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newsDatabricks·July 7, 2025

Delivering Sub-Second Latency for Operational Workloads on Databricks

Summary

Databricks launched Real-Time Mode for Spark Structured Streaming to deliver millisecond-level latency for operational workloads using fixed-duration batches and concurrent stage execution. Customers achieved P99 latencies of 50-152 milliseconds for fraud detection, feature store updates, and device tracking—orders of magnitude lower than existing Spark streaming modes.

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