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Real-Time Analytics with Apache Spark
Paperback
ISBN13: 9788169646109
Publisher: Orange Education Pvt Ltd
Published: Jun 12 2026
Pages: 366
Weight: 1.38
Height: 0.76 Width: 7.50 Depth: 9.25
Language: English
Turn Data in Motion into Decisions in Real
Book Description
The Next Generation of Data Platforms Will Be Real-Time, Intelligent, and Always On
Real-time Analytics with Apache Spark is your complete, comprehensive guide to building production-grade streaming systems using Apache Spark Structured Streaming on the Databricks platform, from first principles to enterprise-scale deployment.
You begin with Spark fundamentals and streaming concepts, then progressively advance through windowed aggregations, stateful processing with transformWithState, stream-stream joins, and the new Real-time Mode for sub-second latency. Every chapter combines clear explanations with production-ready code, preparing you to handle real-world challenges including late data, state management, and performance tuning across Kafka, Kinesis, Event Hubs, and Auto Loader.
The final section teaches you to think like a production engineer by packaging pipelines with Declarative Automation Bundles, automating deployments with CI/CD, integrating ML inference into streaming workflows, and building monitoring dashboards with custom alerts. By the end of the book, you will have a proven blueprint for delivering scalable, fault-tolerant streaming solutions on Apache Spark and Databricks.
What you will learn
● Build fault-tolerant streaming pipelines with exactly-once guarantees on Apache Spark.
● Apply windowed aggregations, watermarks, and stateful processing for real-time data workflows.
● Ingest streaming data from Kafka, Kinesis, Event Hubs, and Auto Loader at scale.
● Deploy streaming pipelines using Declarative Automation Bundles and CI/CD on Databricks.
● Integrate real-time ML inference into production streaming data workflows with confidence.
● Monitor, debug, and tune streaming jobs for production performance and operational reliability.
Table of Contents
1. Real-Time Analytics Landscape and Use Cases
2. Apache Spark Fundamentals (with a Streaming Mindset)
3. Structured Streaming
4. Deep Dive into Sources and Sinks
5. Windowed and Stateful Operations
6. Writing Streaming Queries with Spark SQL
7. Low-Latency Streaming with Spark Real-Time Mode
8. Machine Learning for Streaming Applications
9. Monitoring, Debugging, and Performance Tuning
10. Packaging, Orchestration, and CI/CD Using Declarative Automation Bundles.
11. End-to-End Real-Time Analytics Project
Index
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