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👩💻 Speaker: Dr. Estera Kot ( / esterakot ) Dr. Estera Kot is the CTO at Clouds On Mars, driving innovation in Data & AI strategy and execution. A former Principal Product Manager at Microsoft, she played a key role in building performance-critical components of Azure Synapse Analytics and Microsoft Fabric, with a Ph.D. in Computer Science specializing in machine learning for medical imaging. Estera is a respected educator, speaker at events like FabCon and the World Woman Davos Agenda, and is passionate about building scalable, real-world AI solutions with impact over hype. She’ll be coding live, sharing real-world patterns and performance insights from serious Fabric deployments. What to expect: We'll explore how data engineers can accelerate development in Fabric using Fabric MCP and GitHub Copilot, moving from natural language prompts to production-ready pipelines. ✔ When to use notebooks, Spark Job Definitions, and pipelines in Fabric ✔ Live demo: AI-assisted pipeline and Spark development ✔ Using Fabric MCP to speed up engineering workflows ✔ Optimizing Spark workloads for production: → Native Execution Engine → High Concurrency mode → Compute cluster & executor sizing → Shuffle partitions & common performance anti-patterns This is a deep technical session focused on how Fabric actually behaves in real production scenarios.