Understanding Apache Spark Structured Streaming for Real Time Data Processing

Title: Understanding Apache Spark Structured Streaming for Real Time Data Processing

URL Source: https://medium.com/@muaazmuzammil69/understanding-apache-spark-structured-streaming-for-real-time-data-processing-5fea352009c5?source=rss------data_science-5

Published Time: 2026-04-27T13:01:01Z

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# Understanding Apache Spark Structured Streaming for Real Time Data Processing | by Muaaz | Apr, 2026 | Medium

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# Understanding Apache Spark Structured Streaming for Real Time Data Processing

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In today’s world, working with data and transforming it into meaningful insights is essential for better decision-making. We continuously build and design data pipelines that ingest data from multiple sources, apply transformations, and deliver it to stakeholders. However, data comes in two forms: batch and streaming.

In many real-world scenarios, data flows continuously in real time. Processing this type of data is handled using **Apache Spark Structured Streaming**, whic