enable developers to change things independently, without needing a centralized team to write intermediary code. And unlike the centralized Data Warehouse, the responsibility for cleaning, ingesting, analyzing, and publishing accurate data to the rest of the organization would be pushed into each business and application team, where they have the most knowledge of what the data actually means.”