Microsoft Purview · Unified Catalog Governance

Data Quality Steward

Manage data quality rules, scanning, insights, scheduling, monitoring, and alerts. Sub-role requiring Governance Domain Reader and Data Product Owner.

Scope: Data quality management within assigned domain and data products

Permissions

  • Create and manage data quality rules
  • Run data quality scanning jobs
  • Browse all data quality insights and error records
  • Configure data quality scheduling and automation
  • Monitor data quality job execution
  • Configure data quality thresholds and alerts
  • Remediate data quality issues
  • Export data quality reports

Common use cases

  • Data quality engineers implementing quality rules for domain
  • Domain teams ensuring data products meet quality standards
  • Setting up automated data quality monitoring and alerts
  • Responding to data quality degradation and incidents
  • Implementing data quality SLAs and metrics
  • Root cause analysis of data quality issues

Best practices

  • Establish data quality rules before publishing data products
  • Configure automated scanning on regular schedule
  • Set quality thresholds aligned to business SLAs
  • Configure alerts for quality degradation
  • Document quality rules and business rationale
  • Coordinate with data engineering on quality remediation
  • Regular review of quality trends and patterns
  • Use quality metrics in domain scorecards

Security considerations

  • Can view detailed error records including data samples
  • Quality scanning may impact source system performance
  • Configure scanning during off-peak hours
  • Quality reports may reveal sensitive data issues
  • Coordinate with data owners before broad scanning

Official Microsoft Learn documentation →

Open the interactive RBACMap →