Data Quality in Microsoft Purview: From 'Gut Feeling' to Governed Trust
Proposed session for SQLBits 2026TL; DR
Stop guessing if your data is "good enough." With the arrival of unified Microsoft Purview Governance, data quality is no longer a bolt-on—it’s built-in. Join this fast-paced, demo-led session to see how to automate profiling, define scalable rules, and use lineage to visualize how quality impacts your entire estate. Learn to move from reactive firefighting to proactive, governed trust in just 20 minutes.
Session Details
Good data is the lifeblood of the modern enterprise, yet data quality is often the most neglected part of the governance lifecycle.
Historically, checking for data accuracy meant jumping between siloed tools and manual spreadsheets. The new unified Microsoft Purview Governance platform changes the game by making Data Quality a core pillar of the Data Governance. This session provides a concentrated deep dive into the new Data Quality engine, designed for organisations who need to move fast.
We will break down the journey of a data asset through the new "Trust" workflow:
Profiling & Discovery: Automatically understanding the "shape" of your data before you write a single rule.
Rule Intelligence: Moving beyond manual SQL checks to leverage Purview’s Data Quality scan recommendations and business-aligned dimensions.
Expect a 'no-fluff' session focused on implementation over theory. We’re diving deep into the mechanics of operationalizing quality across business domains, ensuring your data is more than just a line in a catalog - it’s a trusted, AI-ready asset. This is your fast-track guide to mastering the new Purview Data Quality workflow.
Historically, checking for data accuracy meant jumping between siloed tools and manual spreadsheets. The new unified Microsoft Purview Governance platform changes the game by making Data Quality a core pillar of the Data Governance. This session provides a concentrated deep dive into the new Data Quality engine, designed for organisations who need to move fast.
We will break down the journey of a data asset through the new "Trust" workflow:
Profiling & Discovery: Automatically understanding the "shape" of your data before you write a single rule.
Rule Intelligence: Moving beyond manual SQL checks to leverage Purview’s Data Quality scan recommendations and business-aligned dimensions.
Expect a 'no-fluff' session focused on implementation over theory. We’re diving deep into the mechanics of operationalizing quality across business domains, ensuring your data is more than just a line in a catalog - it’s a trusted, AI-ready asset. This is your fast-track guide to mastering the new Purview Data Quality workflow.
3 things you'll get out of this session
Data Quality at Scale: Implement the new Purview engine to profile your data and scan your data for data quality
Operationalize Data Trust: Move from passive cataloging to active governance by applying data quality scores across different business domains and data products.
Build an AI-Ready Foundation: Establish a "verified" data estate that ensures your AI models and business users are working with high-integrity, reliable data.
Speakers
Manish Kumar's other proposed sessions for 2026
AI Fundamentals for SQL and Data Professionals: Your First Step to AI-900 Certification - 2026
Data Modernisation with Open Standards: Apache Iceberg in Fabric, Databricks and Snowflake - 2026
GenBI - A new world where AI meets BI - 2026
SQL in Fabric - Isn't it confusing? - 2026
From Dashboards to Conversations: How Fabric Data Agents and Copilot Studio Transform Analytics - 2026
SQL Server 2025: AI, Vectors, and Beyond – What’s New and Why It Matters - 2026
AI and Your Data Platform: Preparing Data for Intelligent Decision-Making with Microsoft Cloud - 2026
From Metadata to Momentum: Accelerating Self-Service Analytics with Microsoft Fabric and Purview - 2026
From T-SQL to Lakehouse: A SQL Server Professional’s Guide to Microsoft Fabric - 2026
From Zero to Governed : Implementing Microsoft Purview with Fabric and Azure SQL - 2026
From Zero to Governed : Implementing Microsoft Purview with Fabric and Azure SQL - Part 2 - 2026
Open Source Databases for Azure SQL Database Professionals: What Transfers, What Changes - 2026
Native Regex in T-SQL: Modernizing String Logic from Ground to Cloud - 2026
SQL Server/Azure SQL Ledger in 300 Seconds - 2026
Manish Kumar's previous sessions
Empowering SQL: Mastering Intelligent Query Processing in 20 Minutes
Dive into the heart of database optimization with our 20-minute session on Intelligent Query Processing (IQP) in SQL Server and Azure SQL. In this power-packed talk, we will demystify IQP, the driving force behind accelerated query performance.
We'll begin with a quick overview, highlighting the pivotal role of IQP in query optimization and database efficiency. Then, we'll dive into key IQP features focusing on their impacts in real-world.
Managed Instance Link - Seamless migration to Azure
We, the cloud solutions architects from Microsoft, will be talking around SQL migration journey from on-prem to Azure SQL in general, taking you through all available Microsoft's migration tools like DMA, DMS, Azure Migrate, ADS, etc, and then focus on migration to Managed Instance using SQL MI Link. You should take away with you the understanding of when to use which tool and how the newly available Azure SQL Managed Instance Link can help you to achieve a minimum downtime migration of on-prem SQL Server to Azure SQL Managed Instance.
The Power of Polybase with SQL - True data Virtualisation
Customers would be able to understand what exactly Polybase is, why it's useful, what are the use cases and finally how to use this feature of SQL Server.
Polybase have been around for quite some time, since SQL Server 2016, however, the awareness and the way it virtualises the data may not have been understood well for some customers.
Performance Tuning of Azure SQL DB
Manish Kumar from Microsoft will take you through various performance tuning measures you should take before increasing service tier of your database. The session will be packed with tons of information, steps and demos.
Haider Raza
Haider Raza's other proposed sessions for 2026
AI Fundamentals for SQL and Data Professionals: Your First Step to AI-900 Certification - 2026
Data Modernisation with Open Standards: Apache Iceberg in Fabric, Databricks and Snowflake - 2026
GenBI - A new world where AI meets BI - 2026
SQL in Fabric - Isn't it confusing? - 2026
From Dashboards to Conversations: How Fabric Data Agents and Copilot Studio Transform Analytics - 2026
SQL Server 2025: AI, Vectors, and Beyond – What’s New and Why It Matters - 2026
AI and Your Data Platform: Preparing Data for Intelligent Decision-Making with Microsoft Cloud - 2026
From Metadata to Momentum: Accelerating Self-Service Analytics with Microsoft Fabric and Purview - 2026
From T-SQL to Lakehouse: A SQL Server Professional’s Guide to Microsoft Fabric - 2026
From Zero to Governed : Implementing Microsoft Purview with Fabric and Azure SQL - 2026
From Zero to Governed : Implementing Microsoft Purview with Fabric and Azure SQL - Part 2 - 2026
Open Source Databases for Azure SQL Database Professionals: What Transfers, What Changes - 2026
Azure SQL PaaS service - Basic to advance - 2026
SQL Server 2025 vs Azure SQL PaaS: Modern Data Architecture Without the Confusion - 2026
Native Regex in T-SQL: Modernizing String Logic from Ground to Cloud - 2026
SQL Server/Azure SQL Ledger in 300 Seconds - 2026
Haider Raza's previous sessions
Empowering SQL: Mastering Intelligent Query Processing in 20 Minutes
Dive into the heart of database optimization with our 20-minute session on Intelligent Query Processing (IQP) in SQL Server and Azure SQL. In this power-packed talk, we will demystify IQP, the driving force behind accelerated query performance.
We'll begin with a quick overview, highlighting the pivotal role of IQP in query optimization and database efficiency. Then, we'll dive into key IQP features focusing on their impacts in real-world.
Managed Instance Link - Seamless migration to Azure
We, the cloud solutions architects from Microsoft, will be talking around SQL migration journey from on-prem to Azure SQL in general, taking you through all available Microsoft's migration tools like DMA, DMS, Azure Migrate, ADS, etc, and then focus on migration to Managed Instance using SQL MI Link. You should take away with you the understanding of when to use which tool and how the newly available Azure SQL Managed Instance Link can help you to achieve a minimum downtime migration of on-prem SQL Server to Azure SQL Managed Instance.
The Power of Polybase with SQL - True data Virtualisation
Customers would be able to understand what exactly Polybase is, why it's useful, what are the use cases and finally how to use this feature of SQL Server.
Polybase have been around for quite some time, since SQL Server 2016, however, the awareness and the way it virtualises the data may not have been understood well for some customers.