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signalLobsters2026-10-05

RIP, vector database

turbopuffer is changing its storage architecture for v3, moving away from a vector-primary index to a new primary index that treats ANN as just another secondary index. This shift aims to speed up text, regex, and vector search, and lays the groundwork for faster SQL queries. The change follows customer usage from companies like Cursor, Notion, and Linear.

for who
Developers and companies using turbopuffer for search and database workloads
what changes
Users can expect faster search across text, regex, and vectors, plus broader support for fast SQL queries on turbopuffer
to do
Follow turbopuffer's architecture updates and start testing the new index behavior as it rolls out
key points
  • turbopuffer v3 moves ANN to a secondary index, enabling faster search
  • New primary index supports text, regex, and vector search improvements
  • Used by Cursor, Notion, and Linear for search and sync
#vector database#turbopuffer#storage architecture
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