{"product_id":"building-scalable-data-systems-with-apache-spark-4-x-architect-optimize-and-operate-distributed-pipelines-with-sql-pyspark-and-modern-lakehouse-t-9798195327088","title":"Building Scalable Data Systems with Apache Spark 4.x: Architect, Optimize, and Operate Distributed Pipelines with SQL, PySpark, and Modern Lakehouse T","description":"\u003cp\u003e • Author(s): Kevin R. Auguste\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Data Science - Data Analytics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAre your data pipelines slowing down, breaking under scale, or becoming too complex to maintain?\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eModern data systems demand more than scripts that \"just work.\" They require reliability, performance, and the ability to evolve without constant rewrites. Yet many engineers and analysts struggle with inefficient Spark jobs, unpredictable execution, and rising infrastructure costs.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eThis book addresses that gap.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003e\u003ci\u003eBuilding Scalable Data Systems with Apache Spark 4.x\u003c\/i\u003e\u003c\/b\u003e is a practical guide to designing, optimizing, and operating distributed data pipelines using \u003cb\u003eApache Spark, PySpark, SQL, and lakehouse technologies\u003c\/b\u003e. It focuses on how Spark actually behaves at scale, so you can build systems that are not only functional, but fast, stable, and production-ready.\u003c\/p\u003e\u003cp\u003eYou won't just learn how to write Spark code, you'll learn how to think like a data systems engineer.\u003c\/p\u003e\u003cp\u003eInside, you will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDesign end-to-end pipelines from ingestion to output using \u003cb\u003ePySpark and SQL\u003c\/b\u003e\n\u003c\/li\u003e\n\u003cli\u003eUnderstand execution internals like \u003cb\u003eDAGs, jobs, stages, and Catalyst optimization\u003c\/b\u003e\n\u003c\/li\u003e\n\u003cli\u003eOptimize performance through \u003cb\u003epartitioning, Adaptive Query Execution (AQE), and efficient joins\u003c\/b\u003e\n\u003c\/li\u003e\n\u003cli\u003eBuild reliable streaming systems with \u003cb\u003eStructured Streaming and exactly-once semantics\u003c\/b\u003e\n\u003c\/li\u003e\n\u003cli\u003eWork with modern storage systems like \u003cb\u003eDelta Lake and Apache Iceberg\u003c\/b\u003e\n\u003c\/li\u003e\n\u003cli\u003eDeploy and operate Spark workloads using \u003cb\u003eKubernetes, monitoring, and resource tuning\u003c\/b\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eEach chapter builds practical intuition, connecting code to execution so you can diagnose bottlenecks, reduce cost, and scale confidently.\u003c\/p\u003e\u003cp\u003eIf you work as a \u003cb\u003edata engineer, data analyst, backend developer, or data scientist\u003c\/b\u003e, this book equips you with the skills to move beyond trial-and-error and build systems that perform consistently in real-world environments.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eYour data is growing. Your systems should keep up.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eGet your copy today\u003c\/b\u003e and start building data pipelines that scale, perform, and last.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47882892509335,"sku":"9798195327088","price":2183.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798195327088.webp?v=1781097820","url":"https:\/\/atlanticbooks.com\/products\/building-scalable-data-systems-with-apache-spark-4-x-architect-optimize-and-operate-distributed-pipelines-with-sql-pyspark-and-modern-lakehouse-t-9798195327088","provider":"Atlantic Books","version":"1.0","type":"link"}