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SKILL.md
Managing Snowplow
ASecurityUse when working with Snowplow — snowplow behavioral data pipeline management — monitor collector endpoints, enrichment processes, pipeline health, schema registry, failed events, and data quality. Use when diagnosing event delivery issues, inspecting enrichment configurations, or auditing data collection pipelines.
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- Added September 8, 2026
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[](https://www.skillsdirectory.com/skills/cloudthinker-ai-managing-snowplow)---
name: managing-snowplow
description: |
Use when working with Snowplow — snowplow behavioral data pipeline management
— monitor collector endpoints, enrichment processes, pipeline health, schema
registry, failed events, and data quality. Use when diagnosing event delivery
issues, inspecting enrichment configurations, or auditing data collection
pipelines.
connection_type: snowplow
preload: false
---
# Managing Snowplow
Manage and monitor Snowplow behavioral data pipelines — collectors, enrichments, schemas, and event quality.
## Discovery Phase
```bash
#!/bin/bash
SNOWPLOW_API="${SNOWPLOW_API_URL:-https://console.snowplowanalytics.com/api}"
AUTH="Authorization: Bearer $SNOWPLOW_API_TOKEN"
echo "=== Pipeline Status ==="
curl -s -H "$AUTH" "$SNOWPLOW_API/msc/v1/organizations/$SNOWPLOW_ORG_ID/pipelines" \
| jq -r '.[] | [.id, .name, .status, .cloudProvider] | @tsv' | column -t | head -10
echo ""
echo "=== Schema Registry ==="
curl -s -H "$AUTH" "$SNOWPLOW_API/msc/v1/organizations/$SNOWPLOW_ORG_ID/registry/schemas" \
| jq -r '.[] | [.vendor, .name, .version, .format] | @tsv' | column -t | head -15
echo ""
echo "=== Enrichments ==="
curl -s -H "$AUTH" "$SNOWPLOW_API/msc/v1/organizations/$SNOWPLOW_ORG_ID/enrichments" \
| jq -r '.[] | [.name, .enabled, .kind] | @tsv' | column -t | head -10
```
## Analysis Phase
```bash
#!/bin/bash
SNOWPLOW_API="${SNOWPLOW_API_URL:-https://console.snowplowanalytics.com/api}"
AUTH="Authorization: Bearer $SNOWPLOW_API_TOKEN"
echo "=== Failed Events (Last 24h) ==="
curl -s -H "$AUTH" "$SNOWPLOW_API/msc/v1/organizations/$SNOWPLOW_ORG_ID/pipelines/$SNOWPLOW_PIPELINE_ID/failed-events/summary" \
| jq -r '.failedEvents[] | [.errorType, .count, .lastSeen] | @tsv' | column -t | head -10
echo ""
echo "=== Pipeline Metrics ==="
curl -s -H "$AUTH" "$SNOWPLOW_API/msc/v1/organizations/$SNOWPLOW_ORG_ID/pipelines/$SNOWPLOW_PIPELINE_ID/metrics" \
| jq '{eventsPerSecond: .eventsPerSecond, enrichedEvents: .enrichedEvents, failedEvents: .failedEvents}'
echo ""
echo "=== Collector Health ==="
curl -s -o /dev/null -w "HTTP Status: %{http_code}\nResponse Time: %{time_total}s\n" \
"$SNOWPLOW_COLLECTOR_URL/health"
echo ""
echo "=== Schema Validation Errors ==="
curl -s -H "$AUTH" "$SNOWPLOW_API/msc/v1/organizations/$SNOWPLOW_ORG_ID/pipelines/$SNOWPLOW_PIPELINE_ID/failed-events?reason=SchemaViolation" \
| jq -r '.events[:5][] | [.schema, .error, .timestamp] | @tsv' | column -t
```
## Output Format
```
PIPELINE HEALTH
Pipeline: <name> (<status>)
Events/sec: <rate>
Enriched (24h): <count>
Failed (24h): <count>
FAILED EVENTS
Error Type Count Last Seen
SchemaViolation <n> <timestamp>
EnrichmentFail <n> <timestamp>
SCHEMAS
Vendor Name Version
<vendor> <schema-name> <version>
ENRICHMENTS
Name Enabled Kind
<enrichment> true <type>
```
## Anti-Hallucination Rules
1. **NEVER assume resource names** — always discover via CLI/API in Phase 1 before referencing in Phase 2.
2. **NEVER fabricate metric names or dimensions** — verify against the service documentation or `--help` output.
3. **NEVER mix CLI commands between service versions** — confirm which version/API you are targeting.
4. **ALWAYS use the discovery → verify → analyze chain** — every resource referenced must have been discovered first.
5. **ALWAYS handle empty results gracefully** — an empty response is valid data, not an error to retry.
## Counter-Rationalizations
| Shortcut | Counter | Why |
|----------|---------|-----|
| "I'll skip discovery and check known resources" | Always run Phase 1 discovery first | Resource names change, new resources appear — assumed names cause errors |
| "The user only asked for a quick check" | Follow the full discovery → analysis flow | Quick checks miss critical issues; structured analysis catches silent failures |
| "Default configuration is probably fine" | Audit configuration explicitly | Defaults often leave logging, security, and optimization features disabled |
| "Metrics aren't needed for this" | Always check relevant metrics when available | API/CLI responses show current state; metrics reveal trends and intermittent issues |
| "I don't have access to that" | Try the command and report the actual error | Assumed permission failures prevent useful investigation; actual errors are informative |
Attribution
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