Inside Elastic

Speed up vector ingestion using Base64-encoded strings

Introducing Base64-encoded strings to speed up vector ingestion in Elasticsearch.

Speed up vector ingestion using Base64-encoded strings
Building automation with Elastic Workflows

February 3, 2026

Building automation with Elastic Workflows

A practical introduction to workflow automation in Elastic. Learn what workflows look like, how they work, and how to build one.

Skip MLOps: Managed cloud inference for self-managed Elasticsearch with EIS via Cloud Connect

February 3, 2026

Skip MLOps: Managed cloud inference for self-managed Elasticsearch with EIS via Cloud Connect

Introducing Elastic Inference Service (EIS) via Cloud Connect, which provides a hybrid architecture for self-managed Elasticsearch users and removes MLOps and CPU hardware barriers for semantic search and RAG.

Improve search performance with `best_compression`

January 23, 2026

Improve search performance with `best_compression`

While `best_compression` is typically seen as a storage-saving feature for Elastic Observability and Elastic Security use cases, this blog demonstrates its effectiveness as a performance-tuning lever for search.

Influencing BM25 ranking with multiplicative boosting in Elasticsearch

December 22, 2025

Influencing BM25 ranking with multiplicative boosting in Elasticsearch

Learn why additive boosting methods can destabilize BM25 rankings and how multiplicative scoring provides controlled, scalable ranking influence in Elasticsearch.

Elasticsearch Serverless pricing demystified: VCUs and ECUs explained

December 19, 2025

Elasticsearch Serverless pricing demystified: VCUs and ECUs explained

Learn how Elasticsearch Serverless pricing works for Elastic’s fully-managed deployment offering. We explain VCUs (Search, Ingest, ML) and ECUs, detailing how consumption is based on actual allocated resources, workload complexity, and Search Power.

Boosting e-commerce search by profit and popularity with the function score query in Elasticsearch

December 17, 2025

Boosting e-commerce search by profit and popularity with the function score query in Elasticsearch

Discover how to optimize e-commerce search by blending BM25 relevance with profit margin and popularity signals in Elasticsearch using the function_score query.

Reducing Elasticsearch frozen tier costs with Deepfreeze S3 Glacier archival

December 16, 2025

Reducing Elasticsearch frozen tier costs with Deepfreeze S3 Glacier archival

Learn how to leverage Deepfreeze in Elasticsearch to automate searchable snapshot repository rotation, retaining historical data and aging it into lower cost S3 Glacier tiers after index deletion.

Evaluating search query relevance with judgment lists

December 11, 2025

Evaluating search query relevance with judgment lists

Explore how to build judgment lists to objectively evaluate search query relevance and improve performance metrics such as recall, for scalable search testing in Elasticsearch.

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