Batch vs Real-time Inference

Summary

Batch inference processes large volumes of data on a schedule; real-time inference responds to individual requests instantly — the choice shapes your entire serving architecture.

• 1Identify which of your projects genuinely need real-time inference vs. could run in batch.
• 2Learn the cost and latency trade-offs between the two approaches.
• 3Build a small batch inference job and a small real-time endpoint to feel the difference directly.