Observability Pipelines | Datadog
Observability

Observability Pipelines

Control costs, simplify SIEM migrations, and manage sensitive data at scale

Control costs, simplify SIEM migrations, and manage sensitive data at scale
Control costs, simplify SIEM migrations, and manage sensitive data at scale
Control costs, simplify SIEM migrations, and manage sensitive data at scale
Control costs, simplify SIEM migrations, and manage sensitive data at scale

Feature Overview

Datadog Observability Pipelines helps Security and DevOps teams easily control, optimize, and refine logs, metrics, and traces in their environment before routing them to any SIEM, data lake, or storage platform. In just a few clicks, teams can control costs and reduce noise while retaining the visibility needed for threat detection, investigations, and compliance. Built-in integrations with popular vendors, AI-guided configuration, and performance monitoring make it simple for teams to build flexible and reliable pipelines at scale. Observability Pipelines are OTEL and OCSF compatible.

Easily control telemetry costs and noise on the stream

  • Control costs by automatically filtering, sampling, and dropping low value data safely before it reaches downstream tools with 100+ ready-to-use Packs for common sources
  • Quickly identify trends in log data with AI-based pattern recognition so you can respond before they impact your budget or performance
  • Optimize storage costs and maintain visibility by sending critical events to your SIEM while archiving lower-priority logs in S3 with archival search built in
  • Optimize storage costs and maintain visibility by sending critical events to your SIEM while archiving lower-priority logs in S3 with Archive Search
Cost-effective processing and routing of all your logs
Cost-effective processing and routing of all your logs

Migrate to new SIEMs without losing visibility

  • Easily adopt your preferred SIEM, data lake, or logging solution at your own pace without sacrificing visibility by dual shipping your logs to multiple destinations
  • Take advantage of best-of-breed solutions by classifying and routing logs based on use case—for example, sending security logs to a SIEM and DevOps logs to a log management platform
  • Integrate seamlessly with new solutions by automatically converting logs to open standards like the Open Cybersecurity Schema Framework (OCSF), OTEL, Splunk CIM, or custom mappings
  • Route security logs directly to any data lake, such as Datadog BYOC Logs, ClickHouse, Snowflake, or Databricks for long-term, searchable storage
Adopt your preferred SIEM without losing visibility
Adopt your preferred SIEM without losing visibility

Pinpoint threats faster with on-stream detection

  • Automatically standardize logs for faster analysis with AI-assisted Grok parsing, 150+ built-in parsing rules, and custom Grok patterns
  • Surface new or anomalous changes in log volume before they’re routed to your preferred destinations
  • Speed up security investigations and improve downstream visibility by adding valuable context—such as GeoIP data, threat intelligence, and network metadata—before logs are indexed
  • Send high-quality, standardized security logs to your preferred SIEM or data lake with automatic mapping to OCSF
Pinpoint threats faster with on-stream detection, standardization, and enrichment
Pinpoint threats faster with on-stream detection, standardization, and enrichment

Enforce compliance and governance across tools

  • Discover, classify, and manage sensitive data in your on-premises logs with 150+ built-in detection rules for PII, PCI, and other regulated data
  • Help meet data residency laws and support Data Loss Prevention initiatives with built-in or user-defined rules to support compliance with PCI, GDPR, HIPAA, CCPA, and more
  • Limit gaps in access control and ensure schema standardization by easily adding, copying, or dropping relevant attributes and tags
  • Accelerate security data normalization with packs that support MITRE ATT&CK mappings and ServiceNow CMDB context
  • Standardize security telemetry with packs that transform data into Microsoft Sentinel and GoogleSecOps UDM format
Enforce compliance and governance across environments
Enforce compliance and governance across environments

Quickly create, deploy, and monitor pipelines

  • Set up and optimize pipelines fast with ready-to-use templates and Packs that streamline data processing, transformation, and routing
  • Monitor pipeline health in real time with Live Capture and centralized dashboards to diagnose and resolve configuration issues before they affect data delivery
  • Reduce deployment risk by validating pipeline behavior with before-and-after transformations in Pipeline Simulation before deploying changes to production
  • Transform raw data into any desired format with AI-assisted Grok parsing, then export to Terraform with a single click for Infrastructure-as-Code (IaC) deployment
  • Standardize security telemetry with Packs that transform data into Microsoft Sentinel and GoogleSecOps UDM format
Create, deploy, and monitor high-performance pipelines from an intuitive UI
Create, deploy, and monitor high-performance pipelines from an intuitive UI

Process metrics and traces with greater control

  • Collect, process, and route metrics or traces from OpenTelemetry and Datadog through the same pipeline infrastructure you use for logs
  • Enforce consistent metric tagging across teams by standardizing, adding, copying, or removing metric tags in flight, while controlling metric cardinality to reduce downstream costs
  • Protect sensitive data with trace redaction and reduce trace volume using head- and tail-based sampling
  • Apply consistent tagging and enrichment policies across logs, metrics, and traces before routing them to downstream destinations
Route metrics from OpenTelemetry through pipeline infrastructure
Route metrics from OpenTelemetry through pipeline infrastructure

2026 GARTNER® MAGIC QUADRANT™

Datadog Named Leader in 2026 Gartner® Magic Quadrant™ for Observability Platforms for Sixth Time

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