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OpenSearch Project Blog

Your source for OpenSearch updates, community news, and technical insights.

OpenSearch 3.1 release graphic
Technical

Get started with OpenSearch 3.1

June 24, 2025
OpenSearch 3.1 brings further innovation into the 3.x line with a host of updates to help you boost indexing performance, improve search results, dig deeper into your observability data, build more powerful agentic AI solutions, and maintain security for your OpenSearch deployments.
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Found 339 posts


Community

Vector-Powered, AI-Ready: How OpenSearch and Freshworks Are Shaping the Future of Search

June 25, 2025
The buzz at OpenSearchCon India was electric. And for good reason. In a packed keynote session, leaders from AWS and Freshworks unpacked how search is evolving in the age of...
OpenSearch 3.1 release graphic
Technical

Get started with OpenSearch 3.1

June 24, 2025
OpenSearch 3.1 brings further innovation into the 3.x line with a host of updates to help you boost indexing performance, improve search results, dig deeper into your observability data, build more powerful agentic AI solutions, and maintain security for your OpenSearch deployments.

Redline testing now available in OpenSearch Benchmark

June 23, 2025
OpenSearch Benchmark's new redline testing feature automatically determines cluster throughput limits through dynamic load scaling and real-time monitoring. Eliminate manual tuning and discover your true performance ceiling.
Search

Introducing common filter support for hybrid search queries

June 16, 2025
Learn how to simplify hybrid search filtering with common filter support in OpenSearch 3.0.
Technical

Enhanced log analysis with OpenSearch PPL: Introducing lookup, join, and subsearch

June 10, 2025
Learn how to use OpenSearch 3.0's new PPL commands to enhance your log analysis. Explore practical examples and understand the Calcite-powered optimization.
Technical

Unlocking agentic AI experiences with OpenSearch

June 9, 2025
Discover how to implement agentic AI in OpenSearch using MCP server and Amazon Q Developer CLI for powerful, conversational search experiences and natural language analytics.
Technical

Real-time query monitoring with live queries in OpenSearch 3.0

June 5, 2025
Discover the new Live Queries API in OpenSearch Query Insights 3.0, enabling real-time visibility into currently executing search queries to identify and debug performance issues as they happen.
Technical

Do more with less: Save up to 3x on storage with derived vector source

June 4, 2025
Learn about derived source for vectors, introduced in OpenSearch 3.0: why it matters, how it works, and how to start using it to improve performance and reduce storage costs.
Technical

Finding a replacement for JSM in OpenSearch 3.0

June 3, 2025
The Java Security Manager (JSM) has long been a foundational security mechanism in OpenSearch. With its deprecation underway, this blog post explores the alternative technologies adopted to replace JSM.
Technical

Optimizing inference processors for cost efficiency and performance

May 29, 2025
Learn how to optimize inference processors in OpenSearch to reduce redundant model calls, lower costs, and improve ingestion performance.
Technical

Improve OpenSearch cluster performance by separating search and indexing workloads

May 27, 2025
Optimize OpenSearch cluster performance by separating indexing and search operations. Discover write/search replicas and dedicated search nodes, with benchmark data showing 34% lower query latency through workload separation.
Technical

Recipes to vectors: Building a hybrid search app with OpenSearch

May 21, 2025
Learn how to build a hybrid search application using OpenSearch as a vector database. Bookmark this step-by-step guide to implementing semantic and keyword search with a recipe dataset.
Technical

Intelligent troubleshooting using OpenSearch 3.0’s plan-execute-reflect agent

May 20, 2025
Explore how the plan-execute-reflect agent in OpenSearch 3.0 transforms troubleshooting by automatically investigating system issues. See this AI agent in action as it analyzes data and provides solutions through a real-world debugging example.
Technical

Introducing MCP in OpenSearch

May 15, 2025
OpenSearch now supports Model Context Protocol (MCP), a framework simplifying AI agent integration with search tools. Learn how MCP reduces development complexity and enables seamless AI-powered data access for enhanced search solutions.
Community Technical

OpenSearch Project update: Performance progress in OpenSearch 3.0

May 14, 2025
OpenSearch 3.0 delivers major performance improvements, including 10x faster search queries, 2.5x vector search boost, and GPU acceleration. Learn about key enhancements and the future roadmap.
Benchmarks

OpenSearch Benchmark: An update

May 12, 2025
OpenSearch Benchmark is the de-facto performance benchmarking tool for OpenSearch.
A graphic illustration of a construction scene over a city background with 3.0 in the middle.
Technical

Announcing OpenSearch 3.0

May 6, 2025
The OpenSearch Project's first major version since 2022 propels OpenSearch forward with significant advancements in performance, data management, vector database functionality, and much more.
Technical

The power of star-tree indexes: Supercharging OpenSearch aggregations

April 30, 2025
Learn how star-tree index improves the performance of aggregations in OpenSearch.
Technical

Introducing the z-score normalization technique for hybrid search

April 28, 2025
Explore z-score normalization in OpenSearch 3.0-beta1 for hybrid search. Learn how this technique compares to min-max normalization through benchmarks on search relevance and performance.
Technical

OpenSearch version 3.0: New features, breaking changes from Apache Lucene 10, and what to expect

April 25, 2025
Dive into the major updates in OpenSearch 3.0, including Lucene 10 integration, JVM 21 adoption, and performance improvements. Learn about breaking changes, critical upgrades, and enhanced capabilities.