# elastic.co

> AI-optimized mirror of elastic.co containing 50 pages totalling 63,721 words of clean markdown content, structured data, and semantic HTML. Original source: https://elastic.co. Last updated: 2026-07-20T14:35:13.704Z.

Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG).

## Articles & Blog Posts

- [Elastic named a Leader in the 2026 Gartner® Magic Quadrant™ | Elastic](/content/resources/observability/analyst-report/gartner-magic-quadrant-observability-platforms/index.html): Discover why Elastic was recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms for the third year in a row.... (242 words)
- [Join data from multiple indices with LOOKUP JOIN | Elasticsearch Reference](/content/docs/reference/query-languages/esql/esql-lookup-join/index.html): The ES|QL LOOKUP JOIN processing command combines data from your ES|QL query results table with matching records from a specified lookup index. It adds... (828 words)
- [observability-labs/blog/mainframe-data-ingestion/index.html](/content/observability-labs/blog/mainframe-data-ingestion/index.html) (1,246 words)
- [guide/en/esre/8-10/learn-html.html](/content/guide/en/esre/8-10/learn-html.html) (1,811 words)
- [search-labs/blog/rag-security-masking-pii/index.html](/content/search-labs/blog/rag-security-masking-pii/index.html) (925 words)
- [OpenAI rate limit monitoring, now with an 80% throttling alert — Elastic Observability Labs](/content/observability-labs/blog/openai-rate-limit-monitoring/index.html): Discover OpenAI rate limit monitoring in Elastic that tracks headroom per project and model, with dashboards and a prebuilt throttling alert. (2,585 words)
- [Knn query | Elasticsearch Reference](/content/docs/reference/query-languages/query-dsl/query-dsl-knn-query/index.html): Finds the k nearest vectors to a query vector, as measured by a similarity metric. knn query finds nearest vectors through approximate search on indexed... (1,980 words)
- [ECS logging libraries | ECS logging libraries](/content/docs/reference/ecs/logging/intro/index.html): Centralized application logging with the Elastic stack made easy. 62682932 9cac3600 b9bd 11e9 9cc3 39e907280f8e Elastic Common Schema (ECS) defines a... (858 words)
- [Fleet settings | Elastic Docs](/content/docs/reference/fleet/fleet-settings/index.html): On the Settings tab in Fleet, you can configure global settings available to all Elastic Agents enrolled in Fleet. This includes Fleet Server hosts and... (1,208 words)
- [Elastic Observability Labs](/content/observability-labs/index.html): Explore Elastic Observability Labs for expert-led resources and hands-on learning. Enhance your skills and optimize your observability strategy with Elastic. (166 words)
- [Log routing without rules: Elastic Streams AI Partitioning — Elastic Observability Labs](/content/observability-labs/blog/elasticsearch-streams-ai-partitioning-log-routing/index.html): Stop writing log routing rules. Elasticsearch Streams AI Partitioning analyzes your data, proposes child streams, and sets per-team retention automatically. (1,361 words)
- [Kubernetes monitoring with ES|QL: crash loops and memory — Elastic Observability Labs](/content/observability-labs/blog/esql-kubernetes-monitoring/index.html): Explore ES|QL queries for Kubernetes monitoring in Elasticsearch: find crash loops, memory pressure and error spikes fast. (1,642 words)
- [Elasticsearch Python client | Python](/content/docs/reference/elasticsearch/clients/python/index.html): This documentation covers the official Python client for Elasticsearch. The Python client provides a comprehensive foundation for working with Elasticsearch... (540 words)
- [ECE 4.1 third party dependencies | Cloud](/content/docs/reference/cloud/cloud-enterprise/dependencies-4-1/index.html): The following tables list the third-party open source components that Elastic includes with Elastic Cloud Enterprise 4.1, separated into two categories:... (6,962 words)
- [From five dashboards to one prompt: how we built an APM health monitor with Elastic Agent Builder — Elastic Observability Labs](/content/observability-labs/blog/apm-health-check-elastic-agent-builder/index.html): Elastic Agent Builder runs five ES|QL queries against your APM traces to return a Red, Yellow or Green health verdict with root cause, in one prompt. (901 words)
- [3 reasons why monitoring is different from observability  | Elastic Blog](/content/blog/monitoring-observability-differences/index.html): This blog provides an overview on how modern observability differs from traditional monitoring. It’s all about managing cloud technologies in a holistic fashion with a unified data platform that maps ... (1,006 words)
- [Plan for production | Elastic Docs](/content/docs/deploy-manage/deploy/elastic-cloud/elastic-cloud-hosted-planning/index.html): Elastic Cloud Hosted supports a wide range of configurations. With such flexibility comes great freedom, but also the first rule of deployment planning:... (1,019 words)
- [Elastic Cloud on Kubernetes managed credentials | Elastic Docs](/content/docs/deploy-manage/users-roles/cluster-or-deployment-auth/managed-credentials-eck/index.html): When deploying an Elastic Stack application, the operator generates a set of credentials essential for the operation of that application. For example,... (524 words)
- [Exploring Windows UAC Bypasses: Techniques and Detection Strategies — Elastic Security Labs](/content/security-labs/exploring-windows-uac-bypasses-techniques-and-detection-strategies.html): In this research article, we will take a look at a collection of UAC bypasses, investigate some of the key primitives they depend on, and explore detection opportunities. (2,359 words)
- [File Integrity Monitoring Integration | Elastic integrations](/content/docs/reference/integrations/fim/index.html): This integration sends events when a file is changed (created, updated, or deleted) on disk. The events contain file metadata and hashes. The integration... (543 words)
- [Elastic named a Leader in The Forrester Wave™: Security Analytics Platforms, Q2 2025 | Elastic Blog](/content/blog/forrester-leader-security-analytics-platforms-2025/index.html): Elastic has been named a Leader in The Forrester Wave™: Security Analytics Platforms, Q2 2025. Elastic Security is AI-driven and open, delivering detection, investigation and response at scale, withou... (915 words)
- [Transaction API | APM Node.js agent](/content/docs/reference/apm/agents/nodejs/transaction-api/index.html): A transaction groups multiple spans in a logical group. To get a Transaction object, you need to call apm.startTransaction(). To see an example of using... (1,450 words)
- [Elasticsearch Python Client release notes | Python](/content/docs/release-notes/elasticsearch/clients/python/index.html): Review the changes, fixes, and more in each version of Elasticsearch Python Client. To check for security updates, go to Security announcements for the... (1,990 words)
- [Custom macOS Unified Logs | Elastic integrations](/content/docs/reference/integrations/unifiedlogs/index.html): The unified logging system provides a comprehensive and performant API to capture telemetry across all levels of the system. This system centralizes the... (1,735 words)
- [Elastic Cloud Serverless pricing and packaging: Evolved for scale and simplicity | Elastic Blog](/content/blog/elastic-cloud-serverless-pricing-packaging/index.html): Learn more about Elastic Cloud Serverless pricing and packaging, focusing on our approach for solution-specific pricing, pricing metrics, consumption, and support.... (1,614 words)
- [ECS Logging with Winston | ECS Logging Node.js](/content/docs/reference/ecs/logging/nodejs/winston/index.html): This Node.js package provides a formatter for the winston logger, compatible with Elastic Common Schema (ECS) logging. In combination with the Filebeat... (768 words)
- [Entra ID Service Principal Credentials Created by Unusual User | Prebuilt detection rules reference](/content/docs/reference/security/prebuilt-rules/rules/integrations/azure/persistence_entra_id_service_principal_credentials_added.html): Identifies when new Service Principal credentials have been added in Microsoft Entra ID. In most organizations, credentials will be added to service principals... (621 words)
- [Manage snapshot repositories in self-managed deployments | Elastic Docs](/content/docs/deploy-manage/tools/snapshot-and-restore/self-managed/index.html): This guide shows you how to register a snapshot repository on a self-managed deployment. A snapshot repository is an off-cluster storage location for... (1,667 words)
- [Elastic self-managed pricing | Elastic](/content/pricing/self-managed/index.html): Elastic self-managed subscriptions provide the full power of the Elasticsearch Platform, including Search & AI, Observability, and Security solutions, for you to host, manage, and scale on your ow... (1,263 words)
- [Configure Heartbeat monitors | Beats](/content/docs/reference/beats/heartbeat/configuration-heartbeat-options/index.html): To configure Heartbeat define a set of monitors to check your remote hosts. Specify monitors either directly inside the heartbeat.yml config file, or... (505 words)
- [Threat research comprehensive guide | Elastic](/content/what-is/threat-research/index.html): Discover how threat research boosts cybersecurity by uncovering vulnerabilities, analyzing TTPs, and enhancing threat intelligence to stop emerging threats.
... (1,187 words)
- [Role management using Kibana | Elastic Docs](/content/docs/deploy-manage/users-roles/cluster-or-deployment-auth/kibana-role-management/index.html): Roles are a collection of privileges that allow you to perform actions in Kibana and Elasticsearch. Users are not directly granted privileges, but are... (1,075 words)
- [Official Elastic Cloud pricing — compare serverless and hosted offerings | Elastic](/content/pricing/index.html): Compare flexible pricing for Elastic Cloud's serverless and hosted plans for search, observability, and security solutions. Find the best plan to suit your needs and scale as your business grows.... (523 words)
- [Suppress detection alerts | Elastic Docs](/content/docs/solutions/security/detect-and-alert/alert-suppression/index.html): Use alert suppression to reduce duplicate detection alerts by grouping qualifying events and creating a single alert per group. (828 words)
- [XDR security solution | Extended detection and response | Elastic](/content/security/xdr/index.html): Try the agentic security operations platform where SIEM, XDR, and automation are included to detect, investigate, and stop threats. ... (944 words)
- [Elastic Cloud Serverless on AWS achieves major compliance certifications | Elastic Blog](/content/blog/elastic-cloud-serverless-achieves-major-compliance-certifications.html): Elastic Cloud Serverless on AWS has achieved several industry-recognized security and compliance certifications. This milestone reinforces our commitment to security, privacy, and regulatory complianc... (593 words)
- [Billing models | Elastic Docs](/content/docs/deploy-manage/cloud-organization/billing/billing-models/index.html): You can be billed for Elastic Cloud using one of the following billing models: Monthly, billed by Elastic, Monthly, billed through a marketplace, Prepaid... (765 words)
- [2025 Elastic Global Threat Report  | Elastic Videos](/content/virtual-events/2025-elastic-global-threat-report/index.html): The 2025 Elastic Global Threat Report reveals the latest threat trends in ML, AI, and open tools and provides recommendations for security teams, SOC leaders, analysts, and CISOs.... (188 words)
- [Elastic Blog: Stories, Tutorials, Releases | Elastic Blog](/content/blog/index.html): The latest tips, tutorials, new, and release info about Elasticsearch, Kibana, Beats, and Logstash... (252 words)
- [AWS Lambda Function Policy Updated to Allow Public Invocation | Elastic Security [8.19] | Elastic](/content/guide/en/security/8-19/aws-lambda-function-policy-updated-to-allow-public-invocation-html.html) (826 words)
- [Entra ID Elevated Access to User Access Administrator | Elastic Security [8.19] | Elastic](/content/guide/en/security/current/prebuilt-rule-8-19-20-entra-id-elevated-access-to-user-access-administrator-html.html) (720 words)
- [Unusual Base64 Encoding/Decoding Activity | Elastic Security [8.19] | Elastic](/content/guide/en/security/8-19/unusual-base64-encoding-decoding-activity-html.html) (1,400 words)
- [OneDrive Malware File Upload | Elastic Security [8.19] | Elastic](/content/guide/en/security/8-19/prebuilt-rule-8-19-8-onedrive-malware-file-upload-html.html) (943 words)
- [Pod disruption budget | Elastic Cloud on Kubernetes [2.16] | Elastic](/content/guide/en/cloud-on-k8s/2-16/k8s-pod-disruption-budget-html.html) (231 words)
- [Building an agentic RAG assistant with JavaScript, Mastra and Elasticsearch - Elasticsearch Labs](/content/search-labs/blog/agentic-rag/index.html): Learn how to build AI agents in the JavaScript ecosystem (5,799 words, Jun 30, 2025)
- [Introducing Elasticsearch searchable snapshots | Elastic Blog](/content/blog/introducing-elasticsearch-searchable-snapshots/index.html): In 7.10, we’re thrilled to be releasing the beta of searchable snapshots, a feature that allows you to reduce storage costs while no significant impact to performance so you can store and search every... (2,169 words, Nov 11, 2020)
- [Mac system extensions for threat detection: Part 3 | Elastic Blog](/content/blog/mac-system-extensions-for-threat-detection-part-3/index.html): This is the third and final post of a three-part series on understanding kernel extension frameworks for Mac systems. In part 1, we reviewed the existing kernel extension frameworks and the informatio... (3,007 words, Feb 19, 2020)

## Listings & Categories

- [Reports — Elastic Security Labs](/content/security-labs/category/reports/index.html): Elastic Security Labs empowers security teams across the globe with novel security intelligence research and free to use tools. (358 words)
- [Panagiotis Sfendourakis | Elastic](/content/blog/author/panagiotis-sfendourakis/index.html) (175 words)

## About Pages

- [Hi, we're Elastic | Elastic](/content/about/index.html): We help you turn endless data possibilities into real results with the power of Search AI.... (504 words)

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