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NEAREST BY Join: Scaling Vector Search in Databricks Runtime

Databricks Blog · Oct 05, 2026 · Engineering Insights

Databricks introduces NEAREST BY Join syntax for scalable vector search in runtime

Databricks is extending its runtime with a SQL-native NEAREST BY join construct to bring vector similarity search into large-scale data pipelines, moving beyond standalone vector databases. This matters because it signals the consolidation of vector search into general-purpose data platforms rather than specialized tooling. For AI engineers building RAG and retrieval systems, this could reduce architectural complexity by keeping vector operations inside the data lakehouse.

vector-search databricks RAG data-infrastructure nearest-neighbor

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