--- title: "Elastic 8.16: BBQ, LLM observability, protect your cloud assets" source_name: "Elastic Blog" original_url: "https://www.elastic.co/blog/whats-new-elastic-8-16-0" canonical_url: "https://www.traeai.com/articles/d035b104-67ad-447f-ac3b-fefc65c90059" content_type: "article" language: "英文" score: 7.5 tags: ["Elastic","可观测性","云安全","LLM"] published_at: "2024-11-12T05:00:00+00:00" created_at: "2026-04-28T23:10:14.912136+00:00" --- # Elastic 8.16: BBQ, LLM observability, protect your cloud assets Canonical URL: https://www.traeai.com/articles/d035b104-67ad-447f-ac3b-fefc65c90059 Original source: https://www.elastic.co/blog/whats-new-elastic-8-16-0 ## Summary Elastic 8.16 引入了 BBQ、LLM 可观测性和云资产保护等新功能，增强了可观测性与安全性。 ## Key Takeaways - 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。 ## Content Title: Elastic 8.16: BBQ, LLM observability, protect your cloud assets URL Source: http://www.elastic.co/blog/whats-new-elastic-8-16-0 Published Time: 2024-11-12T05:00:00.000Z Markdown Content: # Elastic 8.16: BBQ, LLM observability, protect your cloud assets | Elastic Blog [Skip to main content](http://www.elastic.co/blog/whats-new-elastic-8-16-0#main-content) New Forrester Wave Leader, Q2 2025 [Access report](http://www.elastic.co/resources/observability/analyst-report/gartner-magic-quadrant-observability-platforms?plcmt=global-alert-banner) [About us](http://www.elastic.co/about)[Partners](http://www.elastic.co/partners)[Support](http://www.elastic.co/support)|EN[Login](https://cloud.elastic.co/login) [](http://www.elastic.co/) * Elasticsearch ##### Elasticsearch for... * ###### [Context engineering Get the most relevant context to agents so that they deliver accurate and trusted outcomes](http://www.elastic.co/elasticsearch/context-engineering) * ###### [Vector database Efficiently create, store, and search vector embeddings](http://www.elastic.co/elasticsearch/vector-database) * ###### [Search powered applications The speed, scale, and flexibility to 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new?](http://www.elastic.co/blog/whats-new-elastic-8-16-0#what%E2%80%99s-new?) * [Elasticsearch](http://www.elastic.co/blog/whats-new-elastic-8-16-0#elasticsearch) * [Elastic Observability](http://www.elastic.co/blog/whats-new-elastic-8-16-0#elastic-observability) * [Elastic Security](http://www.elastic.co/blog/whats-new-elastic-8-16-0#elastic-security) * [The Elasticsearch Platform](http://www.elastic.co/blog/whats-new-elastic-8-16-0#the-elasticsearch-platform) * [Start today](http://www.elastic.co/blog/whats-new-elastic-8-16-0#start-today) * Close # Elastic 8.16: BBQ, LLM observability, protect your cloud assets By [Brian Bergholm](http://www.elastic.co/blog/author/brian-bergholm)[Mark Doncov](http://www.elastic.co/blog/author/mark-doncov) November 12, 2024 ![Image 7: web-8dot16-release-1920x1080.png](https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt9432c7395d0f6112/67327506feb8f91819ebdba9/web-8dot16-release-1920x1080.png) * [![Image 8: Twitter](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-twitter-grey.svg)![Image 9: Twitter](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-twitter-white.svg)Share on Twitter](javascript:void(0))Share on Twitter * [![Image 10: LinkedIn](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-linkedIn-grey.svg)![Image 11: LinkedIn](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-linkedIn-white.svg)Share on LinkedIn](javascript:void(0))Share on LinkedIn * [![Image 12: Facebook](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-facebook-grey.svg)![Image 13: Facebook](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-facebook-white.svg)Share on Facebook](javascript:void(0))Share on Facebook * [![Image 14: email](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-mail-24-lighterInk.svg)![Image 15: email](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-mail-24-white.svg)Share by Email](javascript:void(0))Share by Email * [![Image 16: print](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-print-24-lighterInk.svg)![Image 17: print](http://www.elastic.co/static-res/images/svg/blogsvgs/icon-print-24-white.svg)Print this page](javascript:void(0))Print 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](https://www.elastic.co/enterprise-search) 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](https://github.com/elastic/start-local), a one-step local deployment for Elasticsearch and Kibana — now [open source](https://www.elastic.co/blog/elasticsearch-is-open-source-again) again! Then, scale quickly with the lightweight [Open Web Crawler](https://www.elastic.co/search-labs/blog/elastic-open-crawler-release) 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](https://www.elastic.co/blog/whats-new-elastic-search-8-16-0) or in the [8.16 release notes](https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html). ### Elastic Observability [Elastic Observability](https://www.elastic.co/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](https://www.elastic.co/blog/whats-new-elastic-observability-8-16-0) or in the [8.16 release notes](https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html). ### Elastic Security [Elastic Security](https://www.elastic.co/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](https://www.elastic.co/blog/whats-new-elastic-security-8-16-0) or in the [8.16 release notes](https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html). ### The Elasticsearch Platform The[Elasticsearch Platform](https://www.elastic.co/products/)combines 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 the[Elasticsearch Platform highlights blog](https://www.elastic.co/blog/whats-new-elasticsearch-platform-8-16-0)or in the[8.16 release notes](https://www.elastic.co/guide/en/welcome-to-elastic/current/new.html). ## Start today Ready to get started? Elastic 8.16 is[now available on Elastic Cloud](https://cloud.elastic.co/registration?elektra=whats-new-elastic-8-7-0-blog) — 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. 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