dd-apm
APM - traces, services, dependencies, performance analysis.
Log management - search, pipelines, archives, and cost control.
$ npx -y skills add DataDog/pup --skill dd-logs --agent claude-codeHow it fires
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Log management - search, pipelines, archives, and cost control.
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"
Search, process, and archive logs with cost awareness.
Datadog Pup (dd-pup/pup) should already be installed:
cargo install --git https://github.com/DataDog/pup
pup auth login
# 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"
| 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 |
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:
`@custom.trace_id`) and query that.
`pup traces search`, or use the trace link in the Datadog UI.
Process logs before indexing:
# List pipelines pup obs-pipelines list # Create pipeline (JSON) pup obs-pipelines create --file pipeline.json
{
"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"
}
]
}**Index only what matters:**
{
"name": "Drop debug logs",
"filter": {"query": "status:debug"},
"is_enabled": true
}# 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*` |
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"]
}Inspect log-based metrics:
# List existing log-based metrics pup logs metrics list
**⚠️ Cardinality warning:** Group by bounded values only.
{
"type": "hash-remapper",
"name": "Hash emails",
"sources": ["email", "@user.email"]
}# 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 message| 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)) |
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APM - traces, services, dependencies, performance analysis.
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