~/talk

From Warehouse to Wisdom: Activating Business Data with Neo4j

Talkat NODES 2025 · on Thursday, 2025-11-06· [databases]
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A tax data warehouse in Snowflake feeds a Neo4j graph to answer concrete questions like indirect ownership pushing investors over filing thresholds and aggregating investor exposure to high risk jurisdictions, with pipelines, a common data model, dev/QA/staging/prod automation and Bloom visuals. A first pilot uses a few seed entities, proves results, then scales to typical fund graphs of 150,000 nodes with longest paths of 15–16 hops, moving next to ML/AI and Snowflake → Neo4j integration.

AI-written summary · about

  1. 0:00Introduction and team
  2. 2:48Why relationships matter in tax
  3. 8:04Building the tax data warehouse
  4. 16:32Developing the graph solution
  5. 24:28Key learnings and insights
  6. 27:44Future plans and closing
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