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Change Data Capture is the invisible layer enabling real-time analytics and event-driven systems — but most teams only think about it after their first production incident

Teams keep forcing their warehouse to do integration work it was never designed for. The result is ballooning costs, opaque failures, and architectures that become harder to maintain the more they 'succeed.' Here's the case for separating data movement from analytics storage.

Every enterprise dashboard claims AI is transforming the business. The actual productivity numbers tell a very different story — and understanding why matters for every team making AI investment decisions.