Part 9/11:
- Support for Machine Learning: A well-governed, certified data environment supports their machine learning initiatives, particularly in building reliable predictive models.
Their progress is quantified by over 30-40% of data pipelines now adhering to certifications, with ongoing efforts to streamline data discovery and management further.
Architectural Variations and Future Directions
Lowe’s employs a hybrid data mesh model, combining pure domain ownership with flexible interfaces to handle scenarios like data sharing across competing domains or isolating sensitive data. They also leverage a "full-federated" approach in some cases for scalability, and are exploring combinations with centralized governance.