/dd-logs
Log management - search, pipelines, archives, and cost control.
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Log management - search, pipelines, archives, and cost control.
SKILL.md
dd-logs.SKILL.mdname: dd-logs
description: Log management - search, pipelines, archives, and cost control.
metadata:
version: "1.0.0"
author: datadog-labs
repository: https://github.com/datadog-labs/agent-skills
tags: datadog,logs,logging,search,dd-logs
globs: "**/datadog*.yaml,**/*log*"
alwaysApply: "false"
Datadog Logs
Search, process, and archive logs with cost awareness.
Prerequisites
Datadog Pup (dd-pup/pup) should already be installed:
cargo install --git https://github.com/DataDog/pup
Quick Start
pup auth login
Search Logs
# Basic search
pup logs search --query="status:error" --from="1h"
# With filters
pup logs search --query="service:api status:error" --from="1h" --limit 100
# JSON output is the default
pup logs search --query="@http.status_code:>=500" --from="1h"
Search Syntax
| Query | Meaning | |-------|---------| | `error` | Full-text search | | `status:error` | Tag equals | | `@http.status_code:500` | Attribute equals | | `@http.status_code:>=400` | Numeric range | | `service:api AND env:prod` | Boolean | | `@message:*timeout*` | Wildcard |
Trace IDs in Log Results
Logs that show a linked trace in the Datadog UI may not include `dd.trace_id` / `dd.span_id` in API results. When a trace ID attribute is remapped for trace correlation (via JSON preprocessing or a Trace Remapper processor), the source attribute is removed and the value is stored as an internal attribute that the Logs Search API does not return. The UI's "trace" link reads that internal attribute, so UI and API results differ.
**This is expected Datadog Log Management behavior, not a pup bug or an instrumentation problem.** Do not retry queries or change instrumentation to "fix" it. Datadog is tracking making these values queryable (support reference FRLOGSS-4306).
Workarounds until then:
- Emit the trace ID under a separate attribute that is not remapped (e.g.
`@custom.trace_id`) and query that.
- Pivot the other way: search spans by the log's service/time window via
`pup traces search`, or use the trace link in the Datadog UI.
Pipelines
Process logs before indexing:
# List pipelines
pup obs-pipelines list
# Create pipeline (JSON)
pup obs-pipelines create --file pipeline.json
Common Processors
{
"name": "API Logs",
"filter": {"query": "service:api"},
"processors": [
{
"type": "grok-parser",
"name": "Parse nginx",
"source": "message",
"grok": {"match_rules": "%{IPORHOST:client_ip} %{DATA:method} %{DATA:path} %{NUMBER:status}"}
},
{
"type": "status-remapper",
"name": "Set severity",
"sources": ["level", "severity"]
},
{
"type": "attribute-remapper",
"name": "Remap user_id",
"sources": ["user_id"],
"target": "usr.id"
}
]
}⚠️ Exclusion Filters (Cost Control)
**Index only what matters:**
{
"name": "Drop debug logs",
"filter": {"query": "status:debug"},
"is_enabled": true
}High-Volume Exclusions
# Find noisiest log sources
pup logs search --query="*" --from="1h" | jq 'group_by(.service) | map({service: .[0].service, count: length}) | sort_by(-.count)[:10]'| Exclude | Query | |---------|-------| | Health checks | `@http.url:"/health" OR @http.url:"/ready"` | | Debug logs | `status:debug` | | Static assets | `@http.url:*.css OR @http.url:*.js` | | Heartbeats | `@message:*heartbeat*` |
Archives
Store logs cheaply for compliance:
# List archives
pup logs archives list
# Archive config (S3 example)
{
"name": "compliance-archive",
"query": "*",
"destination": {
"type": "s3",
"bucket": "my-logs-archive",
"path": "/datadog"
},
"rehydration_tags": ["team:platform"]
}Log-Based Metrics
Inspect log-based metrics:
# List existing log-based metrics
pup logs metrics list
**⚠️ Cardinality warning:** Group by bounded values only.
Sensitive Data
Scrubbing Rules
{
"type": "hash-remapper",
"name": "Hash emails",
"sources": ["email", "@user.email"]
}Never Log
# In your app - sanitize before sending
import re
def sanitize_log(message: str) -> str:
# Remove credit cards
message = re.sub(r'\b\d{4}[-\s]?\d{4}[-\s]?\d{4}[-\s]?\d{4}\b', '[REDACTED]', message)
# Remove SSNs
message = re.sub(r'\b\d{3}-\d{2}-\d{4}\b', '[REDACTED]', message)
return messageTroubleshooting
| Problem | Fix | |---------|-----| | Logs not appearing | Check agent, pipeline filters | | High costs | Add exclusion filters | | Search slow | Narrow time range, use indexes | | Missing attributes | Check grok parser | | `dd.trace_id` missing but UI shows a trace | Expected: remapped trace IDs become internal attributes (see [Trace IDs in Log Results](#trace-ids-in-log-results)) |
References/Documentation
- [Log Search Syntax](https://docs.datadoghq.com/logs/explorer/search_syntax/)
- [Pipelines](https://docs.datadoghq.com/logs/log_configuration/pipelines/)
- [Exclusion Filters](https://docs.datadoghq.com/logs/indexes/#exclusion-filters)
- [Archives](https://docs.datadoghq.com/logs/archives/)
Read more
name: dd-logs description: Log management - search, pipelines, archives, and cost control. metadata: version: "1.0.0" author: datadog-labs repository: https://github.com/datadog-labs/agent-skills tags: datadog,logs,logging,search,dd-logs globs: "**/datadog*.yaml,**/*log*" alwaysApply: "false"
Datadog Logs
Search, process, and archive logs with cost awareness.
Prerequisites
Datadog Pup (dd-pup/pup) should already be installed:
cargo install --git https://github.com/DataDog/pup
Quick Start
pup auth login
Search Logs
# Basic search pup logs search --query="status:error" --from="1h" # With filters pup logs search --query="service:api status:error" --from="1h" --limit 100 # JSON output is the default pup logs search --query="@http.status_code:>=500" --from="1h"
Search Syntax
| Query | Meaning | |-------|---------| | `error` | Full-text search | | `status:error` | Tag equals | | `@http.status_code:500` | Attribute equals | | `@http.status_code:>=400` | Numeric range | | `service:api AND env:prod` | Boolean | | `@message:*timeout*` | Wildcard |
Trace IDs in Log Results
Logs that show a linked trace in the Datadog UI may not include `dd.trace_id` / `dd.span_id` in API results. When a trace ID attribute is remapped for trace correlation (via JSON preprocessing or a Trace Remapper processor), the source attribute is removed and the value is stored as an internal attribute that the Logs Search API does not return. The UI's "trace" link reads that internal attribute, so UI and API results differ.
**This is expected Datadog Log Management behavior, not a pup bug or an instrumentation problem.** Do not retry queries or change instrumentation to "fix" it. Datadog is tracking making these values queryable (support reference FRLOGSS-4306).
Workarounds until then:
- Emit the trace ID under a separate attribute that is not remapped (e.g.
`@custom.trace_id`) and query that.
- Pivot the other way: search spans by the log's service/time window via
`pup traces search`, or use the trace link in the Datadog UI.
Pipelines
Process logs before indexing:
# List pipelines pup obs-pipelines list # Create pipeline (JSON) pup obs-pipelines create --file pipeline.json
Common Processors
{
"name": "API Logs",
"filter": {"query": "service:api"},
"processors": [
{
"type": "grok-parser",
"name": "Parse nginx",
"source": "message",
"grok": {"match_rules": "%{IPORHOST:client_ip} %{DATA:method} %{DATA:path} %{NUMBER:status}"}
},
{
"type": "status-remapper",
"name": "Set severity",
"sources": ["level", "severity"]
},
{
"type": "attribute-remapper",
"name": "Remap user_id",
"sources": ["user_id"],
"target": "usr.id"
}
]
}⚠️ Exclusion Filters (Cost Control)
**Index only what matters:**
{
"name": "Drop debug logs",
"filter": {"query": "status:debug"},
"is_enabled": true
}High-Volume Exclusions
# Find noisiest log sources
pup logs search --query="*" --from="1h" | jq 'group_by(.service) | map({service: .[0].service, count: length}) | sort_by(-.count)[:10]'| Exclude | Query | |---------|-------| | Health checks | `@http.url:"/health" OR @http.url:"/ready"` | | Debug logs | `status:debug` | | Static assets | `@http.url:*.css OR @http.url:*.js` | | Heartbeats | `@message:*heartbeat*` |
Archives
Store logs cheaply for compliance:
# List archives
pup logs archives list
# Archive config (S3 example)
{
"name": "compliance-archive",
"query": "*",
"destination": {
"type": "s3",
"bucket": "my-logs-archive",
"path": "/datadog"
},
"rehydration_tags": ["team:platform"]
}Log-Based Metrics
Inspect log-based metrics:
# List existing log-based metrics pup logs metrics list
**⚠️ Cardinality warning:** Group by bounded values only.
Sensitive Data
Scrubbing Rules
{
"type": "hash-remapper",
"name": "Hash emails",
"sources": ["email", "@user.email"]
}Never Log
# In your app - sanitize before sending
import re
def sanitize_log(message: str) -> str:
# Remove credit cards
message = re.sub(r'\b\d{4}[-\s]?\d{4}[-\s]?\d{4}[-\s]?\d{4}\b', '[REDACTED]', message)
# Remove SSNs
message = re.sub(r'\b\d{3}-\d{2}-\d{4}\b', '[REDACTED]', message)
return messageTroubleshooting
| Problem | Fix | |---------|-----| | Logs not appearing | Check agent, pipeline filters | | High costs | Add exclusion filters | | Search slow | Narrow time range, use indexes | | Missing attributes | Check grok parser | | `dd.trace_id` missing but UI shows a trace | Expected: remapped trace IDs become internal attributes (see [Trace IDs in Log Results](#trace-ids-in-log-results)) |
References/Documentation
- [Log Search Syntax](https://docs.datadoghq.com/logs/explorer/search_syntax/)
- [Pipelines](https://docs.datadoghq.com/logs/log_configuration/pipelines/)
- [Exclusion Filters](https://docs.datadoghq.com/logs/indexes/#exclusion-filters)
- [Archives](https://docs.datadoghq.com/logs/archives/)
Every AI agent needs a loyal companion. Meet Pup — the CLI that gives your agents full access to Datadog's observability platform (because even autonomous agents need good tooling, not just tricks).
Repo: DataDog/pup
Other skills on pup.
- /dd-apm
APM - traces, services, dependencies, performance analysis.
Open skill - /dd-code-generation
Use pup CLI for immediate Datadog operations or generate code for integration into applications
Open skill - /dd-debugger
Live Debugger - inspect runtime argument/variable values in production by placing log probes on methods. Use when asked what values a function receives, what parameters look like at runtime, or to capture live data from running services without redeploying.
Open skill - /dd-docs
Datadog docs lookup using docs.datadoghq.com/llms.txt and linked Markdown pages.
Open skill - /dd-file-issue
File GitHub issues to the right repository (pup CLI or plugin)
Open skill - /dd-monitors
Monitor management - create, update, mute, and alerting best practices.
Open skill

