1.4. The Processing Paradigms

💡 First Principle: All data processing is either batch or stream, and the choice depends on one question: how fresh does the data need to be? Batch processing collects data over time and processes it in chunks—efficient but introduces delay. Stream processing handles data as it arrives—immediate but complex. Most organizations need both.