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Amazon DevOps Guru

Amazon DevOps Guru is a machine learning-powered service that makes it easy to improve an application's operational performance and availability. It detects behaviors that deviate from normal operating patterns so you can identify operational issues long before they impact your customers.

1 APIs 8 Features
Anomaly DetectionDevOpsMachine LearningOperational Intelligence

APIs

Amazon DevOps Guru API

The Amazon DevOps Guru API provides programmatic access to manage resource collections, insights, anomalies, and recommendations for improving application operational performanc...

Features

ML-Powered Anomaly Detection

Uses machine learning to detect behavioral deviations across hundreds of AWS metrics without manual threshold configuration.

Proactive Insights

Identifies anomalies before they become operational issues, allowing teams to remediate before customer impact.

Reactive Insights

Surfaces insights when active operational issues are detected to accelerate root cause analysis.

Actionable Recommendations

Provides specific remediation recommendations with links to relevant documentation and AWS console pages.

CloudWatch Logs Integration

Analyzes CloudWatch Logs for log-based anomalies to include log patterns in operational insights.

AWS OpsCenter Integration

Automatically creates OpsCenter OpsItems for detected insights to streamline incident management.

CloudFormation-Based Coverage

Define which applications to monitor by specifying CloudFormation stack names for precise application-scoped coverage.

Organizations Integration

Enable DevOps Guru across an entire AWS Organization to centrally monitor all accounts and regions.

Use Cases

Proactive Operational Monitoring

Detect potential issues in application behavior before they impact end users using ML-powered proactive insights.

Incident Root Cause Analysis

Rapidly identify the root cause of operational incidents by correlating anomalies, events, and recommendations.

Application Performance Optimization

Use continuous behavioral monitoring to identify performance bottlenecks and optimization opportunities.

Multi-Account Operations

Monitor operational health across all accounts in an AWS Organization from a single pane of glass.

DevOps Pipeline Integration

Integrate DevOps Guru insights into CI/CD pipelines to gate deployments on operational health status.

Semantic Vocabularies

Amazon Devops Guru Context

23 classes · 54 properties

JSON-LD

API Governance Rules

Amazon DevOps Guru API Rules

17 rules · 11 errors 4 warnings 2 info

SPECTRAL

Resources

🌐
Portal
Portal
🔗
Website
Website
🔗
Documentation
Documentation
📜
TermsOfService
TermsOfService
📜
PrivacyPolicy
PrivacyPolicy
💬
Support
Support
📰
Blog
Blog
👥
GitHubOrganization
GitHubOrganization
🌐
Console
Console
📝
SignUp
SignUp
🔗
Login
Login
🟢
StatusPage
StatusPage
🔗
Contact
Contact
🔗
SpectralRules
SpectralRules
🔗
Vocabulary
Vocabulary

Sources

Raw ↑
name: Amazon DevOps Guru
description: Amazon DevOps Guru is a machine learning-powered service that makes it easy to improve an application's operational
  performance and availability. It detects behaviors that deviate from normal operating patterns so you can identify operational
  issues long before they impact your customers.
image: https://a0.awsstatic.com/libra-css/images/logos/aws_logo_smile_1200x630.png
url: https://aws.amazon.com/devops-guru/
created: '2026-03-16'
modified: '2026-05-19'
apis:
- name: Amazon DevOps Guru API
  description: The Amazon DevOps Guru API provides programmatic access to manage resource collections, insights, anomalies,
    and recommendations for improving application operational performance and availability. Covers 31 operations including
    insight management, anomaly investigation, remediation recommendations, notification configuration, and AWS Organizations
    integration.
  humanURL: https://aws.amazon.com/devops-guru/
  baseURL: https://devops-guru.amazonaws.com
  tags:
  - Anomaly Detection
  - DevOps
  - Machine Learning
  - Operational Intelligence
  properties:
  - type: Documentation
    url: https://docs.aws.amazon.com/devops-guru/latest/APIReference/Welcome.html
  - type: OpenAPI
    url: openapi/amazon-devops-guru-openapi.yaml
  - type: GettingStarted
    url: https://aws.amazon.com/devops-guru/getting-started/
  - type: Pricing
    url: https://aws.amazon.com/devops-guru/pricing/
  - type: FAQ
    url: https://aws.amazon.com/devops-guru/faqs/
  - type: JSONSchema
    url: json-schema/amazon-devops-guru-proactive-insight-schema.json
  - type: JSONSchema
    url: json-schema/amazon-devops-guru-reactive-insight-schema.json
  - type: JSONSchema
    url: json-schema/amazon-devops-guru-recommendation-schema.json
  - type: JSONSchema
    url: json-schema/amazon-devops-guru-proactive-anomaly-schema.json
  - type: JSONSchema
    url: json-schema/amazon-devops-guru-reactive-anomaly-schema.json
  - type: JSONStructure
    url: json-structure/amazon-devops-guru-proactive-insight-structure.json
  - type: JSONStructure
    url: json-structure/amazon-devops-guru-reactive-insight-structure.json
  - type: JSONStructure
    url: json-structure/amazon-devops-guru-recommendation-structure.json
  - type: JSONLD
    url: json-ld/amazon-devops-guru-context.jsonld
  - type: Example
    url: examples/amazon-devops-guru-proactive-insight-example.json
  - type: Example
    url: examples/amazon-devops-guru-reactive-insight-example.json
  - type: Example
    url: examples/amazon-devops-guru-recommendation-example.json
  - type: NaftikoCapability
    url: capabilities/amazon-devops-guru.yaml
common:
- type: Portal
  url: https://aws.amazon.com/devops-guru/
- type: Website
  url: https://aws.amazon.com/devops-guru/
- type: Documentation
  url: https://docs.aws.amazon.com/devops-guru/
- type: TermsOfService
  url: https://aws.amazon.com/service-terms/
- type: PrivacyPolicy
  url: https://aws.amazon.com/privacy/
- type: Support
  url: https://aws.amazon.com/premiumsupport/
- type: Blog
  url: https://aws.amazon.com/blogs/devops/category/artificial-intelligence/amazon-devops-guru/
- type: GitHubOrganization
  url: https://github.com/aws
- type: Console
  url: https://console.aws.amazon.com/devops-guru/
- type: SignUp
  url: https://portal.aws.amazon.com/billing/signup
- type: Login
  url: https://signin.aws.amazon.com/
- type: StatusPage
  url: https://health.aws.amazon.com/health/status
- type: Contact
  url: https://aws.amazon.com/contact-us/
- type: SpectralRules
  url: rules/amazon-devops-guru-spectral-rules.yml
- type: Vocabulary
  url: vocabulary/amazon-devops-guru-vocabulary.yaml
- type: Features
  data:
  - name: ML-Powered Anomaly Detection
    description: Uses machine learning to detect behavioral deviations across hundreds of AWS metrics without manual threshold
      configuration.
  - name: Proactive Insights
    description: Identifies anomalies before they become operational issues, allowing teams to remediate before customer impact.
  - name: Reactive Insights
    description: Surfaces insights when active operational issues are detected to accelerate root cause analysis.
  - name: Actionable Recommendations
    description: Provides specific remediation recommendations with links to relevant documentation and AWS console pages.
  - name: CloudWatch Logs Integration
    description: Analyzes CloudWatch Logs for log-based anomalies to include log patterns in operational insights.
  - name: AWS OpsCenter Integration
    description: Automatically creates OpsCenter OpsItems for detected insights to streamline incident management.
  - name: CloudFormation-Based Coverage
    description: Define which applications to monitor by specifying CloudFormation stack names for precise application-scoped
      coverage.
  - name: Organizations Integration
    description: Enable DevOps Guru across an entire AWS Organization to centrally monitor all accounts and regions.
- type: UseCases
  data:
  - name: Proactive Operational Monitoring
    description: Detect potential issues in application behavior before they impact end users using ML-powered proactive insights.
  - name: Incident Root Cause Analysis
    description: Rapidly identify the root cause of operational incidents by correlating anomalies, events, and recommendations.
  - name: Application Performance Optimization
    description: Use continuous behavioral monitoring to identify performance bottlenecks and optimization opportunities.
  - name: Multi-Account Operations
    description: Monitor operational health across all accounts in an AWS Organization from a single pane of glass.
  - name: DevOps Pipeline Integration
    description: Integrate DevOps Guru insights into CI/CD pipelines to gate deployments on operational health status.
- type: Integrations
  data:
  - name: Amazon CloudWatch
    description: Ingests CloudWatch metrics and logs for anomaly detection and event correlation.
  - name: AWS CloudFormation
    description: Uses CloudFormation stacks to define application boundaries for targeted monitoring coverage.
  - name: AWS OpsCenter
    description: Automatically creates OpsCenter OpsItems for detected insights to enable incident management workflows.
  - name: Amazon SNS
    description: Sends insight notifications to SNS topics for routing to teams via email, Slack, PagerDuty, or other channels.
  - name: AWS Organizations
    description: Enables organization-wide monitoring by aggregating insights across multiple AWS accounts.
  - name: Amazon EventBridge
    description: Emits DevOps Guru events to EventBridge for custom automation and routing workflows.
- type: Integrations
  url: https://aws.amazon.com/marketplace
integrations:
- name: Sign in
- name: Agent Mode
- name: Why AWS Marketplace?
- name: Get started in AWS Marketplace
- name: Industry
- name: Resources
- name: Become a Channel Partner
- name: Sell in AWS Marketplace
- name: Manage Your Account
maintainers:
- FN: Kin Lane
  email: [email protected]
  url: https://apievangelist.com
tags:
- Anomaly Detection
- AWS
- DevOps
- Machine Learning
- Operational Intelligence