Garbage-In, Garbage-Out CycleModern Data ManagementWhat Is Data Debt?How Garbage-In, Garbage-Out CompoundsThe Death of Data WarehousesThe Pre-Modern EraSoftware Eats the WorldA Move Toward MicroservicesData Architecture in DisrepairRise of the Modern Data StackThe Big PlayersRapid GrowthProblems in ParadiseData-Centric AI and the Rise of Shift Left Data PracticesDiminishing ROI of Improving ML ModelsCommoditization of Data Science WorkflowsData’s Rise Over ML in Creating a Competitive AdvantageThe Rise of Shift Left Data PracticesConclusion