AI-Augmented Query Optimization: SQL Server 2025 Meets Fabric Self-Healing Data Platformf
Proposed session for SQLBits 2026TL; DR
SQL Server 2025 introduces groundbreaking capabilities for performance optimization and observability, while Microsoft Fabric brings unified analytics and AI-driven insights. But how do we combine these innovations to build a truly resilient, self-healing data platform?
In this session, we’ll explore AI-Augmented Query Optimization and Fabric Observability to tackle real-world challenges like unpredictable workloads, query regressions, and performance bottlenecks. You’ll learn:
Who this is for: Data engineers, DBAs, and architects managing mission-critical SQL workloads in hybrid or cloud environments.
What problem it solves: Eliminates manual troubleshooting by leveraging telemetry, ML notebooks, and AI-driven root-cause analysis.
What you’ll take away: A practical blueprint for creating a Self-Healing SQL Fabric Dashboard that combines SQL telemetry with Fabric ML for automated anomaly detection and performance tuning.
Expect live demos, POC architecture, and actionable strategies to future-proof your data platform with SQL Server 2025 and Microsoft Fabric.
Session Details
Session Description
SQL Server 2025 introduces advanced query optimization and observability features, while Microsoft Fabric delivers unified analytics and AI-driven insights. But how do we combine these innovations to create a self-healing data platform that minimizes downtime and maximizes performance?
This session is designed for DBAs, data engineers, and architects managing mission-critical workloads in hybrid or cloud environments. We’ll address a common pain point: manual troubleshooting of query regressions and performance bottlenecks. Instead, learn how to leverage SQL telemetry, Fabric ML notebooks, and AI-powered anomaly detection to automate root-cause analysis and remediation.
What you’ll gain:
A clear understanding of SQL Server 2025’s new optimization capabilities.
Practical steps to integrate Microsoft Fabric observability and AI for proactive performance management.
A blueprint for building a Self-Healing SQL Fabric Dashboard with real-world demos and POC architecture.
Walk away with actionable strategies to future-proof your data platform using AI-driven automation, Fabric analytics, and SQL Server 2025 innovations.
SQL Server 2025 introduces advanced query optimization and observability features, while Microsoft Fabric delivers unified analytics and AI-driven insights. But how do we combine these innovations to create a self-healing data platform that minimizes downtime and maximizes performance?
This session is designed for DBAs, data engineers, and architects managing mission-critical workloads in hybrid or cloud environments. We’ll address a common pain point: manual troubleshooting of query regressions and performance bottlenecks. Instead, learn how to leverage SQL telemetry, Fabric ML notebooks, and AI-powered anomaly detection to automate root-cause analysis and remediation.
What you’ll gain:
A clear understanding of SQL Server 2025’s new optimization capabilities.
Practical steps to integrate Microsoft Fabric observability and AI for proactive performance management.
A blueprint for building a Self-Healing SQL Fabric Dashboard with real-world demos and POC architecture.
Walk away with actionable strategies to future-proof your data platform using AI-driven automation, Fabric analytics, and SQL Server 2025 innovations.
3 things you'll get out of this session
Session Objectives
Understand SQL Server 2025 Innovations
Explore new features for query optimization, performance tuning, and observability in SQL Server 2025.
Learn How Microsoft Fabric Enhances Data Platforms
Discover how Fabric’s unified analytics and AI-driven insights integrate with SQL Server for advanced monitoring and automation.
Implement AI-Augmented Query Optimization
See how AI and ML can predict query regressions, detect anomalies, and automate root-cause analysis using telemetry data.
Build a Self-Healing SQL Fabric Dashboard
Gain practical steps to design a dashboard that combines SQL telemetry with Fabric ML notebooks for proactive performance management.
Apply Best Practices for Resilient Data Platforms
Take away actionable strategies and architecture patterns to future-proof mission-critical workloads in hybrid and cloud environments.