Log management - search, pipelines, archives, and cost control.
npx skills add https://github.com/DataDog/pup --skill dd-logs
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) |
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Take datadog/dd-logs from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.
The instructions reference cargo, go.
Without those the skill loads but fails at the first command.