Lucene

June 29, 2026

Bringing it together: How we rebuilt Elasticsearch as a columnar metrics engine; 6.6x less storage, 160x faster queries

Elasticsearch metrics in version 9.4 run on a fully columnar engine: 6.6x less storage, 160x faster queries, native PromQL and OTel support.

Bringing it together: How we rebuilt Elasticsearch as a columnar metrics engine; 6.6x less storage, 160x faster queries
The hash() Elasticsearch won't name and the 12 bytes that prove it's Murmur3

June 25, 2026

The hash() Elasticsearch won't name and the 12 bytes that prove it's Murmur3

Elasticsearch's routing formula uses MurmurHash3, but the docs never say so. This post names the function, walks through the full shard calculation, and shows you how to reproduce it externally.

How DocValuesSkippers in Lucene 10 make range queries faster without doubling your storage

June 12, 2026

How DocValuesSkippers in Lucene 10 make range queries faster without doubling your storage

DocValuesSkippers add block-level skipping to Lucene DocValues fields, speeding up range queries on sorted or insert-ordered indexes with less than 0.1% storage overhead.

Apache Lucene 2025 wrap-up

January 28, 2026

Apache Lucene 2025 wrap-up

2025 was a stellar year for Apache Lucene; here are our highlights.

Vector search filtering: Keep it relevant

September 3, 2025

Vector search filtering: Keep it relevant

Performing vector search to find the most similar results to a query is not enough. Filtering is often needed to narrow down search results. This article explains how filtering works for vector search in Elasticsearch and Apache Lucene.

Speeding up merging of HNSW graphs

Speeding up merging of HNSW graphs

Explore the work we’ve been doing to reduce the overhead of building multiple HNSW graphs, particularly reducing the cost of merging graphs.

Filtered HNSW search, fast mode

February 27, 2025

Filtered HNSW search, fast mode

Explore the improvements we have made for HNSW vector search in Apache Lucene through our ACORN-1 algorithm implementation.

Concurrency bugs in Lucene: How to fix optimistic concurrency failures

February 7, 2025

Concurrency bugs in Lucene: How to fix optimistic concurrency failures

Thanks to Fray, a deterministic concurrency testing framework from CMU’s PASTA Lab, we tracked down a tricky Lucene bug and squashed it

Early termination in HNSW for faster approximate KNN search

January 7, 2025

Early termination in HNSW for faster approximate KNN search

Learn how HNSW can be made faster for KNN search, using smart early termination strategies.

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