Data Lake vs. Data Warehouse: What’s the Difference and Which One Do You Actually Need to Succeed in the Era of AI?

If you’ve spent any time evaluating modern data architectures, you’ve probably heard the debate: data lake vs. data warehouse. And while both store and analyze data, they solve very different problems, especially in the era of AI, observability, and exploding telemetry data volumes.