(applications) ◦ Inner state is published as events without breaking consistency ◦ Data / event correctness is based into the request and part of every release ◦ We get accountability of data published by source systems for free! • Handle all downstream activities as consumption and processing of events ◦ Raw data for ML features ◦ Curated data for exploration & analytics ◦ Standard stable definitions for reporting