Databricks Structured Streaming

Databricks Structured Streaming is a scalable and fault-tolerant stream processing engine built on the Spark SQL engine. It enables users to express streaming computations the same way they express batch computations against static data, utilizing the Spark DataFrame and Dataset API. It is a core component of the Databricks Lakehouse Platform for real-time analytics and ETL.

Brand Authority Index (BAI): 92/100

Archetype: Challenger

Category: Data Engineering

Part of: Databricks

https://optimly.ai/brand/databricks-structured-streaming

Last analyzed: April 11, 2026