Simplifying Real-time Data Processing with Spark Streaming’s foreachBatch with working code

Canadian Data Guy
5 min readJun 7, 2023

Comprehensive guide to implementing a fully operational Streaming Pipeline that can be tailored to your specific needs. In this working example, you will learn how to parameterize the ForEachBatch function.


· Spark Streaming & foreachBatch
Introducing foreachBatch:
The Power of foreachBatch:
Implementing foreachBatch:
Benefits of foreachBatch:
· Code & Setup
Define parameters for the job
Create a Streaming source



Canadian Data Guy | Data Engineering & Streaming @ Databricks | Ex Amazon/AWS | All Opinions Are My Own