# Datadog > AI-Powered Observability and Security. See inside any stack, any app, at any scale, anywhere. Datadog is the leading cloud-based monitoring and analytics platform for applications, infrastructure, logs, and user experience. We help organizations optimize application performance, troubleshoot issues, and enhance digital experiences at scale. ## Company Information - [About Datadog](https://www.datadoghq.com/about/) - [Contact Us](https://www.datadoghq.com/about/contact/) - [Careers](https://careers.datadoghq.com/) - [Leadership Team](https://www.datadoghq.com/about/leadership/) ## Free Trial - [Free 14 Day Trial](https://www.datadoghq.com/free-datadog-trial/) ## Datadog for Startups - [Datadog for Startups - Scale confidently with a free year of Datadog](https://www.datadoghq.com/partner/datadog-for-startups/) ## Core Products - [Datadog Experiments](https://www.datadoghq.com/product/experiments/) - [Serverless Monitoring & Observability](https://www.datadoghq.com/product/serverless-monitoring/) - [Real User Monitoring](https://www.datadoghq.com/product/real-user-monitoring/) - [Synthetic Monitoring - API and Browser Testing](https://www.datadoghq.com/product/synthetic-monitoring/) - [Network Monitoring](https://www.datadoghq.com/product/network-monitoring/) - [Sensitive Data Scanner](https://www.datadoghq.com/product/sensitive-data-scanner/) - [Universal Service Monitoring](https://www.datadoghq.com/product/universal-service-monitoring/) - [Cloud SIEM](https://www.datadoghq.com/product/cloud-siem/) - [Audit Trail](https://www.datadoghq.com/product/audit-trail/) - [Cloud Security](https://www.datadoghq.com/product/cloud-security/) - [Data Streams Monitoring](https://www.datadoghq.com/product/data-streams-monitoring/) - [Cloud Cost Management](https://www.datadoghq.com/product/cloud-cost-management/) - [Database Monitoring](https://www.datadoghq.com/product/database-monitoring/) - [Observability Pipelines](https://www.datadoghq.com/product/observability-pipelines/) - [App and API Protection](https://www.datadoghq.com/product/app-and-api-protection/) - [Jobs Monitoring](https://www.datadoghq.com/product/data-observability/jobs-monitoring/) - [Quality Monitoring](https://www.datadoghq.com/product/data-observability/quality-monitoring/) - [DORA Metrics](https://www.datadoghq.com/product/platform/dora-metrics/) - [Code Security Platform](https://www.datadoghq.com/product/code-security/) - [Cloudcraft](https://www.datadoghq.com/product/cloudcraft/) - [Governance Console](https://www.datadoghq.com/product/governance-console/) - [AI Agent Directory](https://www.datadoghq.com/product/ai/agent-directory/) - [Bits AI Security Analyst](https://www.datadoghq.com/product/ai/bits-ai-security-analyst/) - [MCP Server | AI Agent-Ready Observability](https://www.datadoghq.com/product/ai/mcp-server/) - [Code Coverage](https://www.datadoghq.com/product/code-coverage/) - [Log Management & Analytics](https://www.datadoghq.com/product/log-management/) - [Bits AI Agents](https://www.datadoghq.com/product/ai/bits-ai-agents/) - [Bits AI SRE](https://www.datadoghq.com/product/ai/bits-ai-sre/) - [Feature Flags](https://www.datadoghq.com/product/feature-flags/) - [CloudPrem](https://www.datadoghq.com/product/cloudprem/) - [Internal Developer Portal](https://www.datadoghq.com/product/internal-developer-portal/) - [Container Monitoring](https://www.datadoghq.com/product/container-monitoring/) - [Infrastructure Monitoring](https://www.datadoghq.com/product/infrastructure-monitoring/) - [Metrics](https://www.datadoghq.com/product/metrics/) - [Application Performance Monitoring (APM)](https://www.datadoghq.com/product/apm/) - [Continuous Profiler](https://www.datadoghq.com/product/code-profiling/) - [Dynamic Instrumentation](https://www.datadoghq.com/product/dynamic-instrumentation/) - [Static Code Analysis (SAST)](https://www.datadoghq.com/product/static-code-analysis/) - [LLM Observability](https://www.datadoghq.com/product/ai/llm-observability/) - [Watchdog](https://www.datadoghq.com/product/platform/watchdog/) - [Runtime Code Analysis (IAST)](https://www.datadoghq.com/product/iast/) - [Software Composition Analysis](https://www.datadoghq.com/product/software-composition-analysis/) - [Workload Protection](https://www.datadoghq.com/product/workload-protection/) - [Actionable Alerting](https://www.datadoghq.com/product/platform/alerts/) - [Fleet Automation](https://www.datadoghq.com/product/fleet-automation/) - [Real-time Interactive Dashboards](https://www.datadoghq.com/product/platform/dashboards/) - [CI Pipeline Visibility](https://www.datadoghq.com/product/ci-cd-monitoring/) - [Continuous Testing for DevOps](https://www.datadoghq.com/product/continuous-testing/) - [IDE (Integrated Development Environment) Plugins](https://www.datadoghq.com/product/platform/ides/) - [Test Optimization](https://www.datadoghq.com/product/test-optimization/) ## Solutions - [Transform Your Organization’s FinOps Practice](https://www.datadoghq.com/solutions/finops/) - [Application Security](https://www.datadoghq.com/solutions/application-security/) - [OCI Monitoring](https://www.datadoghq.com/solutions/oci-monitoring/) - [Cloud Native Application Protection Platform (CNAPP)](https://www.datadoghq.com/solutions/cnapp/) - [Unifed Commerce Monitoring](https://www.datadoghq.com/solutions/unified-commerce-monitoring/) - [OpenTelemetry](https://www.datadoghq.com/solutions/opentelemetry/) - [SAP Monitoring Solutions](https://www.datadoghq.com/solutions/sap-monitoring/) - [SOAR](https://www.datadoghq.com/solutions/soar/) - [Tool Consolidation](https://www.datadoghq.com/solutions/monitoring-consolidation/) - [Digital Media & Entertainment Monitoring](https://www.datadoghq.com/solutions/media-entertainment/) - [Education Monitoring Solutions](https://www.datadoghq.com/solutions/education/) - [Government Observability Solutions | FedRAMP High In-Progress](https://www.datadoghq.com/solutions/government/) - [Healthcare & Life Sciences Monitoring](https://www.datadoghq.com/solutions/healthcare/) - [Manufacturing & Logistics Monitoring](https://www.datadoghq.com/solutions/manufacturing-logistics/) - [Monitoring Solutions for Financial Services](https://www.datadoghq.com/solutions/financial-services/) - [Monitoring Solutions for Gaming Industry](https://www.datadoghq.com/solutions/gaming/) - [Monitoring Solutions for Technology Companies](https://www.datadoghq.com/solutions/technology/) - [Retail & E-Commerce Monitoring](https://www.datadoghq.com/solutions/retail-ecommerce/) - [OpenAI LLM Monitoring](https://www.datadoghq.com/solutions/openai/) - [Datadog’s AWS Specializations](https://www.datadoghq.com/solutions/aws/specializations/) - [Pivotal Platform](https://www.datadoghq.com/solutions/pivotal-platform/) - [Digital Experience Monitoring](https://www.datadoghq.com/solutions/digital-experience-monitoring/) - [Digital Experience Monitoring with AWS](https://www.datadoghq.com/solutions/digital-experience-monitoring/aws/) - [AWS Compliance using CIS Benchmarks](https://www.datadoghq.com/solutions/security/cis-benchmarks/aws/) - [AWS Monitoring](https://www.datadoghq.com/solutions/aws/) - [Azure Monitoring](https://www.datadoghq.com/solutions/azure/) - [Cloud Migration Tools & Solutions](https://www.datadoghq.com/solutions/cloud-migration/) - [DevOps Monitoring](https://www.datadoghq.com/solutions/devops/) - [Digital Media and Entertainment Monitoring](https://www.datadoghq.com/solutions/media-entertainment/aws/) - [Edge Monitoring](https://www.datadoghq.com/solutions/edge-monitoring/) - [Edge Monitoring in Transportation and Logistics](https://www.datadoghq.com/solutions/edge-monitoring/transportation-and-logistics/) - [Google Cloud Monitoring](https://www.datadoghq.com/solutions/googlecloud/) - [Hybrid Cloud Monitoring](https://www.datadoghq.com/solutions/hybrid-cloud-monitoring/) - [Kubernetes Monitoring](https://www.datadoghq.com/solutions/kubernetes/) - [Machine Learning Based Monitoring](https://www.datadoghq.com/solutions/machine-learning/) - [On-Premises Monitoring](https://www.datadoghq.com/solutions/on-premises-monitoring/) - [Real-Time Business Intelligence](https://www.datadoghq.com/solutions/real-time-business-intelligence/) - [Red Hat OpenShift Monitoring](https://www.datadoghq.com/solutions/openshift/) - [Retail & E-Commerce hosted on AWS](https://www.datadoghq.com/solutions/retail-ecommerce/aws/) - [Security Analytics](https://www.datadoghq.com/solutions/security-analytics/) - [Shift-Left Testing](https://www.datadoghq.com/solutions/shift-left-testing/) - [Log Analysis and Correlation](https://www.datadoghq.com/solutions/log-analysis-and-correlation/) ## Case Studies - [Cambia Health Solutions gains visibility into millions of member experiences with Datadog RUM](https://www.datadoghq.com/case-studies/cambia-health-solutions/) - [From Complexity to Clarity: How NCI Modernized Cloud Operations and Cost Management with Datadog](https://www.datadoghq.com/case-studies/icf/) - [LegalZoom reduces MTTR and transforms incident management with Datadog Incident Response](https://www.datadoghq.com/case-studies/legalzoom/) - [Rakuten Viber](https://www.datadoghq.com/case-studies/rakuten-viber/) - [Dust Powers Reliable AI Agent Creation with Datadog's Advanced Observability](https://www.datadoghq.com/case-studies/dust/) - [Modulus Labs centralizes monitoring and security while improving uptime with Datadog](https://www.datadoghq.com/case-studies/modulus-labs/) - [SAS powers trusted, AI-driven analytics at scale with Datadog unified observability](https://www.datadoghq.com/case-studies/sas/) - [ArisGlobal](https://www.datadoghq.com/case-studies/arisglobal/) - [Auth0 strengthens resiliency and service reliability with Datadog](https://www.datadoghq.com/case-studies/auth0/) - [Jitta chooses Datadog to support its digital business, improving efficiency and saving hundreds of hours](https://www.datadoghq.com/case-studies/jitta/) - [Visma e-conomic consolidates monitoring tools to achieve 99.95% uptime for 250k customers](https://www.datadoghq.com/case-studies/visma-e-conomic/) - [Mondelēz International unifies observability across hybrid environments and accelerates incident resolution with Datadog](https://www.datadoghq.com/case-studies/mondelez-international/) - [Mercado Libre ensures 100% infrastructure uptime during Black Friday with Datadog observability at scale](https://www.datadoghq.com/case-studies/mercado-libre/) - [Posten Bring delivers 99.92% availability and 75% fewer critical incidents with support from Datadog](https://www.datadoghq.com/case-studies/posten-bring/) - [Ibnsina Pharma powers digital transformation with Datadog Product Analytics and Real User Monitoring](https://www.datadoghq.com/case-studies/ibnsina-pharma/) - [Betterment accelerates CI/CD, rebuilds developer confidence, and reduces costs using Datadog Software Delivery](https://www.datadoghq.com/case-studies/betterment/) - [Modernizing a Legacy: How Thrivent Reduced Costs and Improved the Customer Experience](https://www.datadoghq.com/case-studies/thrivent/) - [Nexthink scales digital employee experience monitoring and improves incident management with Datadog](https://www.datadoghq.com/case-studies/nexthink/) - [FieldEx boosts resilience and operational efficiency with Datadog](https://www.datadoghq.com/case-studies/fieldex/) - [Patronus AI scales cost-effectively with unified observability through the Datadog for Startups program](https://www.datadoghq.com/case-studies/patronus-ai/) - [Captur scales SDK quality and customer trust with Datadog RUM and Workflow Automation](https://www.datadoghq.com/case-studies/captur/) - [Namify turns to Datadog to gain real-time visibility into critical production threats](https://www.datadoghq.com/case-studies/namify/) - [ECCO Select helps drive 60% MTTR reduction for USDA Forest Service using Datadog and AWS](https://www.datadoghq.com/case-studies/usda-ecco/) - [Australian Community Media transforms operations with centralized monitoring and log management](https://www.datadoghq.com/case-studies/acm/) - [NatWest Boxed](https://www.datadoghq.com/case-studies/natwest-boxed/) - [PayPal](https://www.datadoghq.com/case-studies/paypal/) - [Porsche Informatik](https://www.datadoghq.com/case-studies/porsche-informatik/) - [Roller](https://www.datadoghq.com/case-studies/roller/) - [Axis Communications unifies telemetry data and reduces troubleshooting time with Datadog Serverless monitoring](https://www.datadoghq.com/case-studies/axis-communications/) - [Vistar Media Optimizes Global Ad Delivery with Datadog](https://www.datadoghq.com/case-studies/vistarmedia2025/) - [Nectar delivers great customer experiences with help from Datadog and NoBS](https://www.datadoghq.com/case-studies/nectar/) - [Booksy optimizes global platform with Datadog RUM and Error Tracking](https://www.datadoghq.com/case-studies/booksy/) - [TymeX scales to support more than 14M customers with Datadog Log Management](https://www.datadoghq.com/case-studies/tymex/) - [Salling Group](https://www.datadoghq.com/case-studies/salling-group/) - [Fintool](https://www.datadoghq.com/case-studies/fintool/) - [AGNC Investment Corp. streamlines IT operations and enhances security with Datadog](https://www.datadoghq.com/case-studies/agnc/) - [Aha! selects Datadog to streamline observability and service management workflows](https://www.datadoghq.com/case-studies/aha/) - [Go1 transforms workflows and significantly reduces service outages with Datadog observability](https://www.datadoghq.com/case-studies/go1/) - [Forbes adopts Datadog to enable observability across its entire technology organization](https://www.datadoghq.com/case-studies/forbes/) - [AppFolio selects Datadog LLM Observability to monitor and optimize its AI applications](https://www.datadoghq.com/case-studies/appfolio/) - [ATEM Group revolutionizes IT management with Datadog and BW Soluções](https://www.datadoghq.com/case-studies/atem/) - [ECCO Select uses Datadog to enhance USDA's digital capabilities and meet FedRAMP® requirements](https://www.datadoghq.com/case-studies/usda/) - [The Browser Company uses Datadog to accelerate release velocity with fast, reliable CI](https://www.datadoghq.com/case-studies/the-browser-company/) - [Skai turns to Datadog to track mission-critical phases of its AWS migration](https://www.datadoghq.com/case-studies/skai/) - [Complyt leans on Datadog to boost security, reduce costs, and improve observability as it scales](https://www.datadoghq.com/case-studies/complyt/) - [Olo improves application throughput and database query times with Datadog Continuous Profiler](https://www.datadoghq.com/case-studies/olo/) - [Toyota deploys at scale faster and more securely by monitoring AWS with Datadog](https://www.datadoghq.com/case-studies/toyota/) - [Materials Project of Berkeley Lab Uses Datadog Cloud Monitoring to Simplify Observability on AWS](https://www.datadoghq.com/case-studies/berkeley-lab/) - [Alpiq streamlines MuleSoft monitoring with the Datadog Marketplace](https://www.datadoghq.com/case-studies/alpiq/) - [Arc XP secures applications in production with real-time visibility from Datadog](https://www.datadoghq.com/case-studies/arcxp-2023/) ## Resources and Architecture - [Infrastructure Monitoring: Out-of-the-Box Observability for OTel Native Teams](https://www.datadoghq.com/resources/otel-solution-brief/) - [Cloud Modernization in the AI Era](https://www.datadoghq.com/resources/idc-cloud-modernization/) - [Developer Toolkit for the AI Era](https://www.datadoghq.com/resources/ai-era-developer-toolkit/) - [State of DevSecOps](https://www.datadoghq.com/resources/state-of-devsecops-2026/) - [The Observability Migration Playbook](https://www.datadoghq.com/resources/observability-migrationplaybook-ebook/) - [State of Containers and Serverless](https://www.datadoghq.com/resources/state-of-containers-and-serverless-2025/) - [Datadog Network Monitoring Solution Brief](https://www.datadoghq.com/resources/network-monitoring-solution-brief-b/) - [AI Security Best Practices Guide](https://www.datadoghq.com/resources/ai-security-best-practices/) - [State of Cloud Security](https://www.datadoghq.com/resources/state-of-cloud-security-2025/) - [2025 Gartner® Magic Quadrant™ for Digital Experience Monitoring](https://www.datadoghq.com/resources/gartner-magic-quadrant-digital-experience-monitoring-2025/) - [From Insights to Action: Mature Your Observability Practice with Datadog](https://www.datadoghq.com/resources/insights-to-action-observability-ebook/) - [Latio 2025 Cloud Security Market Report](https://www.datadoghq.com/resources/latio-cloud-security-market-2025/) - [Latio 2026 Application Security Market Report](https://www.datadoghq.com/resources/latio-application-security-report2026/) - [Deploying Datadog eBook](https://www.datadoghq.com/resources/deploying-datadog-ebook/) - [Scale Generative AI in Government with AWS + Datadog](https://www.datadoghq.com/resources/generative-ai-government-aws-datadog/) - [The Security Playbook for Under-Resourced Teams](https://www.datadoghq.com/resources/security-playbook-under-resourced-teams/) - [Microservice Observability at Scale](https://www.datadoghq.com/resources/microservices-at-scale-ebook/) - [Modernize your Google Cloud environment with Datadog](https://www.datadoghq.com/resources/google-cloud-modernization-solutions-brief/) - [5 Proven Ways to Reduce Container Costs: Kubernetes and ECS](https://www.datadoghq.com/resources/5-ways-reduce-container-costs/) - [LLM Observability Best Practices Guide](https://www.datadoghq.com/resources/llm-observability-best-practices/) - [Benefits of End-to-End Observability](https://www.datadoghq.com/resources/end-to-end-observability-benefits-ebook/) - [Azure Functions Cheatsheet](https://www.datadoghq.com/resources/azure-functions-cheatsheet/) - [2025 Gartner® Magic Quadrant™ for Observability Platforms](https://www.datadoghq.com/resources/gartner-magic-quadrant-observability-platforms-2025/) - [Bits AI Dev Agent Product Brief](https://www.datadoghq.com/resources/bitsai-dev-product-brief/) - [Bits AI SRE Agent Product Brief](https://www.datadoghq.com/resources/bitsai-sre-product-brief/) - [Cursor Extension Product Brief](https://www.datadoghq.com/resources/cursor-extension-product-brief/) - [GPU Monitoring Product Brief](https://www.datadoghq.com/resources/gpu-monitoring-product-brief/) - [LLM Experiments Product Brief](https://www.datadoghq.com/resources/llm-experiments-product-brief/) - [App Builder Product Brief](https://www.datadoghq.com/resources/app-builder-product-brief/) - [Cloud Network Monitoring Cheatsheet](https://www.datadoghq.com/resources/datadog-cnm-cheatsheet/) - [2025 Security Data Pipeline Platform Market Guide](https://www.datadoghq.com/resources/sacr-sdpp-market-guide/) - [State of DevSecOps](https://www.datadoghq.com/resources/state-of-devsecops-2025/) - [Datadog Network Monitoring Solution Brief](https://www.datadoghq.com/resources/network-monitoring-solution-brief/) - [The Forrester Wave™: AIOps Platforms, Q2 2025](https://www.datadoghq.com/resources/forrester-wave-aiops-2025/) - [Amazon Simple Storage Service (S3) Cheatsheet](https://www.datadoghq.com/resources/amazon-s3-cheatsheet/) - [Enhancing Cloud Security with Datadog SIEM & Cipher xMDR](https://www.datadoghq.com/resources/ciphersolutionbrief/) - [On-call Best Practices for SREs - How to Improve Reliability and Reduce Engineer Burnout](https://www.datadoghq.com/resources/on-call-bestpractices-b/) - [On-call Best Practices for SREs - How to Improve Reliability and Reduce Engineer Burnout](https://www.datadoghq.com/resources/on-call-bestpractices/) - [Infrastructure Core Platform Solution Brief](https://www.datadoghq.com/resources/infrastructure-core-platform-solution-brief/) - [Cloud Migration and Modernization with Unified Observability Solution Brief](https://www.datadoghq.com/resources/log-management-migration-solution-brief/) - [Log Management for Modernization Solution Brief](https://www.datadoghq.com/resources/log-management-modernization-solution-brief/) - [Transform Log Management at Cloud Scale Solution Brief](https://www.datadoghq.com/resources/logging-at-cloud-scale-solution-brief/) - [Gartner® Market Guide for Cloud-Native Application Protection Platforms (CNAPP)](https://www.datadoghq.com/resources/gartner-reprint-cnapp/) - [Amazon ECS on AWS Fargate Cheatsheet](https://www.datadoghq.com/resources/amazon-ecs-cheatsheet/) - [The Seven Observability Visionaries](https://www.datadoghq.com/resources/observability-visionaries-magazine-2025/) - [Implementing Zero Trust in the US Government](https://www.datadoghq.com/resources/us-government-zero-trust/) - [Real User Monitoring for Browser and Mobile](https://www.datadoghq.com/resources/rum-browser-mobile-product-brief-retailers/) - [4 Quick Steps for Better Incident Resolution in DevOps](https://www.datadoghq.com/resources/devops-incident-resolution-ebook/) - [OpenAI Cheatsheet](https://www.datadoghq.com/resources/openai-cheatsheet/) - [The State of DevOps: Accelerating Software Development With Generative AI](https://www.datadoghq.com/resources/awsesggenai/) - [Observability Pipelines VM Deployment](https://www.datadoghq.com/architecture/op-vm-deployment/) - [Enhancing Application Observability in AWS Lambda with Datadog and OpenTelemetry](https://www.datadoghq.com/architecture/enhancing-observability-in-aws-lambda-with-otel/) - [GPU Monitoring Reference Architecture](https://www.datadoghq.com/architecture/gpu-monitoring/) - [A Guide to Integrating 100+ AWS Accounts with Datadog](https://www.datadoghq.com/architecture/a-guide-to-integrating-100-aws-accounts-with-datadog/) - [Hybrid Multi-cloud Network Observability Reference Architecture](https://www.datadoghq.com/architecture/hybrid-cloud-network-observability/) - [Datadog DBM Quick Install for AWS RDS](https://www.datadoghq.com/architecture/dbm-quick-install-aws-rds-postgres/) - [Observability Pipelines Kubernetes Deployment](https://www.datadoghq.com/architecture/observability-pipelines-kubernetes-deployment/) - [OpenTelemetry Collector in Kubernetes](https://www.datadoghq.com/architecture/opentelemetry-collector-in-kubernetes/) - [Datadog Agent OTLP Receiver in Kubernetes](https://www.datadoghq.com/architecture/datadog-agent-otlp-receiver-in-kubernetes/) - [Optimizing Distributed Tracing: Best practices for remaining within budget and capturing critical traces](https://www.datadoghq.com/architecture/optimizing-distributed-tracing-best-practices-for-remaining-within-budget-and-capturing-critical-traces/) - [Monitoring Insurance Data Lakes on AWS using Datadog](https://www.datadoghq.com/architecture/monitoring-insurance-data-lakes-on-aws-using-datadog/) - [Monitoring Kubernetes with Datadog Distribution of the OpenTelemetry (DDOT) Collector](https://www.datadoghq.com/architecture/monitoring-kubernetes-with-datadog-distribution/) - [Mastering Distributed tracing: data volume challenges, and Datadog’s approach to efficient sampling](https://www.datadoghq.com/architecture/mastering-distributed-tracing-data-volume-challenges-and-datadogs-approach-to-efficient-sampling/) - [Monitoring Financial Data Mesh on AWS using Datadog](https://www.datadoghq.com/architecture/monitoring-financial-data-mesh-on-aws-using-datadog/) - [Using Cross-Region AWS PrivateLink to Send Telemetry to Datadog](https://www.datadoghq.com/architecture/using-cross-region-aws-privatelink-to-send-telemetry-to-datadog/) - [Monitoring Container Apps - Logs](https://www.datadoghq.com/architecture/monitoring-container-apps-logs/) - [Observability in Event-Driven Architectures](https://www.datadoghq.com/architecture/observability-in-event-driven-architecture/) - [Achieving Observability Excellence: Key Central Responsibilities](https://www.datadoghq.com/architecture/achieving-observability-excellence-key-central-responsibilities/) - [Efficient Kubernetes Monitoring with the Datadog Cluster Agent](https://www.datadoghq.com/architecture/efficient-kubernetes-monitoring-with-the-datadog-cluster-agent/) - [Real-world applications of the Datadog Cluster Agent (Part 1)](https://www.datadoghq.com/architecture/real-world-applications-of-the-datadog-cluster-agent-part-one/) - [Instrument your app using the Datadog Operator and Admission Controller](https://www.datadoghq.com/architecture/instrument-your-app-using-the-datadog-operator-and-admission-controller/) - [A guide to Log Management Indexing Strategies with Datadog](https://www.datadoghq.com/architecture/a-guide-to-log-management-indexing-strategies-with-datadog/) - [Protect Sensitive Data with Synthetics Private Location Runners](https://www.datadoghq.com/architecture/protect-sensitive-data-with-synthetics-private-location-runners/) - [Connect to Datadog over AWS PrivateLink using AWS Transit Gateway](https://www.datadoghq.com/architecture/connect-to-datadog-over-aws-privatelink-using-aws-transit-gateway/) - [Network Observability: SD-WAN Reference Architecture](https://www.datadoghq.com/architecture/network-observability-sd-wan-reference-architecture/) - [Using Datadog with ECS Fargate](https://www.datadoghq.com/architecture/using-datadog-with-ecs-fargate/) - [Connect to Datadog over AWS PrivateLink](https://www.datadoghq.com/architecture/connect-to-datadog-over-aws-privatelink/) - [Connect to Datadog over AWS PrivateLink using AWS VPC peering](https://www.datadoghq.com/architecture/connect-to-datadog-over-aws-privatelink-using-aws-vpc-peering/) - [Using Rsyslog to send logs to Datadog](https://www.datadoghq.com/architecture/using-rsyslog-to-send-logs-to-datadog/) - [Datadog Architecture Center](https://www.datadoghq.com/architecture/) ## Support Resources - [Documentation](https://docs.datadoghq.com/) - [Support Center](https://www.datadoghq.com/support/) ## Certifications and Learning Resources - 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[Datadog Appoints Ami Vora to Its Board of Directors](https://www.datadoghq.com/about/latest-news/press-releases/datadog-appoints-ami-vora-to-its-board-of-directors/) - [Datadog for Government Achieves 'In Process' Authorization for GovRAMP High](https://www.datadoghq.com/about/latest-news/press-releases/datadog-for-government-achieves-in-process-authorization-for-govramp-high/) - [Flight Centre Travel Group Picks Datadog to Fuel Global Observability Strategy and Reduce Cloud Costs ](https://www.datadoghq.com/about/latest-news/press-releases/flight-centre-travel-group-picks-datadog-to-fuel-global-observability-strategy-and-reduce-cloud-costs/) - [Datadog Partners with AWS to Launch Australia and New Zealand Regions](https://www.datadoghq.com/about/latest-news/press-releases/datadog-launches-new-availability-zone-in-australia/) - [Datadog Named a Leader in the 2025 Gartner® Magic Quadrant™ For Observability Platforms](https://www.datadoghq.com/about/latest-news/press-releases/datadog-named-a-leader-in-the-2025-gartner-magic-quadrant-for-observability-platforms/) - [Datadog Joins the S&P 500 Index](https://www.datadoghq.com/about/latest-news/press-releases/datadog-joins-the-sp-500-index/) - [Datadog Ranked on Forbes’ Global 2000 List, Recognizing Global Impact and Financial Strength](https://www.datadoghq.com/about/latest-news/press-releases/datadog-ranked-on-forbes-global-2000-list-recognizing-global-impact-and-financial-strength/) - [Datadog Expands AI Security Capabilities to Enable Comprehensive Protection from Critical AI Risks](https://www.datadoghq.com/about/latest-news/press-releases/datadog-expands-ai-security-capabilities-to-enable-comprehensive-protection-from-critical-ai-risks/) - [Datadog Expands LLM Observability with New Capabilities to Monitor Agentic AI, Accelerate Development, and Improve Model Performance](https://www.datadoghq.com/about/latest-news/press-releases/datadog-expands-llm-observability-with-new-capabilities-to-monitor-agentic-ai-accelerate-development-and-improve-model-performance/) - [Datadog Expands Log Management Offering with New Long-Term Retention, Search and Data Residency Capabilities](https://www.datadoghq.com/about/latest-news/press-releases/datadog-expands-log-management-offering-with-new-long-term-retention-search-and-data-residency-capabilities/) - [Datadog Launches Internal Developer Portal to Give Engineering Teams Autonomy and Help Them Ship Production-Ready Code Quickly](https://www.datadoghq.com/about/latest-news/press-releases/datadog-launches-internal-developer-portal-to-give-engineering-teams-autonomy-and-help-them-ship-production-ready-code-quickly/) - [Datadog Unveils Latest AI Agents to Rapidly Resolve Application Issues](https://www.datadoghq.com/about/latest-news/press-releases/datadog-unveils-latest-ai-agents-to-rapidly-resolve-application-issues/) - [Datadog AI Research Launches New Open-Weights AI Foundation Model and Observability Benchmark](https://www.datadoghq.com/about/latest-news/press-releases/datadog-ai-research-launches-new-open-weights-ai-foundation-model-and-observability-benchmark/) - [Datadog for Government Achieves FedRAMP® High ‘In Process’ Status to Support Mission-Critical Federal Workloads](https://www.datadoghq.com/about/latest-news/press-releases/datadog-for-government-achieves-fedramp-high-in-process-status-to-support-mission-critical-federal-workloads/) - [Kumail Nanjiani to Join Datadog’s DASH Conference as Featured Speaker](https://www.datadoghq.com/about/latest-news/press-releases/kumail-nanjiani-join-datadogs-dash-conference-featured-speaker/) - [Datadog Acquires Eppo to Expand Its AI, Product Analytics, Experimentation and Feature Flag Capabilities](https://www.datadoghq.com/about/latest-news/press-releases/datadog-acquires-eppo-to-expand-its-ai/) - [Datadog’s State of DevSecOps 2025 Report Finds Only 18% of Critical Vulnerabilities Are Truly Worth Prioritizing](https://www.datadoghq.com/about/latest-news/press-releases/datadog-state-of-devops-2025/) - [Datadog Brings Observability to Data Teams by Acquiring Metaplane](https://www.datadoghq.com/about/latest-news/press-releases/datadog-metaplane-aquistion/) - [Datadog Named a Leader in AIOps by Independent Research Firm](https://www.datadoghq.com/about/latest-news/press-releases/forrester-wave-for-aiops/) - [Datadog Adds to Its Google Cloud Observability Capabilities with Expanded BigQuery Monitoring](https://www.datadoghq.com/about/latest-news/press-releases/google-cloud-next/) - [Datadog Unveils Plans for Data Center in Australia](https://www.datadoghq.com/about/latest-news/press-releases/datadog-australian-data-center/) - [Datadog Opens Registration for Its 2025 DASH Conference](https://www.datadoghq.com/about/latest-news/press-releases/datadog-opens-registration-for-its-2025-dash-conference/) - [Datadog Database Monitoring Adds Deep Cluster- and Query-Level Visibility for MongoDB](https://www.datadoghq.com/about/latest-news/press-releases/datadog-database-monitoring-adds-deep-cluster-and-query-level-visibility-for-mongodb/) - [Datadog Highlights Advanced AI/ML and AWS Monitoring Capabilities at re:Invent](https://www.datadoghq.com/about/latest-news/press-releases/datadog-highlights-advanced-aiml-and-aws-monitoring-capabilities-at-reinvent/) - [Datadog Unveils Modern Approach to Cloud SIEM to Deliver Risk-Based Insights, Scalability, Cost Efficiency and Real-Time Detection](https://www.datadoghq.com/about/latest-news/press-releases/datadog-unveils-modern-approach-to-cloud-siem-to-deliver-risk-based-insights-scalability-cost-efficiency-and-real-time-detection/) - [Datadog Introduces Kubernetes Active Remediation to Provide Curated Guidance and End-to-End Management of Kubernetes Environments](https://www.datadoghq.com/about/latest-news/press-releases/datadog-introduces-kubernetes-active-remediation-to-provide-curated-guidance-and-end-to-end-management-of-kubernetes-environments/) - [Datadog Named a Leader in the 2024 Gartner® Magic Quadrant™ For Digital Experience Monitoring](https://www.datadoghq.com/about/latest-news/press-releases/datadog-named-a-leader-in-the-2024-gartner-magic-quadrant-for-digital-experience-monitoring/) - [Datadog's State of Cloud Security 2024 Finds Room for Improvement in the Use of Long-Lived Credentials Across All Major Clouds](https://www.datadoghq.com/about/latest-news/press-releases/datadogs-state-of-cloud-security-2024-finds-room-for-improvement-in-the-use-of-long-lived-credentials-across-all-major-clouds/) - [Datadog Announces the General Availability of Datadog Monitoring for Oracle Cloud Infrastructure](https://www.datadoghq.com/about/latest-news/press-releases/datadog-announces-the-general-availability-of-oracle-cloud-infrastructure-monitoring/) ## Knowledge Center - [Knowledge Center](https://www.datadoghq.com/knowledge-center/) - [What are Feature Flags and How Are They Implemented?](https://www.datadoghq.com/knowledge-center/feature-flags/) - [How to Optimize Log Volume and Reduce Noise at Scale](https://www.datadoghq.com/knowledge-center/log-optimization/) - [Navigating the Google Cloud Serverless Landscape](https://www.datadoghq.com/knowledge-center/serverless-architecture/google-cloud-serverless-landscape/) - [What are Logs and How are Logs Managed?](https://www.datadoghq.com/knowledge-center/logs-log-management/) - [What is Root Cause Analysis?](https://www.datadoghq.com/knowledge-center/root-cause-analysis/) - [What Is Software Composition Analysis (SCA)?](https://www.datadoghq.com/knowledge-center/software-composition-analysis/) - [What Is an MCP Server (Model Context Protocol Server)?](https://www.datadoghq.com/knowledge-center/mcp-server/) - [What is End-to-End Testing (E2E)?](https://www.datadoghq.com/knowledge-center/end-to-end-testing/) - 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[What are Telemetry Pipelines?](https://www.datadoghq.com/knowledge-center/telemetry-pipelines/) - [Navigating the AWS Serverless Landscape](https://www.datadoghq.com/knowledge-center/serverless-architecture/aws-serverless-landscape/) - [What is Continuous Integration/Continuous Deployment (CI/CD)?](https://www.datadoghq.com/knowledge-center/continuous-integration-deployment/) - [What is Site Reliability Engineering (SRE)?](https://www.datadoghq.com/knowledge-center/site-reliability-engineering/) - [What are AI Agents and How Do They Work?](https://www.datadoghq.com/knowledge-center/aiops/ai-agents/) - [What Is Observability?](https://www.datadoghq.com/knowledge-center/observability/) - [What is Cloud Architecture Diagramming? How it Works & Use Cases](https://www.datadoghq.com/knowledge-center/cloud-architecture-diagramming/) - [SIEM: Security Information and Event Management Overview](https://www.datadoghq.com/knowledge-center/siem/) - [What are Metrics & What are the Most Important Metrics to Monitor?](https://www.datadoghq.com/knowledge-center/metrics/) - [Serverless vs. Containers: Which is Right for You?](https://www.datadoghq.com/knowledge-center/serverless-architecture/serverless-vs-containers/) - [What Are DORA Metrics?](https://www.datadoghq.com/knowledge-center/dora-metrics/) - [What Is LLM Observability & Monitoring?](https://www.datadoghq.com/knowledge-center/llm-observability/) - [What Is Frontend Monitoring?](https://www.datadoghq.com/knowledge-center/frontend-monitoring/) - [What Is Static Analysis?](https://www.datadoghq.com/knowledge-center/static-analysis/) - [What Is AIOps (Artificial Intelligence for IT Operations)?](https://www.datadoghq.com/knowledge-center/aiops/) - [What is Shift Left & Shift Left Testing?](https://www.datadoghq.com/knowledge-center/shift-left-testing/) - [What is CSPM (Cloud Security Posture Management)?](https://www.datadoghq.com/knowledge-center/cloud-security-posture-management/) - [What is FinOps? Cloud Cost Management Overview](https://www.datadoghq.com/knowledge-center/finops/) - [What is DevSecOps?](https://www.datadoghq.com/knowledge-center/devsecops/) - [What is Apache Kafka?](https://www.datadoghq.com/knowledge-center/apache-kafka/) - [What Is Pair Programming & How Does It Work?](https://www.datadoghq.com/knowledge-center/pair-programming/) - [eBPF Overview](https://www.datadoghq.com/knowledge-center/ebpf/) - [Container Orchestration Overview](https://www.datadoghq.com/knowledge-center/container-orchestration/) - [Flaky Tests Overview](https://www.datadoghq.com/knowledge-center/flaky-tests/) - [Test Automation Overview](https://www.datadoghq.com/knowledge-center/test-automation/) - [Auto-scaling Overview](https://www.datadoghq.com/knowledge-center/auto-scaling/) - [OpenTelemetry Overview](https://www.datadoghq.com/knowledge-center/opentelemetry/) - [DNS Resolution Overview](https://www.datadoghq.com/knowledge-center/dns-resolution/) - [Incident Management Overview](https://www.datadoghq.com/knowledge-center/incident-management/) - [Audit Logging Overview](https://www.datadoghq.com/knowledge-center/audit-logging/) - [What Are Containerized Applications?](https://www.datadoghq.com/knowledge-center/containerized-applications/) - [Session Replay Overview](https://www.datadoghq.com/knowledge-center/session-replay/) ## Recent Blog Posts - [Introducing our open source AI-native SAST](https://www.datadoghq.com/blog/open-source-ai-sast/) - [Instrument and monitor Boomi integration flows with OpenTelemetry and Datadog](https://www.datadoghq.com/blog/boomi-observability-opentelemetry-datadog/) - [Integrate Recorded Future threat intelligence with Datadog Cloud SIEM](https://www.datadoghq.com/blog/recorded-future-content-pack/) - [Not all index scans are equal: How we cut query latency by over 99%](https://www.datadoghq.com/blog/detect-inefficient-index-scans-with-dbm/) - [Platform engineering metrics: What to measure and what to ignore](https://www.datadoghq.com/blog/platform-engineering-metrics/) - [CI/CD security: How to secure your GitHub ecosystem](https://www.datadoghq.com/blog/secure-your-github-ecosystem/) - [CI/CD security: threat modeling using a MITRE-style threat matrix](https://www.datadoghq.com/blog/ci-cd-threat-matrix/) - [Ingress NGINX is EOL: A practical guide for migrating to Kubernetes Gateway API](https://www.datadoghq.com/blog/migrate-to-gateway-api/) - [How we built a real-world evaluation platform for autonomous SRE agents at scale](https://www.datadoghq.com/blog/engineering/bits-ai-eval-platform/) - [Introducing the Datadog Code Security MCP](https://www.datadoghq.com/blog/introducing-datadog-code-security-mcp/) - [Operating agentic AI with Amazon Bedrock AgentCore and Datadog LLM Observability: Lessons from NTT DATA](https://www.datadoghq.com/blog/agentic-ai-llm-observability-bedrock-agentcore/) - [Capture and analyze custom heatmaps in Session Replay](https://www.datadoghq.com/blog/session-replay-custom-heatmap-backgrounds/) - [How we designed empathetic alert sounds for on-call engineers](https://www.datadoghq.com/blog/designing-on-call-sounds/) - [Monitor ClickHouse query performance with Datadog Database Monitoring](https://www.datadoghq.com/blog/database-monitoring-for-clickhouse/) - [Search and act across Datadog to resolve issues faster with Bits Assistant](https://www.datadoghq.com/blog/introducing-bits-assistant/) - [Understand session replays faster with AI summaries and smart chapters](https://www.datadoghq.com/blog/ai-summaries-and-smart-chapters/) - [Measure the business impact of every product change with Datadog Experiments](https://www.datadoghq.com/blog/experiments/) - [Analyzing round trip query latency](https://www.datadoghq.com/blog/analyzing-roundtrip-query-latency/) - [Configuring JavaScript caches for better performance](https://www.datadoghq.com/blog/javascript-cache/) - [Datadog achieves ISO 42001 certification for responsible AI](https://www.datadoghq.com/blog/datadog-achieves-iso-42001/) ## Main Navigation Links - [Product Overview](https://www.datadoghq.com/product/) - [Solutions Overview](https://www.datadoghq.com/solutions/) - [Pricing](https://www.datadoghq.com/pricing/) - [Customers](https://www.datadoghq.com/customers/) - [Partners](https://www.datadoghq.com/partners/) - 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