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newsDatabricks·July 7, 2025

A Comprehensive Guide to Streaming on the Data Intelligence Platform

Summary

Databricks provides two incremental processing engines: Structured Streaming for low-latency streaming operations and Enzyme for batch queries, which automatically optimizes SQL without manual complexity. New features include real-time mode for subsecond latency, Transform with State API for simplified state handling, and expanded materialized view support for complex SQL patterns.

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