreferrer noopener"
 &gt;Agenda&lt;/a&gt;
 | &lt;a
 href="https://www.fabricwinterfest.be/" data-umami-event="outbound_link_click" data-umami-event-url="https://www.fabricwinterfest.be/" target="_blank" rel="noreferrer noopener"
 &gt;Tickets&lt;/a&gt;
&lt;/p&gt;</description></item><item><title>SQL Resurgence: Unleashing data potential with dbt</title><link>https://debruyn.dev/speaking/dataminds-connect-2025/</link><pubDate>Mon, 06 Oct 2025 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/dataminds-connect-2025/</guid><description>&lt;!-- SUMMARY: An exploration of dbt's rise as the leading data transformation tool, covering analytics engineering principles, modular SQL development with Jinja, data lineage and testing, and the new dbt-fabric adapter bringing dbt support to Microsoft Fabric. --&gt;
&lt;p&gt;&lt;a
 href="https://datamindsconnect.be/registration/" data-umami-event="outbound_link_click" data-umami-event-url="https://datamindsconnect.be/registration/" target="_blank" rel="noreferrer noopener"
 &gt;Tickets &amp;amp; registration&lt;/a&gt;
 | &lt;a
 href="https://datamindsconnect.be/agenda/" data-umami-event="outbound_link_click" data-umami-event-url="https://datamindsconnect.be/agenda/" target="_blank" rel="noreferrer noopener"
 &gt;Schedule&lt;/a&gt;
&lt;/p&gt;</description></item><item><title>From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric</title><link>https://debruyn.dev/speaking/dataminds-saturday-2025/</link><pubDate>Sat, 22 Feb 2025 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/dataminds-saturday-2025/</guid><description>&lt;!-- SUMMARY: Explore automated data quality monitoring and testing with Soda in Microsoft Fabric, including data warehouse and lakehouse integration, data contracts, and long-term metrics management. --&gt;
&lt;p&gt;&lt;a
 href="https://datamindssaturday.be/" data-umami-event="outbound_link_click" data-umami-event-url="https://datamindssaturday.be/" target="_blank" rel="noreferrer noopener"
 &gt;Free registration&lt;/a&gt;
 | &lt;a
 href="https://datamindssaturday.be/agenda/" data-umami-event="outbound_link_click" data-umami-event-url="https://datamindssaturday.be/agenda/" target="_blank" rel="noreferrer noopener"
 &gt;Agenda&lt;/a&gt;
&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;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.&lt;/p&gt;</description></item><item><title>From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric</title><link>https://debruyn.dev/speaking/cloudbrew-2024/</link><pubDate>Fri, 13 Dec 2024 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/cloudbrew-2024/</guid><description>&lt;!-- SUMMARY: Comprehensive overview of data quality monitoring in Microsoft Fabric using Soda, covering quality dimensions, management strategies, and practical integration patterns for both Lakehouses and Data Warehouses. --&gt;
&lt;p&gt;&lt;a
 href="https://www.cloudbrew.be/#registration" data-umami-event="outbound_link_click" data-umami-event-url="https://www.cloudbrew.be/#registration" target="_blank" rel="noreferrer noopener"
 &gt;Tickets&lt;/a&gt;
&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;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.&lt;/p&gt;</description></item><item><title>Medallion for Data Mesh: Exploring Workspace, Capacity, and Domain Design in Microsoft Fabric [EXTENDED TALK / DEEP-DIVE]</title><link>https://debruyn.dev/speaking/fabric-friday-holland-2024/</link><pubDate>Fri, 04 Oct 2024 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/fabric-friday-holland-2024/</guid><description>&lt;!-- SUMMARY: Deep-dive on implementing medallion architecture (bronze/silver/gold) within Microsoft Fabric workspaces while applying data mesh principles including domains, governance, access control, and capacity design for scalable, secure data platforms. --&gt;
&lt;p&gt;&lt;a
 href="https://datasaturday.nl/" data-umami-event="outbound_link_click" data-umami-event-url="https://datasaturday.nl/" target="_blank" rel="noreferrer noopener"
 &gt;More information&lt;/a&gt;
 | &lt;a
 href="https://www.eventbrite.nl/e/data-saturday-holland-fabric-friday-2024-tickets-924629470637?aff=oddtdtcreator" data-umami-event="outbound_link_click" data-umami-event-url="https://www.eventbrite.nl/e/data-saturday-holland-fabric-friday-2024-tickets-924629470637?aff=oddtdtcreator" target="_blank" rel="noreferrer noopener"
 &gt;Tickets&lt;/a&gt;
&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;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.&lt;/p&gt;</description></item><item><title>From Flat to Sparkling: Monitoring Data Quality with Soda in Microsoft Fabric</title><link>https://debruyn.dev/speaking/future-data-driven-2024/</link><pubDate>Wed, 25 Sep 2024 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/future-data-driven-2024/</guid><description>&lt;!-- SUMMARY: Comprehensive guide to implementing data quality monitoring in Microsoft Fabric using Soda, covering data quality dimensions, monitoring strategies, and practical integration with Lakehouse and Data Warehouse through SQL and Spark DataFrames. --&gt;
&lt;p&gt;&lt;a
 href="https://datadrivencommunity.com/fdd2024registration.html" data-umami-event="outbound_link_click" data-umami-event-url="https://datadrivencommunity.com/fdd2024registration.html" target="_blank" rel="noreferrer noopener"
 &gt;Registration&lt;/a&gt;
&lt;/p&gt;
&lt;p&gt;&lt;img src="./Debruyn_-_From_Flat_to_Sparkling_Monitoring_Data_Quality_with_Soda_in_Microsoft_Fabric_674653.png" alt="announcement"&gt;&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;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.&lt;/p&gt;</description></item><item><title>SQL Resurgence: Unleashing Data Potential with dbt - session</title><link>https://debruyn.dev/speaking/data-makers-fest-porto-talk/</link><pubDate>Tue, 24 Sep 2024 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/data-makers-fest-porto-talk/</guid><description>&lt;!-- SUMMARY: Comprehensive introduction to dbt and its role in the SQL resurgence for data transformation. Covers dbt Core vs dbt Cloud, data lineage, testing, documentation, and how dbt implements the T (Transform) in ELT. --&gt;
&lt;p&gt;&lt;img src="promo.jpeg" alt=""&gt;&lt;/p&gt;
&lt;p&gt;&lt;a
 href="https://www.datamakersfest.com/tickets" data-umami-event="outbound_link_click" data-umami-event-url="https://www.datamakersfest.com/tickets" target="_blank" rel="noreferrer noopener"
 &gt;Tickets&lt;/a&gt;
&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;Join us on an exhilarating exploration of the data landscape as we delve into the phenomenon that is dbt. It has taken the world by storm and is now the most popular data transformation tool. Let’s dive into this new era and witness the renaissance of SQL at the core of data analytics, bringing it back to those who know the data best.&lt;/p&gt;</description></item><item><title>From Fabric to Fantastic: How dbt Makes Your Lakehouses and Warehouses Shine</title><link>https://debruyn.dev/speaking/fabric-global-online-2024/</link><pubDate>Wed, 11 Sep 2024 00:00:00 +0000</pubDate><guid>https://debruyn.dev/speaking/fabric-global-online-2024/</guid><description>&lt;!-- SUMMARY: A comprehensive guide to using dbt for building and managing Microsoft Fabric Data Warehouses and Lakehouses, covering SQL transformations, data lineage, automated testing, documentation, and best practices for analytics engineering. --&gt;
&lt;p&gt;I gave a session on dbt at the Microsoft Fabric Global Online Conference. If you want to learn more about Microsoft Fabric, get your ticket for this free online event: &lt;a
 href="https://microsoftfabric.global/" data-umami-event="outbound_link_click" data-umami-event-url="https://microsoftfabric.global/" target="_blank" rel="noreferrer noopener"
 &gt;https://microsoftfabric.global/&lt;/a&gt;
&lt;/p&gt;</description></item></channel></rss>