Blogs

Developer insights and practical how-to articles from our experts to inspire and empower your search experience

May 14, 2026

Don't leave metrics on the table: query them with the ES|QL TS command

Recalibrate your mental model for time series queries: learn why FROM can produce inaccurate results for metrics, how TS fixes that, and when to use each command.

Don't leave metrics on the table: query them with the ES|QL TS command
 Approximate queries in Elasticsearch ES|QL: 100x faster on billions of records, with built-in confidence intervals

May 14, 2026

Approximate queries in Elasticsearch ES|QL: 100x faster on billions of records, with built-in confidence intervals

ES|QL now supports approximate query execution. Add one line to your queries, and get results orders of magnitude faster, with built-in confidence intervals that tell you exactly how much to trust them.

Ecommerce search optimization using margin and popularity boosting in Elasticsearch

May 13, 2026

Ecommerce search optimization using margin and popularity boosting in Elasticsearch

Learn how to optimize ecommerce search using margin and popularity boosting. This blog explains how a governed control plane treats economic optimization in Elasticsearch.

Elasticsearch Vector DiskBBQ filter search is now 3–5x faster

May 13, 2026

Elasticsearch Vector DiskBBQ filter search is now 3–5x faster

Learn how Elasticsearch 9.4 makes restrictive filtered DiskBBQ vector search 3–5x faster and more stable by avoiding wasted centroid and postings-list work when selectivity is high.

Elasticsearch query logs: One coordinator-level line per query for ES|QL, DSL, SQL, and EQL

May 12, 2026

Elasticsearch query logs: One coordinator-level line per query for ES|QL, DSL, SQL, and EQL

Easily understand query impact on cluster performance with Elasticsearch query logs. One coordinator-level line records ES|QL, DSL, SQL, and EQL per request and provides full query text, tracing, optional user context, and CCS hints

Elasticsearch ES|QL “schema on read”: Your unmapped fields were there all along

May 12, 2026

Elasticsearch ES|QL “schema on read”: Your unmapped fields were there all along

ES|QL's new unmapped fields feature makes any never-mapped field queryable against historical data (no reindexing needed).

Bringing Fire to Elasticsearch: Adding Native Prometheus API Support

May 11, 2026

Bringing Fire to Elasticsearch: Adding Native Prometheus API Support

Query Elasticsearch directly from Prometheus-compatible clients via native PromQL, discovery, and metadata endpoints. Send data to Elasticsearch with Prometheus Remote Write.

Personalizing ecommerce search: Integrating purchase history and user cohorts

May 11, 2026

Personalizing ecommerce search: Integrating purchase history and user cohorts

Learn how to create a personalized ecommerce search experience in Elasticsearch without breaking governance. This post explains how to boost products a shopper has purchased before and how to activate cohort-specific policies based on user profiles.

One index, all media: Introducing jina-embeddings-v5-omni

May 11, 2026

One index, all media: Introducing jina-embeddings-v5-omni

jina-embeddings-v5-omni lets you embed text, images, video, and audio into a single Elasticsearch index and query across all of them at once.

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