Datadog API for AI Agents

Infrastructure monitoring and observability

Datadog provides APIs for metrics, logs, traces, and infrastructure monitoring. AI agents can use Datadog to query metrics, search logs, manage monitors, and automate incident response.

What AI agents can do with Datadog

Structured actions an AI agent can execute through the Datadog API

Action

Description

Inputs

Outputs

queryMetrics

Query time-series metrics

query, from, to

series[], status

searchLogs

Search log entries

query, from, to, sort, limit

logs[], status

createMonitor

Create an alert monitor

name, type, query, message, thresholds

monitor_id, name, state

listAlerts

List triggered alerts

query, group_states

monitors[], counts

Use cases for Datadog + AI agents

Infrastructure health monitoring
Log analysis and search
Alert management and incident response
Performance metric tracking
Anomaly detection and reporting

How to connect Datadog to an AI agent

1Get your Datadog API and Application keys
2Generate an AgentSpec for monitoring actions
3Define metric, log, and alert actions
4Publish for discovery
5Set appropriate access scopes

Best practices

✓Use specific metric queries to avoid scanning too much data

✓Include time range filters in all queries

✓Add reasoning docs about alert severity levels

✓Implement escalation logic for unacknowledged alerts

✓Cache metric queries that are called frequently

Frequently asked questions

Can AI agents monitor infrastructure with Datadog?+

Yes. Agents can query metrics, search logs, check monitor status, and respond to alerts through structured actions. This enables automated incident detection and response.

How do agents handle Datadog alerts?+

List triggered monitors, check their state and context, and take action (acknowledge, notify team, trigger remediation). Include escalation logic in reasoning docs.

What Datadog data can agents access?+

Metrics, logs, traces, monitors, dashboards, and events. Use API and Application keys with appropriate scopes to control access levels.