{"product_id":"9781801077743-data-engineering-wapache-spar","title":"Data Engineering with Apache Spark, Delta Lake, and Lakehouse","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eCreate scalable pipelines that ingest, curate, and aggregate complex data in a timely and secure way. Discover the roadblocks you may face in data engineering and keep up with the latest trends such as Delta Lake. This book will help you learn how to build data pipelines that can auto-adjust to changes. Using practical examples, you will implement a solid data engineering platform that will streamline data science, ML, and AI tasks. \u003cp\u003e\u003cb\u003eUnderstand the complexities of modern-day data engineering platforms and explore strategies to deal with them with the help of use case scenarios led by an industry expert in big data\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eBecome well-versed with the core concepts of Apache Spark and Delta Lake for building data platforms\u003c\/li\u003e\n\u003cli\u003eLearn how to ingest, process, and analyze data that can be later used for training machine learning models\u003c\/li\u003e\n\u003cli\u003eUnderstand how to operationalize data models in production using curated data\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eIn the world of ever-changing data and schemas, it is important to build data pipelines that can auto-adjust to changes. This book will help you build scalable data platforms that managers, data scientists, and data analysts can rely on.\u003c\/p\u003e\n\u003cp\u003eStarting with an introduction to data engineering, along with its key concepts and architectures, this book will show you how to use Microsoft Azure Cloud services effectively for data engineering. You'll cover data lake design patterns and the different stages through which the data needs to flow in a typical data lake. Once you've explored the main features of Delta Lake to build data lakes with fast performance and governance in mind, you'll advance to implementing the lambda architecture using Delta Lake. Packed with practical examples and code snippets, this book takes you through real-world examples based on production scenarios faced by the author in his 10 years of experience working with big data. Finally, you'll cover data lake deployment strategies that play an important role in provisioning the cloud resources and deploying the data pipelines in a repeatable and continuous way.\u003c\/p\u003e\n\u003cp\u003eBy the end of this data engineering book, you'll know how to effectively deal with ever-changing data and create scalable data pipelines to streamline data science, ML, and artificial intelligence (AI) tasks.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eDiscover the challenges you may face in the data engineering world\u003c\/li\u003e\n\u003cli\u003eAdd ACID transactions to Apache Spark using Delta Lake\u003c\/li\u003e\n\u003cli\u003eUnderstand effective design strategies to build enterprise-grade data lakes\u003c\/li\u003e\n\u003cli\u003eExplore architectural and design patterns for building efficient data ingestion pipelines\u003c\/li\u003e\n\u003cli\u003eOrchestrate a data pipeline for preprocessing data using Apache Spark and Delta Lake APIs\u003c\/li\u003e\n\u003cli\u003eAutomate deployment and monitoring of data pipelines in production\u003c\/li\u003e\n\u003cli\u003eGet to grips with securing, monitoring, and managing data pipelines models efficiently\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis book is for aspiring data engineers and data analysts who are new to the world of data engineering and are looking for a practical guide to building scalable data platforms. If you already work with PySpark and want to use Delta Lake for data engineering, you'll find this book useful. Basic knowledge of Python, Spark, and SQL is expected.\u003c\/p\u003e\n\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41078739927137,"sku":"9781801077743","price":47.77,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/0a559a853f895a473ed0a628349ed0ab.png?v=1700717651","url":"https:\/\/www.rarewaves.com\/products\/9781801077743-data-engineering-wapache-spar","provider":"Rarewaves.com","version":"1.0","type":"link"}