seniorMLOps

What is online vs batch inference?

Updated May 17, 2026

Short answer

Online inference serves real-time predictions; batch inference processes data in bulk.

Deep explanation

Online inference prioritizes low latency and is used in APIs. Batch inference processes large datasets periodically and is cost-efficient. The choice depends on business requirements.

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