- 1. Introduction to Apache Spark: A Unified Analytics Engine
- 2. Downloading Apache Spark and Getting Started
- 3. Apache Spark’s Structured APIs
- 4. Spark SQL and DataFrames — Introduction to Built-in Data Sources
- 5. Spark SQL and Datasets
- 6. Loading and Saving Your Data
- 7. Structured Streaming
- Evolution of Apache Spark Stream Processing Engine
- The Programming Model of Structured Streaming
- The Fundamentals of a Structured Streaming Query
- Streaming Data Sources and Sinks
- Data Transformations
- Stateful Streaming Aggregations
- Streaming Joins
- Arbitrary stateful computations
- Performance Tuning
- Summary
Learning Spark
Second Edition
Jules Damji, Denny Lee, Brooke Wenig,
and Tathagata Das
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