T
traeai
登录
返回首页
Elastic Blog

Elastic 8.16: BBQ, LLM observability, protect your cloud assets

7.5Score
Elastic 8.16: BBQ, LLM observability, protect your cloud assets
AI 深度提炼
  • 新增 BBQ 功能优化集群性能管理。
  • LLM 可观测性提升对复杂模型的监控能力。
  • 强化云资产保护以应对现代安全威胁。
#Elastic#可观测性#云安全#LLM
打开原文

Elastic 8.16: BBQ, LLM observability, protect your cloud assets | Elastic Blog

Skip to main content

New

Forrester Wave Leader, Q2 2025

Access report

About usPartnersSupport|ENLogin

[](http://www.elastic.co/)

  • Elasticsearch

##### Elasticsearch for...

##### Elasticsearch components

##### Deployment options

  • Solutions

##### Search

Overview

##### Observability

Overview

##### Security

Overview

  • Enterprise

##### Why Elastic?

Knowledge Hub

##### Industry

Financial servicesManufacturingPublic sectorRetailTelecommunicationsView all industries

##### Better together

##### Accolades

##### Customers

View all customers stories

Image 2: logo for Docusign

[Search Docusign powers millions of e-signature searches daily with Elasticsearch](http://www.elastic.co/customers/docusign)

Image 3: logo for UOL

[Security UOL slashes incident resolution time by 80% with Elastic Security](http://www.elastic.co/customers/uol)

Image 4: logo for PepsiCo

[Observability Pepsi boosts efficiency and reduces MTTR by 30% with Elastic Observability](http://www.elastic.co/customers/pepsico)

  • Resources

##### Launch

##### Learn

##### Connect

##### Get help

PricingDocs

Search

Start free trialContact sales

Blog

Company

* Solutions

* Stack + Cloud

* News

* Customers

* Generative AI

* Culture

Elasticsearch Labs

* Blogs

* Tutorials

* Examples

* Integrations

Security Labs

* Blogs

* Reports

* Tools

Observability Labs

* Blogs

![Image 5: Blog feed](http://www.elastic.co/blog/feed)

Table of Contents

Table of contents!Image 6: icon-toc-16-blue.svg

Elastic 8.16: BBQ, LLM observability, protect your cloud assets

By

Brian BergholmMark Doncov

November 12, 2024

Image 7: web-8dot16-release-1920x1080.png

Today, we are pleased to announce the general availability of Elastic 8.16!

What’s new?

The 8.16 release includes many high-impact capabilities across our portfolio:

  • **Elastic is the first vector database with Better Binary Quantization (BBQ)**for large workloads.
  • **Rock-solid large language model (LLM) observability for Amazon Bedrock** comprehensively monitors and resolves LLM invocation errors and performance challenges — extending visibility into another popular LLM.
  • **Protect your cloud assets with a** SIEM that finally solves cloud protection and contextual investigations in one license.
  • **Explore an updated Kibana experience** that adapts to context and is a snap to navigate.

Read about the highlights by solution below.

Elasticsearch

Elasticsearch helps developers build AI-powered search experiences on the industry's most used vector database with out-of-the-box semantic search and generative AI capabilities.

Highlights in 8.16:

  • **Elastic is the first to offer BBQ**—Better Binary Quantization is a performant and efficient optimization for vector databases that is now in technical preview. It enables superior recall and customizable options for large workloads with scalar quantization and bit vector support.
  • **Production-ready hybrid conversational search with retrievers and reciprocal rank fusion (RRF) is now generally available (GA)**, enabling easy result normalization and composability.
  • **Get started with Elastic in minutes** with start-local, a one-step local deployment for Elasticsearch and Kibana — now open source again! Then, scale quickly with the lightweight Open Web Crawler for data ingestion.
  • **Elastic AI Assistant for Search**enables search users to gain contextual help from generative AI models on building queries, ingesting data, and creating AI-driven search experiences using Elasticsearch.

Find more details in the Elasticsearch 8.16 highlights blog or in the 8.16 release notes.

Elastic Observability

Elastic Observability prevents outages with search-based relevance, no-compromise data retention, improved operational efficiency and cost, and an open and future-proofed investment.

Highlights in 8.16:

**Monitoring LLM performance**

  • LLM observability has extended to Amazon Bedrock for comprehensive monitoring and resolution of LLM invocation errors and performance challenges (technical preview).

**OpenTelemetry (OTel) data ingestion that just works**

  • Application auto-instrumentation with Elastic Distributions of OpenTelemetry (EDOT) SDKs — commercially supported OTel SDKs — is now supported through the OTel Operator for Go, Python, .NET (technical preview), and Java (GA).
  • Quickstart workflows for Kubernetes monitoring using the EDOT OTel Collector and the Elastic Agent are now available, as well as out-of-the-box OTel-driven Kubernetes dashboards (technical preview).
  • OTel data ingestion that just works — enabling dashboards, log analytics, APM, and AI-driven insights all with ECS compatibility and no schema conversions.
  • Amazon Firehose quickstart workflow with CloudWatch metrics and logs support is now in beta.

**Log analytics enhancements**

  • Discover gives you customized views of your data and a summary column for at-a-glance and contextual logs exploration (GA).
  • Improved log data quality with a “fix-it” workflow addresses common log ingest issues that result in _\_ignored_ fields — offering a quick and easy way to get more value from your log data (beta).

**Universal Profiling**

  • Running Universal Profiling on the self-managed Elastic Stack is now generally available. On-prem users can now install and run Universal Profiling on ECE, Kubernetes (via Helm charts), and self-hosted Elastic stack deployments. An Enterprise license is required to run Universal Profiling outside of Elastic Cloud.

Find more details in the Elastic 8.16 Observability highlights blog or in the 8.16 release notes.

Elastic Security

Elastic Security future-proofs SecOps with AI-driven security analytics, accelerating threat detection, investigation, and response.

Highlights in 8.16:

  • **Extended cloud security provider protections (GA):** Leverage native cloud security workflows with integrations for Wiz, AWS Security Hub, and Falco — enabling out-of-the-box contextual threat detection and investigations.
  • **Custom knowledge integration (GA):** Elastic AI Assistant for Security now supports custom knowledge sources — delivering tailored responses for a more personalized experience.
  • **Agentless cloud security posture management (CSPM) integration (beta):** Eliminate the need to manage agents with agentless CSPM — streamlining data ingestion.
  • **Expanded session view support (GA):**Session view now includes Auditbeat and Auditd Manager — empowering analysts with deeper insights for comprehensive Linux process investigations.

Find more details in the Elastic Security 8.16 highlights blog or in the 8.16 release notes.

The Elasticsearch Platform

TheElasticsearch Platformcombines the precision of search and the intelligence of AI. All users — regardless of use case — can benefit from core enhancements.

Highlights in 8.16:

  • **Explore an updated Kibana experience**that adapts to context, is a snap to navigate, and provides a more responsive dev console with an all-new interface.
  • **Stay in command of your data with Elasticsearch Query Language (ES|QL)**—recommended queries, named parameters, and faster performance.
  • **Try flexible chunking strategies**with word- or sequence-based strategy, customizable maximum sizes and overlap parameters, support for streaming APIs for our inference API integrations, and anomaly detection jobs that automatically adapt to daylight saving time.

Find more details in theElasticsearch Platform highlights blogor in the8.16 release notes.

Start today

Ready to get started? Elastic 8.16 isnow available on Elastic Cloud — the hosted Elasticsearch service that includes all of the new features in this latest release.

_The release and timing of any features or functionality described in this post remain at Elastic's sole discretion. Any features or functionality not currently available may not be delivered on time or at all._

_In this blog post, we may have used or referred to third party generative AI tools, which are owned and operated by their respective owners. Elastic does not have any control over the third party tools and we have no responsibility or liability for their content, operation or use, nor for any loss or damage that may arise from your use of such tools. Please exercise caution when using AI tools with personal, sensitive or confidential information. Any data you submit may be used for AI training or other purposes. There is no guarantee that information you provide will be kept secure or confidential. You should familiarize yourself with the privacy practices and terms of use of any generative AI tools prior to use._

_Elastic, Elasticsearch, ESRE, Elasticsearch Relevance Engine and associated marks are trademarks, logos or registered trademarks of Elasticsearch N.V. in the United States and other countries. All other company and product names are trademarks, logos or registered trademarks of their respective owners._

Share

Sign up for Elastic Cloud free trial

Spin up a fully loaded deployment on the cloud provider you choose. As the company behind Elasticsearch, we bring our features and support to your Elastic clusters in the cloud.

Start free trial

![Image 28: Elastic The Search AI Company](http://www.elastic.co/)

Follow us

About us

Join us

Partners

Trust & Security

Investor relations

Excellence Awards

© 2026. elasticsearch B.V. All Rights Reserved

This website and all associated content, software, discussion forums, products, and services are intended for professional use only. No consumer use of this website or its content is intended or directed.

Elastic, Elasticsearch, and other related marks are trademarks, logos, or registered trademarks of elasticsearch B.V. in the United States and other countries.

Apache, Apache Lucene, Apache Hadoop, Hadoop, HDFS and the yellow elephant logo are trademarks of the Apache Software Foundation in the United States and/or other countries. All other brand names, product names, or trademarks belong to their respective owners.

!Image 35!Image 36!Image 37

Image 38