In addition to the skills badges, Google Cloud said, it recently announced a new, lab-based exam as a model for those who want to renew their Associate Cloud Engineer certifications.

The scientific approach to data engineering, emphasising context preservation, data integrity and flexible access patterns, offers a blueprint for managing complex data ecosystems in any domain.