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Apache Spark for Real-time Stream Processing

Overview

Skills Needed

Learn to process real-time data streams with Apache Spark. Explore Spark Streaming, Kafka integration, and more. Enroll now!

  • Intermediate knowledge of Apache Spark fundamentals
  • Understanding of stream processing concepts

Outline

  • Introduction to Real-time Stream Processing
  • Working with Discretized Streams (DStreams)
  • Spark Streaming Architecture and Components
  • Windowed Operations and Stateful Processing
  • Integrating with Apache Kafka
  • Handling Fault Tolerance and Exactly-once Semantics
  • Processing Complex Event Flows
  • Real-time Aggregations and Analytics
  • Advanced Streaming Techniques
  • Best Practices for Real-time Stream Processing with Apache Spark

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