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Lumera Data & AI Studio — Build trusted data. Deploy useful AI.

Services

Data Quality & Governance

Create data that is reliable, traceable, and governed across its lifecycle.

Team working on the Data Quality & Governance service

The business challenge

Without ownership, rules, lineage, and resolution processes, data defects become business incidents. Lumera makes quality measurable and actionable.

What Lumera delivers

  • Quality rules tied to usage and ownership.
  • A catalog, glossary, and traceability suited to your organization.
  • Controlled schema change and drift management.

Core capabilities

  • Schema validation, data quality, and observability
  • Lineage, catalog, metadata, and business glossary
  • Ownership, data contracts, and access policies
  • Retention, validation, and audit trail

Example use cases

  • Quality controls on critical flows
  • Schema and metric drift detection
  • Catalog and glossary implementation
  • Access review or audit preparation

Technologies we work with

  • dbt tests
  • Great Expectations
  • Soda
  • OpenMetadata
  • Microsoft Purview
  • Schema Sentinel

Delivery approach and architecture

  1. 01Discover
  2. 02Classify
  3. 03Govern
  4. 04Monitor
  5. 05Audit

Engineering practices

  • Explicit ownership, data contracts, and versioned rules
  • SLA/SLO, issue ownership, and controlled evolution
  • End-to-end lineage and audit trail

Security and production readiness

  • Classification, least privilege, segregation of duties, encryption, and access review.
  • Periodic access controls, segregation of duties, and usable audit evidence.