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Lakehouse + Graph: Delta Lake, Unity Catalog and Neo4j for Governed AI Pipelines

Talkat NODES AI 2026 · on Wednesday, 2026-04-15· [databases, ai-assisted-development]
slides:none on file

Demonstrates a practical pipeline pairing Delta Lake bronze/silver/gold with Neo4j to power GraphRAG and feature extraction, using the Neo4j Spark Connector for production reads/writes and the new Neo4j Connector for Unity Catalog (beta) to sync Unity Catalog metadata, RBAC, audit logs and data contracts. Describes text‑to‑Cypher LLM flow, Graph Data Science with ~60–65 algorithms, Delta time‑travel rollbacks, and a reference architecture plus code samples and a governance dashboard.

AI-written summary · about

  1. 0:00Introduction and architecture
  2. 3:39Delta lake storage features
  3. 4:50Governance and integration
  4. 17:30GraphRAG implementations
  5. 18:20Fraud detection use case
  6. 18:33Use cases and best practices
  7. 23:36Summary and conclusion
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