{"product_id":"apache-spark-4-0-build-high-performance-data-engineering-pipelines-with-spark-sql-structured-streaming-and-modern-cluster-architectures-9798249316587","title":"Apache Spark 4.0: Build High-Performance Data Engineering Pipelines with Spark SQL, Structured Streaming, and Modern Cluster Architectures","description":"\u003cp\u003e • Author(s): Yila Harrison\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Data Science - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eBuild High-Performance Data Engineering Pipelines with Spark SQL, Structured Streaming, and Modern Cluster Architectures\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eApache Spark has become the backbone of modern data engineering - but knowing Spark isn't the same as mastering it in production.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eApache Spark 4.0\u003c\/b\u003e is a deeply practical, production-focused guide for data engineers, platform engineers, and analytics professionals who want to build scalable, fault-tolerant, high-performance data pipelines using Spark SQL, Structured Streaming, and modern cluster architectures.\u003c\/p\u003e\u003cp\u003eThis book goes far beyond surface-level tutorials. It teaches you how Spark actually works under the hood - and how to use that knowledge to design systems that scale.\u003c\/p\u003e\u003cp\u003eYou won't just learn Spark APIs.\u003cbr\u003eYou'll learn how to think like the Spark engine.\u003c\/p\u003e\u003cbr\u003e\u003cb\u003eWhat You'll Master\u003c\/b\u003e\u003cp\u003eInside this book, you will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eUnderstand Spark's execution model: jobs, stages, tasks, DAGs, Catalyst, and Tungsten\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eWrite high-performance Spark SQL queries and choose efficient join strategies\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDesign batch, streaming, and hybrid pipelines that scale\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOptimize memory, CPU, shuffle behavior, and partitioning\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild real-time pipelines with Structured Streaming\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDeploy Spark on Kubernetes and modern cloud architectures\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDiagnose slow jobs and production failures with confidence\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApply operational best practices for reliability and fault tolerance\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDesign complete end-to-end data engineering systems\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eEach chapter builds progressively - from core fundamentals to advanced architectural decisions - ensuring you develop both tactical skills and strategic judgment.\u003c\/p\u003e\u003cbr\u003e\u003cb\u003eBuilt for Real-World Production\u003c\/b\u003e\u003cp\u003eThis book is not theoretical.\u003c\/p\u003e\u003cp\u003eEvery concept is explained clearly, then grounded in practical Spark applications. You will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003ePrevent silent data corruption\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHandle skewed data and large shuffles\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTune Spark configurations that actually matter\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDebug production failures under pressure\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDesign pipelines that survive real workloads\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eIf you work with large-scale data, this book gives you the mental models and tools needed to operate Spark with confidence.\u003c\/p\u003e\u003cbr\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cp\u003eThis book is ideal for: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eData Engineers building batch and streaming pipelines\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eAnalytics Engineers optimizing Spark SQL workloads\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePlatform Engineers managing Spark clusters\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDevelopers moving from Spark basics to production mastery\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTeams adopting Spark 4.0 and modern cluster architectures\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eIf you already know basic Spark and want to move into performance tuning, reliability, and architecture design - this book is for you.\u003c\/p\u003e\u003cbr\u003e\u003cb\u003eWhy Apache Spark 4.0 Matters\u003c\/b\u003e\u003cp\u003eSpark 4.0 represents a refinement of Spark's execution engine, adaptive query behavior, and production readiness. This book shows you how to leverage those improvements without guesswork.\u003c\/p\u003e\u003cp\u003eInstead of memorizing settings or copying code snippets, you'll understand: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eWhy Spark behaves the way it does\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow execution plans translate into real resource usage\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eWhen Spark is the right tool - and when it isn't\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThat clarity is what separates average Spark users from high-impact data engineers.\u003c\/p\u003e\u003cbr\u003eBuild Systems That Scale\u003cp\u003eData systems fail when engineers treat Spark as a black box.\u003c\/p\u003e\u003cp\u003eThis book removes that black box.\u003c\/p\u003e\u003cp\u003eBy the end, you will be able to design and deploy robust, high-performance data pipelines - from ingestion to analytics - using Spark SQL, Structured Streaming, and modern cluster architectures.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47593264906391,"sku":"9798249316587","price":1443.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798249316587.webp?v=1774981226","url":"https:\/\/atlanticbooks.com\/products\/apache-spark-4-0-build-high-performance-data-engineering-pipelines-with-spark-sql-structured-streaming-and-modern-cluster-architectures-9798249316587","provider":"Atlantic Books","version":"1.0","type":"link"}