# security analytics Published articles for security analytics. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Runtime security without privileged containers: Fast-tracking compliance with least privilege controls DevFeed: [Runtime security without privileged containers: Fast-tracking compliance with least privilege controls]() Original publisher: [Read original article]() Author: Blair Howard Published: 2026-05-27T00:00:00Z Content type: article Language: en Sources: [Sysdig Blog]() Topics: [Kubernetes](), [least privilege](), [Security](), [Monitoring](), [Containers](), [soc 2](), [SOC]() Tags: [ai-assisted-investigations](), [ai-native-security-workflows](), [ai-security-workflows](), [attack-flow-mapping](), [claude-ai](), [cloud-detection-and-response-cdr](), [cloud-incident-response](), [cloud-native-security](), [cloud-security-platform](), [cloud-threat-investigations](), [clusters](), [containers](), [detection-engineering](), [devsecops](), [headless-cloud-security](), [investigation-context](), [iso-27001](), [kubernetes](), [kubernetes-security](), [kubernetes-security-best-practices](), [least-privilege](), [nist](), [pci-dss](), [platform-teams](), [runtime-insights](), [runtime-intelligence](), [runtime-investigation-skill](), [runtime-protection](), [runtime-security](), [runtime-telemetry](), [runtime-threat-detection](), [security](), [security-analytics](), [security-automation](), [security-intelligence](), [security-operations](), [security-operations-center-soc](), [security-orchestration](), [security-workflows](), [threat-correlation](), [threat-investigation]() ### AI overview This blog post explains how Sysdig enables runtime security monitoring in Kubernetes without privileged containers. It describes using minimal Linux capabilities to support least-privilege controls, reduce compliance friction, and maintain runtime protection in restricted environments. ### Source excerpt This blog post explains how Sysdig helps organizations secure Kubernetes environments without relying on privileged containers, which are increasingly restricted by modern security and compliance standards. By enabling runtime security with least privilege controls, teams can reduce compliance friction, simplify deployments, and maintain strong runtime protection without compromising Kubernetes security best practices. ## Your UEBA is lying to you: Why entity record quality decides everything DevFeed: [Your UEBA is lying to you: Why entity record quality decides everything]() Original publisher: [Read original article]() Author: Erik Huang,Mike Paquette Published: 2026-05-05T00:00:00Z Content type: article Language: en Sources: [Elastic Security Labs]() Topics: [SIEM, Security, Observability](), [Security](), [telemetry](), [data](), [Risk](), [AI Development]() Tags: [data](), [risk](), [security](), [security-analytics](), [soc](), [telemetry]() ### AI overview This article argues that user and entity behavior analytics depend on the quality of the entity records representing people, hosts, and services. It explains how poorly resolved identities can contaminate baselines, risk scores, alerts, and investigations, and introduces a confidence-tiered approach to deciding which records to create. ### Source excerpt Most entity analytics systems are confidently wrong. They track users who do not exist, generate risk scores built on noise, and call it behavioral analytics. Learn why the entities records you don't create matter as much as the ones you do and how a confidence-tiered model changes the game. ## Elastic Conversational Entity Analytics: threat hunting in a single conversation DevFeed: [Elastic Conversational Entity Analytics: threat hunting in a single conversation]() Original publisher: [Read original article]() Author: Erik Huang,Paulo da Silva Junior Published: 2026-05-04T00:00:00Z Content type: article Language: en Sources: [Elastic Security Labs]() Topics: [Threat Hunting & Intel](), [AI Agent](), [Security](), [Agent Skill](), [kibana](), [dashboards](), [ui]() Tags: [agent-skill](), [ai-agent](), [ai-automation](), [dashboards](), [elastic](), [kibana](), [security](), [security-analytics](), [threat-hunting]() ### AI overview Elastic Conversational Entity Analytics brings entity risk scores, profiles, dashboards, and related investigation outputs into Agent Builder conversations. It supports threat hunting by turning natural-language questions about users, hosts, and services into structured results rendered in chat or Canvas previews. ### Source excerpt Conversational Entity Analytics delivers Entity Analytics features as rich inline attachments and Canvas previews into Agent Builder, so you don't have to leave the conversation. ## Investigating from the Endpoint Across Your Environment with Elastic Security XDR DevFeed: [Investigating from the Endpoint Across Your Environment with Elastic Security XDR]() Original publisher: [Read original article]() Author: Jamie Hynds,Caitlin Betz Published: 2026-03-24T00:00:00Z Content type: article Language: en Sources: [Elastic Security Labs]() Topics: [Endpoint Security & XDR](), [Security](), [telemetry](), [SIEM, Security, Observability](), [Malware](), [ransomware](), [Cloud](), [Network](), [Processes](), [file](), [browsers](), [Windows]() Tags: [agentic-security](), [browsers](), [cloud](), [elastic](), [endpoint-protection-security](), [file](), [linux](), [macos](), [malware](), [network](), [process](), [ransomware](), [security](), [security-analytics](), [trace]() ### AI overview This article explains how Elastic Security XDR combines endpoint protection with security analytics across endpoints, identities, workloads, and cloud environments. It describes using endpoint telemetry and related artifacts to investigate and contain multi-stage attacks. ### Source excerpt This article highlights how Elastic Security XDR unifies endpoint protection with multi-domain security analytics to help analysts trace and contain multi-stage attacks across hybrid and cloud environments. ## Streamlining the Security Analyst Experience DevFeed: [Streamlining the Security Analyst Experience]() Original publisher: [Read original article]() Author: Paul Ewing Published: 2026-03-24T00:00:00Z Content type: article Language: en Sources: [Elastic Security Labs]() Topics: [Agentic SOC](), [agentic workflows](), [AI Agent](), [Security](), [SIEM, Security](), [Security Operations Center](), [SOC](), [Detection engineering](), [Endpoint Security & XDR]() Tags: [agentic-security](), [agentic-soc](), [agentic-workflows](), [ai-agent](), [cloud](), [detection-engineering](), [elastic](), [incident](), [logs](), [security](), [security-analytics](), [siem](), [soc]() ### AI overview This article explains how Elastic's Agentic Security Operations Platform applies AI agents and agent skills to security operations workflows such as detection engineering, alert triage, incident investigation, response, escalation, and threat hunting. It presents the Agentic SOC as a way to augment human analysts and describes the observe, detect, and act pillars, including centralized security data, endpoint and cloud or identity protections, and alert response. ### Source excerpt Alert Triage, Investigation, and Response with Elastic's Agentic Security Operations Platform. ## Automating GOAD and Live Malware Labs DevFeed: [Automating GOAD and Live Malware Labs]() Original publisher: [Read original article]() Author: Nic Palmer,Adrian Chen Published: 2026-02-05T00:00:00Z Content type: tutorial Language: en Sources: [Elastic Security Labs]() Topics: [Detection engineering](), [Automation](), [Elastic Cloud](), [Provisioning](), [SIEM, Security](), [active directory](), [workload protection]() Tags: [automate](), [detection](), [detection-engineering](), [elastic-cloud](), [guide](), [how-to](), [infrastructure](), [integrations-tools](), [malware](), [security](), [security-analytics]() ### AI overview A guide to automating a Purple Team range with Ludus and Elastic Security. It explains how to provision instrumented infrastructure, execute attacks, and continuously validate detection rules in a repeatable workflow. ### Source excerpt Stop building labs by hand. Automate the deployment of a fully instrumented Purple Team range using Ludus and Elastic Security. Spin up infrastructure, execute attacks, and validate detection rules in a single, repeatable workflow. ## Elastic introduces Attack Discovery for AI-driven security analytics DevFeed: [Elastic introduces Attack Discovery for AI-driven security analytics]() Original publisher: [Read original article]() Author: Santosh Krishnan Published: 2025-05-06T00:00:00Z Content type: release Language: en Sources: [Elastic Security Labs]() Topics: [SIEM, Security](), [SIEM, Security, Observability](), [Retrieval Augmented Generation (RAG)](), [AI search](), [Large Language Model]() Tags: [ai](), [ai-automation](), [ai-driven-security](), [rag](), [security](), [security-analytics](), [siem]() ### AI overview Elastic introduces Attack Discovery, an AI feature powered by its Search AI Platform, to triage large volumes of security alerts into a smaller set of attacks for security operations teams. The platform combines search and retrieval-augmented generation, while Elastic Security also includes machine-learning anomaly detection and an AI Assistant for security workflows. ### Source excerpt Learn more about Elastic's AI-driven security analytics