Watches pipeline and schema health and flags breaks for analyst review.
Activation complexity
Medium
Time to activate
10-14 days
Volume share
15-20% of role volume
Impact range
Hours, not days
Inherited pricing
€0.80 – €3.50 per query or report handled
This capability shares the Data Analyst's metered unit. A query or report handled is counted once at the role level regardless of which capability handled it. Adding this capability to an active deployment does not change the per-action price.
What this capability handles
Data Quality Monitoring watches pipeline and schema health signals across the warehouse and transformation layer, detects freshness breaks, row-count drift, and schema changes, and routes findings with impact context — with analyst review on material-impact breaks.
Workflow summary
Watches signals, detects breaks, assesses impact, routes findings.
Stages
Decision logic
Uses pipeline-signal thresholds and schema-drift rules to detect breaks and prioritize by downstream impact.
Systems and data
{warehouse,"transformation layer","BI tool",messaging}
{"pipeline metadata","schema catalog","freshness expectations","prior findings"}
Exceptions & human handoff
Material-impact breaks, cross-domain schema changes, or regulatory-data affected cases route to the analyst.
Material impact, cross-domain change, or regulatory-data flag.
Readiness
Pipeline metadata accessible, freshness expectations documented, transformation layer wired.
Owner on client side · Head of Data
Impact contribution
15-25% of role impact is pipeline-health detection lead time with impact triage.
Primary KPI · Pipeline-health detection lead time · Hours, not days
Capability-specific integrations
Beyond the Data Analyst's base stack, this capability plugs into:
The chat opens with Data Analyst and Data Quality Monitoring pre-selected. You can add other capabilities during the conversation.