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Sizing Lakebase Search: lessons from a real app and 4 million passages

Databricks Blog · Oct 15, 2026 · Engineering Insights

Databricks shares vector search sizing lessons from a real 4-million-passage internal app

Databricks published a practical engineering post on sizing Lakebase Search using Slide Hub, an internal tool field engineers use to find and reuse presentation slides. The post derives real-world guidance from a 4-million-passage corpus, offering concrete benchmarks for teams building RAG or semantic search applications on Databricks. While useful for practitioners, it is a vendor how-to rather than a major product or research announcement.

databricks lakebase vector-search rag search-infrastructure

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