Processes
Explore lifecycle processes, operational workflows, and governance reviews that guide how teams build and operate across the Velocity Blueprint.
Lifecycle processes (xDLCs)
Operational processes
Governance processes
Data Development Life Cycle (DDLC)
Lifecycle for data products and pipelines.
Lifecycle Data core
Traditional
1
Discover
Identify data sources and requirements
Responsible: Data product owner (DPO)
Data sources identified
2
3
4
5
6
AI-Native
Discovery Discovery Agents
Human role: Describes data need
Outputs:
Source identificationSchema analysis
Pipeline Pipeline Agents
Human role: Reviews contracts
Outputs:
ETL/ELT codeTransformationsData contracts
Quality Quality Agents
Human role: Sets thresholds
Outputs:
Schema validationPII detectionAnomaly checks
Publish Publish Agents
Human role: Approves access
Outputs:
Catalog entryDocumentationAccess policies
Monitor Monitor Agents
Human role: Reviews alerts
Outputs:
Freshness checksQuality driftUsage patterns