As of Spark 4.0.0, the Structured Streaming Programming Guide has been broken apart into smaller, more readable pages. You can find these pages here.

May 9, 2025 · Learn core concepts for configuring incremental and near real-time workloads with Structured Streaming.

This tutorial module introduces Structured Streaming, the main model for handling streaming datasets in Apache Spark. In Structured Streaming, a data stream is treated as a table that is being continuously …

Jul 25, 2025 · In this post, I’ll show you how to build your first Structured Streaming pipeline in Databricks using PySpark —with code, best practices, and real-world context.

In this guide, we’ll explore what Structured Streaming in PySpark entails, detail its operational mechanics with practical examples, highlight its key features, and demonstrate its application in real …

Oct 2, 2024 · Learn core concepts for configuring incremental and near real-time workloads with Structured Streaming.

Learn Spark Structured Streaming and Discretized Stream (DStream) for processing data in motion by following detailed explanations and examples.