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🗄️ Data & SQL Engineering
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Batch vs Streaming

Streaming costs more to build, more to run and far more to debug, so the question is never which is more modern but what the decision latency actually is. Most customers who ask for real-time need fresh-enough, and the useful move is converting a vague freshness request into a number tied to a decision someone makes.

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