← Friday, October 2, 2026ArchitectureDeep dive

Turbopuffer v3 redesigns storage to broaden search and SQL workloads

turbopuffer.com 7 min read Editor score 7/10

Turbopuffer says v3 changes how documents and indexes are laid out, written, compacted, and queried, building on an object-storage source of truth with tiered NVMe and memory caches. The trade-offs offer useful context for engineers designing fast, economical search systems.

What
Turbopuffer v3 changes how documents and indexes are laid out, written, compacted, and queried to broaden search and SQL workloads.
How
It replaces the vector-primary design with a new primary index, making ANN a secondary index.
Why it matters
The redesign aims to speed text, regex, and vector search and support more SQL queries, including GROUP BY and aggregations.
root centroid leaf centroid vector
The v1 vector index clusters vectors beneath a root centroid. Sketched from the article's own text.

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