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Rows, columns, and consequences

Speak at Rootconf’s Special Edition on Databases

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Kulwant Singh

@illusivesingh

Building Enterprise‑Grade RAG Applications with SQL Server and Microsoft Fabric

Submitted Apr 29, 2026

Session type - select the format for your session: Hands-on workshops - where participants follow instructors on their laptops

Abstract:
Modern RAG applications are easy to prototype but notoriously hard to productionize. With AI agents making code generation cheap, the real challenge has shifted to understanding what breaks under real workloads—filtered retrieval, selective predicates, joins, security, live data, and unpredictable latency. This workshop aims at equipping developers with the architectural intuition needed to design robust and scalable AI systems.. Using SQL Server, we demonstrate how vector search integrated into a mature relational engine enables efficient, streaming, filtered retrieval. Participants will learn why enterprise‑grade RAG requires more than a vector store, and how a database’s optimizer, execution model, and governance capabilities provide a robust foundation for building scalable, secure, and predictable AI applications.

Key takeaways:
Enterprise-grade RAG with the database optimizer/execution model to make retrieval efficient under filters, joins, and streaming constraints.
Treat vector search as an access path inside a governed data platform, with entrprise security, reliability, and live updates etc.

Who will benefit from this session?
Application developers and platform engineers building production RAG/agentic apps who need predictable latency, filtered retrieval, and secure grounding.
Data engineers and architects using Microsoft Fabric/OneLake who want an end-to-end pattern for ingestion → chunking/embeddings → serving with SQL.

Presenter info:
The presenters are experienced software engineers at Microsoft based in Bengaluru, working in the SQL engineering organization. Their work focuses on SQL platform capabilities and performance-oriented patterns for intelligent applications, including vector search and scalable retrieval architectures.

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