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URL: https://docs.datadoghq.com/llm_observability/guide/
⇱ Agent Observability Guides
For AI agents: A markdown version of this page is available at https://docs.datadoghq.com/llm_observability/guide.md. A documentation index is available at /llms.txt.
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.NET diagnostic tool
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Compare Profiles
Automated Analysis
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Java
Python
Go
Ruby
Node.js
.NET
PHP
C/C++/Rust
Guides
Database Monitoring
Agent Integration Overhead
Setup Architectures
Setting Up Postgres
Self-hosted
RDS
Aurora
Google Cloud SQL
AlloyDB
Azure
Supabase
Heroku
Advanced Configuration
Troubleshooting
Setting Up MySQL
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RDS
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Google Cloud SQL
Azure
Advanced Configuration
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Setting Up SQL Server
Self-hosted
RDS
Azure
Google Cloud SQL
Troubleshooting
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Self-hosted
RDS
RAC
Exadata
Autonomous Database
Troubleshooting
Setting Up Amazon DocumentDB
Amazon DocumentDB
Troubleshooting
Setting Up MongoDB
Self-hosted
MongoDB Atlas
Troubleshooting
Setting Up ClickHouse
Self-hosted
ClickHouse Cloud
Connecting DBM and Traces
Data Collected
Provision the Agent with Terraform
Collecting Custom Metrics
Exploring Custom Metrics
Exploring Database Hosts
Exploring Query Metrics
Exploring Query Samples
Exploring Database Schemas
Exploring Recommendations
Database Investigator
Bits Database Optimization
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Guides
Data Streams Monitoring
Setup
Kafka
Setup
Data Collection
Monitors and Automation
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Dead Letter Queues
Metrics and Tags
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Data Observability
Data Observability Overview
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Lineage
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Data Warehouses
Snowflake
Databricks
BigQuery
Redshift
Data Lakes
Iceberg Tables (AWS Glue)
ELT Integrations
Fivetran
Business Intelligence Integrations
Looker
Tableau
Sigma
Metabase
Power BI
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Private Link Connectivity
Airflow
Logs Correlation
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dbt
Spark on Kubernetes
Spark on Amazon EMR
Spark on Google Dataproc
AWS Glue
Custom Jobs (OpenLineage)
Datadog Agent for OpenLineage Proxy
Digital Experience
Journey Monitoring
Map
Suggested Journeys
Details Report
Variants
Uptime
Real User Monitoring
Application Monitoring
Browser
Android and Android TV
Apple Platforms
Flutter
Kotlin Multiplatform
C / C++
React Native
Roku
Unity
.NET MAUI
Platform
Dashboards
Monitors
Generate Custom Metrics
Exploring RUM Data
Search RUM Events
Search Syntax
Group
Visualize
Events
Export
Saved Views
Watchdog Insights for RUM
Correlate RUM with Other Telemetry
Correlate LLM with RUM
Correlate Logs with RUM
Correlate Profiling with RUM
Correlate Synthetics with RUM
Correlate Traces with RUM
Feature Flag Tracking
Setup
Using Feature Flags
Error Tracking
Explorer
Issue States
Track Browser Errors
Track Mobile Errors
Error Grouping
Monitors
Identify Suspect Commits
Troubleshooting
AI Investigations
Single-View AI Investigation
Multi-View AI Investigation
Operation AI Investigation
RUM Without Limits
Metrics
Retention Filters
Retention Quotas
Operations Monitoring
Managed Archive
Ownership of Views
Guides
Data Security
Synthetic Testing and Monitoring
API Testing
HTTP
SSL
DNS
WebSocket
TCP
UDP
ICMP
GRPC
Error codes
Multistep API Testing
Browser Testing
Recording Steps
Browser Testing Results
Advanced Options for Steps
Authentication in Browser Testing
Network Path Testing
Terms and Concepts
Mobile Application Testing
Testing Steps
Testing Results
Advanced Options for Steps
Supported Devices
Restricted Networks
Settings
Test Suites
Platform
Dashboards
Metrics
Test Coverage
Private Locations
Connect APM
Settings
Scheduled Downtime
Exploring Synthetics Data
Saved Views
Results Explorer
Guides
Notifications
Template Variables
Conditional Alerting
Advanced Notifications
Integrate with Statuspage
Troubleshooting
Data Security
Continuous Testing
Local and Staging Environments
Testing Multiple Environments
Testing With Proxy, Firewall, or VPN
CI/CD Integrations
Configuration
Azure DevOps Extension
CircleCI Orb
GitHub Actions
GitLab
Jenkins
Bitrise (Upload Application)
Bitrise (Run Tests)
Settings
Results Explorer
Metrics
Guides
Troubleshooting
Experiments
Create Experiment Metrics
Plan and Launch Experiments
Analysis Methods
Read Experiment Results
Cumulative Impact
Create Exposure SQL Models
Manage Subject Types
Minimum Detectable Effects
Global Lift
Troubleshooting
Guides
Product Analytics
Charts
Chart Basics
Pathways Diagram
Funnel Analysis
Retention Analysis
Analytics Explorer
Dashboards
Segments
Action Management
Managing Profiles
Identity Resolution
Data Collected
Server-Side Events
Guides
Troubleshooting
Session Replay
Browser
Setup
Privacy Options
Developer Tools
Troubleshooting
Mobile
Setup and Configuration
Privacy Options
Developer Tools
Impact on App Performance
Troubleshooting
Playlists
Heatmaps
Guides
Software Delivery
CI Visibility
Pipeline Visibility
AWS CodePipeline
Azure Pipelines
Buildkite
CircleCI
Codefresh
GitHub Actions
GitLab
Jenkins
TeamCity
Other CI Providers
Automatic Job Retries
Custom Commands
Custom Tags and Measures
Search and Manage
Explorer
Search Syntax
Search Pipeline Executions
Export
Saved Views
Monitors
Guides
Troubleshooting
CD Visibility
Deployment Visibility
Argo CD
CI Providers
Explore Deployments
Search Syntax
Facets
Saved Views
Features
Code Changes Detection
Rollback Detection
Monitors
Deployment Gates
Setup
Just-In-Time (JIT) Gates
Preconfigured Gates
Explore
Test Optimization
Setup
.NET
Java and JVM Languages
JavaScript and TypeScript
Python
Ruby
Swift
Go
JUnit Report Uploads
Network Settings
Tests in Containers
Explorer
Search Syntax
Search Test Runs
Export
Saved Views
Monitors
Test Health
Flaky Test Management
Working with Flaky Tests
Early Flake Detection
Auto Test Retries
Test Impact Analysis
How It Works
Troubleshooting
Setup
Test Parallelization
Setup
Configuration
Best Practices
Troubleshooting
Developer Workflows
Code Coverage
Instrument Browser Tests with RUM
Instrument Swift Tests with RUM
Correlate Logs and Tests
Guides
Troubleshooting
Code Coverage
Setup
Configuration
Monorepo Support
Flags
Carryforward
Data Collected
Dashboards
PR Gates
Setup
Delivery Performance
DORA Metrics
Setup
Change Failure Detection
DORA Metrics Calculation
Data Collected
AI Impact
Feature Flags
Client SDKs
Android and Android TV
Angular
iOS and tvOS
JavaScript
React
React Native
Unity
Server SDKs
.NET
Go
Java
Node.js
PHP
Python
Ruby
Concepts
Environments
Variants and Flag Types
Targeting Rules and Filters
Saved Filters
Traffic Splitting and Randomization
Distribution Channels
Flag History
Feature Flag Graphs
Implementation Patterns
OpenTelemetry
Serverless
MCP Server
Guides
Developer Integrations
Source Code Integration
Source Code Management Providers
Service Mapping
Resource Mapping
Features
IDE Plugins
JetBrains IDEs
Code Security
Error Tracking
Logs
VS Code & Cursor
Code Security
Code Insights
Logs
Exception Replay
Security
Security Overview
Detection Rules
OOTB Rules
Notifications
Rules
Variables
Suppressions
Automation Pipelines
Mute
Add to Security Inbox
Set Due Date Rules
Create Tickets
Security Inbox
Threat Intelligence
Events Forwarding
Audit Trail
Access Control
Ticketing Integrations
Research Feed
Security MCP Tools
Guides
Cloud SIEM
Ingest and Enrich
Content Packs
Bring Your Own Threat Intelligence
Open Cybersecurity Schema Framework
Detect and Monitor
OOTB Rules
Custom Detection Rules
Version History
Suppressions
Critical Assets
Historical Jobs
MITRE ATT&CK Map
Triage and Investigate
Investigate Security Signals
Risk Insights
IOC Explorer
Investigator
Respond and Report
Security Operational Metrics
Guides
Data Security
Code Security
Static Code Analysis (SAST)
Setup
Configuration
GitHub Actions
Generic CI Providers
AI-Enhanced Static Code Analysis
SAST Custom Rule Creation Tutorial
SAST Custom Rules
SAST Custom Rules Guide
Static Code Analysis (SAST) rules
Software Composition Analysis (SCA)
Static Setup
Runtime Setup
Configuration
Library Inventory
CVE Explorer
Secret Scanning
GitHub Actions
Generic CI Providers
Rule Configuration
Secret Validation
Runtime Code Analysis (IAST)
Setup
Security Controls
Infrastructure as Code (IaC) Security
Setup
Configuration
GitHub Actions
Rules
Developer Tool Integrations
Pull Request Comments
PR Gates
IDE Plugins
Git Hooks
MCP Server
Troubleshooting
Guides
Cloud Security
Setup
Supported Deployment Types
Agentless Scanning
Deploy the Agent
Container Image Scanning in CI/CD
Set Up CloudTrail Logs
Set Up without Infrastructure Monitoring
Deploy using Cloud Integrations
Security Graph
Misconfigurations
Manage Compliance Rules
Create Custom Rules
Manage Compliance Posture
Explore Misconfigurations
Kubernetes Security Posture Management
Identity Risks
Vulnerabilities
Hosts and Containers Compatibility
Crown Jewels
OOTB Rules
Triage and Prioritize
Runtime Prioritization Engine
Severity Scoring
Review and Remediate
Mute Issues
Automate Security Workflows
Guides
Troubleshooting
Vulnerabilities
Agentless Scanning
App and API Protection
Terms and Concepts
How It Works
Threat Intelligence
Trace Qualification
User Monitoring and Protection
Setup
Overview
Security Signals
Attackers Explorer
Attacker Fingerprint
Attacker Clustering
Users Explorer
Policies
Custom Rules
OOTB Rules
In-App WAF Rules
Tracing Library Configuration
Exploit Prevention
WAF Integrations
Account Takeover Protection
API Posture
API Inventory
API Findings
Endpoint Scanning
Sensitive Data
Guides
Troubleshooting
AI Guard
Get Started with AI Guard
Set Up AI Guard
Automatic Integrations
Manual Integrations
SDK
HTTP API
Security Signals
Workload Protection
Setup
Deploy the Agent
Workload Protection Agent Variables
Detection Rules
OOTB Rules
Custom Rules
Investigate Security Signals
Investigate Agent Events
Creating Agent Rule Expressions
Writing Custom Rule Expressions
Linux Syntax
Windows Syntax
Coverage and Posture Management
Hosts and Containers
Serverless
Coverage
Guides
Troubleshooting
Sensitive Data Scanner
Setup
Telemetry Data
Cloud Storage
Scanning Rules
Library Rules
Custom Rules
Guides
Troubleshooting
AI Observability
Agent Observability
Quickstart
Instrumentation
Automatic
SDK Reference
HTTP API
OpenTelemetry
Tracing Proxy Services
Lapdog
Monitoring
Querying spans and traces
Correlate with APM
Patterns
Agent Monitoring
MCP Clients
Prompt Tracking
Metrics
Automation Rules
Cost
Evaluations
Custom LLM-as-a-Judge
Language Mismatch
Sensitive Data Scanner
Annotation Queues
External Evaluations
Compatibility
Export API
End-User Feedback
Developer Guide
Experiments
Setup and Usage
Datasets
Analyzing Results
Advanced Experiment Runs
Experiments API
Prompt Optimization
Playground
MCP Server
Data Security and RBAC
Terms and Concepts
Guides
GPU Monitoring
Setup
Summary Page
Fleet Page
Agent Console
Setup
Log Management
Observability Pipelines
Configuration
Explore Templates
Set Up Pipelines
Pipeline Simulation
Install the Worker
Secrets Management
Live Capture
Update Existing Pipelines
Export Pipeline
Access Control
Sources
Akamai DataStream
Amazon Data Firehose
Amazon S3
Azure Event Hubs
Cloudflare Logpush
Datadog Agent
Datadog Lambda Extension
Datadog Lambda Forwarder
Filebeat
Fluent
Google Pub/Sub
HTTP Client
HTTP Server
OpenTelemetry
Kafka
Logstash
MySQL
Okta
Socket
Splunk HEC
Splunk TCP
Sumo Logic Hosted Collector
Syslog
Processors
Add Environment Variables
Add hostname
Custom Processor
Deduplicate
Edit fields
Enrichment Table
Filter
Generate Metrics
Grok Parser
Parse JSON
Parse XML
Quota
Reduce
Remap to OCSF
Sample
Sensitive Data Scanner
Split Array
Tag Control
Throttle
Destinations
Amazon OpenSearch
Amazon S3
Amazon Security Lake
Azure Storage
CrowdStrike NG-SIEM
Databricks (Zerobus)
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