Thursday, January 15, 2026

Transforming Our Internal Data Warehouse into an AI-Driven Powerhouse

Transforming Analytics: From BI-First to AI-First

At ClickHouse, we revolutionized our internal data warehouse, serving over 300 users and managing 2.1 PB of data. Our journey now highlights a transformative shift from a traditional BI-first approach to an AI-first data warehouse. Here’s what you can expect:

  • Enhanced Accessibility: Users can now get insights without writing SQL, leveraging our AI assistant, DWAINE.
  • Rapid Insights: Queries that previously took hours can now be answered in minutes.
  • Reduced Workload: We’ve decreased analyst demand by 50-70%, allowing them to focus on strategic analysis rather than routine queries.

Key advances include:

  • Anthropic Claude LLM: Solving complex queries with remarkable accuracy.
  • MCP Servers: Providing structured access to diverse data sources.

This shift not only democratizes data access but also changes how we think about analytics.

Ready to embrace the future of data? Share your thoughts below! ⬇️

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