Spark Streaming vs Structured Streaming: A Basic Comparison

📰 Dev.to · Raghav Sharma

Learn the differences between Spark Streaming and Structured Streaming for real-time data processing in Apache Spark

intermediate Published 30 Apr 2026
Action Steps
  1. Run a Spark Streaming job to process real-time data from a source like Kafka
  2. Configure a Structured Streaming query to handle micro-batch processing
  3. Compare the performance of Spark Streaming and Structured Streaming for a specific use case
  4. Apply the concepts of windowing and watermarking in Structured Streaming
  5. Test the fault tolerance and reliability of both Spark Streaming and Structured Streaming
Who Needs to Know This

Data engineers and Spark developers can benefit from understanding the differences between Spark Streaming and Structured Streaming to choose the best approach for their real-time data processing needs

Key Insight

💡 Structured Streaming provides a more unified and efficient way of handling real-time data processing compared to Spark Streaming

Share This
💡 Spark Streaming vs Structured Streaming: Which one to use for real-time data processing? #ApacheSpark #RealTimeDataProcessing

Key Takeaways

Learn the differences between Spark Streaming and Structured Streaming for real-time data processing in Apache Spark

Full Article

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