Data Engineering with Google Cloud Platform | Data

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<span class="tabs-label"> Preview Book </span> </span> <dialog id="book-preview-dialog" class="dialog dialog-product-preview"> <div class="content"> <img src="https://www.packtpub.com/rebuild/build/assets/close-BX_BCJyJ.svg" class="icon icon-4" title="Close" data-dialog-close="book-preview-dialog" /> <div class="content-body"> <div class="slider-container text-transform-none" data-slider-container="product-preview-slider"> <div class="slider-container-title"> <h2>Data Engineering with Google Cloud Platform</h2> </div> <div class="slider-container-items reader-section-content"> <div class="slider-item " data-slider-item=1> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-17">Fundamentals of Data Engineering</h1> <div id="_idContainer020"> <p>Years ago, when I initially <a id="_idIndexMarker000"></a>entered the world of <strong class="bold">data analytics</strong>, I used to think data was clean – clean in terms of readiness and neatly organized. I was so excited to <a id="_idIndexMarker001"></a>experiment with <strong class="bold">machine learning</strong> models, find unusual patterns in data, and play around with clean data. But after years of experience working with data, I realized that data analytics in big organizations <span class="No-Break">isn’t straightforward.</span></p> <p>Most of the effort goes into collecting, cleaning, and transforming the data. If you have had any experience in working with data, I am sure you’ve noticed something similar. But the good news is that we know that all processes can be automated using proper planning, designing, and engineering skills. That was the point where I realized that data engineering would be the most critical role in the future of the data <span class="No-Break">science world.</span></p> <p>To develop a successful <a id="_idIndexMarker002"></a>data ecosystem in any organization, the most crucial part is how they design the...</p></div></div> </div> <div class="slider-item d-none " data-slider-item=2> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-18">Understanding the data life cycle</h1> <div id="_idContainer020"> <p>Understanding the data life cycle is the first principle in becoming a data engineer. If you’ve worked <a id="_idIndexMarker004"></a>with data, you must know that data doesn’t stay in one place; it moves from one storage to another, from one database to another database. Understanding the data life cycle means you need to be able to answer these sorts of questions if you want to display information to your <span class="No-Break">end user:</span></p> <ul> <li>Who will consume <span class="No-Break">the data?</span></li> <li>What data sources should <span class="No-Break">I use?</span></li> <li>Where should I store <span class="No-Break">the data?</span></li> <li>When should the <span class="No-Break">data arrive?</span></li> <li>Why does the data need to be stored in <span class="No-Break">this place?</span></li> <li>How should the data <span class="No-Break">be processed?</span></li> </ul> <p>To answer all those questions, we’ll start by looking back a little bit at the history of <span class="No-Break">data technologies.</span></p> <a id="_idTextAnchor018"></a><h2 id="_idParaDest-19">Understanding the need for a data warehouse</h2> <p><strong class="bold">Data warehouse</strong> is not a <a id="_idIndexMarker005"></a>new concept; I believe you’ve at least heard of it. In fact, this terminology is no longer appealing. In my experience, no...</p></div></div> </div> <div class="slider-item d-none " data-slider-item=3> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-20">Start with knowing the roles of a data engineer</h1> <div id="_idContainer020"> <p>In the later chapters, we will spend much of our time doing practical exercises to understand data <a id="_idIndexMarker027"></a>engineering concepts. But before that, let’s quickly take a look at the data <span class="No-Break">engineer role.</span></p> <p>The job role is getting more and more popular now, but the terminology itself is relatively new compared to well-established job roles, such as accountant, lawyer, and doctor. The impact is that sometimes there is still a debate about what a data engineer should and <span class="No-Break">shouldn’t do.</span></p> <p>For example, if you came to a hospital and met a doctor, you know for sure that the doctor would do <span class="No-Break">the following:</span></p> <ol> <li>Examine <span class="No-Break">your condition.</span></li> <li>Make a diagnosis of your <span class="No-Break">health issues.</span></li> <li><span class="No-Break">Prescribe medicine.</span></li> </ol> <p>The doctor wouldn’t do <span class="No-Break">the following:</span></p> <ol> <li>Clean <span class="No-Break">the hospital.</span></li> <li>Make <span class="No-Break">the medicine.</span></li> <li>Manage <span class="No-Break">hospital administration.</span></li> </ol> <p>It’s clear, and it applies to most well-established job roles. But how about data engineers...</p></div></div> </div> <div class="slider-item d-none " data-slider-item=4> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-23">Going through the foundational concepts for data engineering</h1> <div id="_idContainer020"> <p>Even though <a id="_idIndexMarker038"></a>there are many data engineering concepts that we will learn throughout the book by using <strong class="bold">Google Cloud Platform</strong> (<strong class="bold">GCP</strong>), there are <a id="_idIndexMarker039"></a>some basic concepts that you need to know as data engineers. In my experience of interviewing in data companies, I discovered that these foundational concepts are often asked to assess how much you know about data engineering. Take the <span class="No-Break">following examples:</span></p> <ul> <li>What <span class="No-Break">is ETL?</span></li> <li>What’s the <a id="_idIndexMarker040"></a>difference between ETL and <strong class="bold">Extract, Load, and </strong><span class="No-Break"><strong class="bold">Transform</strong></span><span class="No-Break"> (</span><span class="No-Break"><strong class="bold">ELT</strong></span><span class="No-Break">)?</span></li> <li>What is <span class="No-Break">big data?</span></li> <li>How do you handle large volumes <span class="No-Break">of data?</span></li> </ul> <p>These questions are quite common, yet particularly important to deeply understand the concepts since they may affect our decisions on architecting our data <span class="No-Break">life cycles.</span></p> <a id="_idTextAnchor023"></a><h2 id="_idParaDest-24">ETL concept in data engineering</h2> <p>ETL is the <a id="_idIndexMarker041"></a>key foundation of data engineering. Everything <a id="_idIndexMarker042"></a>in the data life cycle is ETL; any part that happens from upstream to downstream is ETL. Let&...</p></div></div> </div> <div class="slider-item d-none " data-slider-item=5> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-29">Summary</h1> <div id="_idContainer020"> <p>As a summary of the first chapter, we’ve learned the fundamental knowledge we need as data engineers. Here are some key takeaways from this chapter. First, data doesn’t stay in one place. Data moves from one place to another, called the data life cycle. We also understand that data in a big organization is mostly in silos, and we can solve these data silos using the concepts of a data warehouse and <span class="No-Break">data lake.</span></p> <p>As someone who has started to look into data engineer roles, you may be a little bit lost. The role of data engineers may vary. The key takeaway is not to be confused about the broad expectations in the market. First, you should focus on the core and then expand as you get more experience from the core. In this chapter, we’ve learned what the core of a data engineer is. At the end of the chapter, we learned some of the key concepts. There are three key concepts as a data engineer that you need to be familiar with. These concepts are ETL, big data...</p></div></div> </div> <div class="slider-item d-none " data-slider-item=6> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-30">Exercise</h1> <div id="_idContainer020"> <p>You are a data engineer at a book publishing company and your product manager has asked you to build a dashboard to show the total revenue and customer satisfaction index in a <span class="No-Break">single dashboard.</span></p> <p>Your company doesn’t have any data infrastructure yet, but you know that your company has these three applications that contain TBs <span class="No-Break">of data:</span></p> <ul> <li>The <span class="No-Break">company website</span></li> <li>A book sales application using MongoDB to store sales transactions, including transactions, book IDs, and <span class="No-Break">author IDs</span></li> <li>An author portal application using a MySQL Database to store authors’ personal information, <span class="No-Break">including age</span></li> </ul> <p>Do <span class="No-Break">the following:</span></p> <ol> <li>List down important follow-up questions for <span class="No-Break">your manager</span></li> <li>List down your technical thinking process of how to do it at a <span class="No-Break">high level</span></li> <li>Draw a data <span class="No-Break">pipeline architecture</span></li> </ol> <p>There is no right or wrong answer to this practice. The important thing is that you can imagine how the data flows from upstream to downstream, how it should be processed...</p></div></div> </div> <div class="slider-item d-none " data-slider-item=7> <?xml encoding="utf-8" ?><div class="epub-source"> <h1 id="_idParaDest-31">Further Reading</h1> <div id="_idContainer020"> <p>You can visit the following links to explore more about the topics discussed in <span class="No-Break">this chapter:</span></p> <ul> <li>Understand more about Hadoop and its distributed <span class="No-Break">filesystem: </span><a href="https://hadoop.apache.org/docs/r1.2.1/hdfs_design.pdf" target="_blank"><span class="No-Break">https://hadoop.apache.org/docs/r1.2.1/hdfs_design.pdf</span></a></li> <li>Understand more about how MapReduce <span class="No-Break">works: </span><a href="https://static.googleusercontent.com/media/research.google.com/en//archive/mapreduce-osdi04.pdf" target="_blank"><span class="No-Break">https://static.googleusercontent.com/media/research.google.com/en//archive/mapreduce-osdi04.pdf</span></a></li> <li>Key facts about data engineers and why the role was becoming more popular than the data scientist role in <span class="No-Break">2021: </span><a href="https://www.kdnuggets.com/2021/02/dont-need-data-scientists-need-data-engineers.html" target="_blank"><span class="No-Break">https://www.kdnuggets.com/2021/02/dont-need-data-scientists-need-data-engineers.html</span></a></li> </ul> </div> </div> </div> </div> <div class="slider-container-navigation"> <img src="https://www.packtpub.com/rebuild/build/assets/carousel-arrow-left-DKeTWfdp.svg" class="svg-icon nav-arrow slider-left-arrow" width="35" height="24" alt="Left arrow icon" /> <h2 class="content-footer-title">Page <span class="slider-current-item">1</span> of 7 </h2> <img src="https://www.packtpub.com/rebuild/build/assets/carousel-arrow-right-YQh-CI_o.svg" class="svg-icon nav-arrow slider-right-arrow" width="35" height="24" alt="Right arrow icon" /> </div> </div> </div> </div> </dialog> <a class="tabs" href="https://github.com/PacktPublishing/Data-Engineering-with-Google-Cloud-Platform-Second-Edition" target="_blank"> <img src="https://www.packtpub.com/rebuild/build/assets/download-code-Ct8SOt-Z.svg" class="svg-icon icon-4" alt="Download code icon" /> <span class="tabs-label">Download Code</span> </a> </div> <section class="product-book-content-details"> <span> <h2 class="content-header h5 mb-2">Key benefits</h2> <ul class="content-text mb-2" > <li> Get up to speed with data governance on Google Cloud </li> <li> Learn how to use various Google Cloud products like Dataform, DLP, Dataplex, Dataproc Serverless, and Datastream </li> <li> Boost your confidence by getting Google Cloud data engineering certification guidance from real exam experiences </li> <li> Purchase of the print or Kindle book includes a free PDF eBook </li> </ul> </span> <span> <h2 class="content-header h5 mb-2">Description</h2> <div class="content-text mb-2">The second edition of Data Engineering with Google Cloud builds upon the success of the first edition by offering enhanced clarity and depth to data professionals navigating the intricate landscape of data engineering. Beyond its foundational lessons, this new edition delves into the essential realm of data governance within Google Cloud, providing you with invaluable insights into managing and optimizing data resources effectively. Written by a Data Strategic Cloud Engineer at Google, this book helps you stay ahead of the curve by guiding you through the latest technological advancements in the Google Cloud ecosystem. You’ll cover essential aspects, from exploring Cloud Composer 2 to the evolution of Airflow 2.5. Additionally, you’ll explore how to work with cutting-edge tools like Dataform, DLP, Dataplex, Dataproc Serverless, and Datastream to perform data governance on datasets. 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class="subscription-price-plans-block-label">Unlimited access to Packt's library of 7,000+ practical books and videos</span> </div> <div class="subscription-price-plans-block-features"> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon subscription-price-plans-block-tick" alt="Feature tick icon" /> <span class="subscription-price-plans-block-label">Constantly refreshed with 50+ new titles a month</span> </div> <div class="subscription-price-plans-block-features"> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon subscription-price-plans-block-tick" alt="Feature tick icon" /> <span class="subscription-price-plans-block-label">Exclusive Early access to books as they're written</span> </div> <div class="subscription-price-plans-block-features"> <img src="https://www.packtpub.com/rebuild/build/assets/tick-CxqPKpDp.svg" class="svg-icon subscription-price-plans-block-tick" alt="Feature tick icon" /> <span 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data-analytics-item-framework="" data-analytics-item-concept="Databases" data-analytics-item-publication-year="2023" data-analytics-item-quantity="1" data-analytics-item-index="0" data-analytics-item-format="Paperback" data-analytics-item-price="26.99" data-analytics-item-discount="0" > <div class="product-card-content"> <a class="product-card-content-info" href="https://www.packtpub.com/en-fi/product/database-design-and-modeling-with-google-cloud-9781804617861" target="_blank"> <img src="https://content.packt.com/B19079/cover_image.jpg" alt="Database Design and Modeling with Google Cloud" srcset="https://content.packt.com/_/image/xsmall/B19079/cover_image.jpg 40w, https://content.packt.com/_/image/small/B19079/cover_image.jpg 60w, https://content.packt.com/_/image/medium/B19079/cover_image.jpg 80w, https://content.packt.com/_/image/large/B19079/cover_image.jpg 100w, https://content.packt.com/_/image/xlarge/B19079/cover_image.jpg 150w, https://content.packt.com/_/image/xxlarge/B19079/cover_image.jpg 200w, https://content.packt.com/_/image/original/B19079/cover_image.jpg 810w" sizes="150px" width="150" height="185" class="fbt-add-to-cart" loading="lazy" fetchpriority="auto" onerror="this.onerror=null;this.srcset='';this.src='https://static.packt-cdn.com/assets/images/Packt-iPad-Logos_250x308.png'" > <div class="ellipsis-content product-card-content-info-text text-center px-2"> <div class="ellipsis" style="-webkit-line-clamp: 2; "> Database Design and Modeling with Google Cloud </div> <span role="button" class="read-more d-none" data-toggle-ellipsis data-read-more="false"> Read more </span> </div> <div class="product-meta product-card-meta-info-text"> <span class="device-fc-black-2">Dec 2023</span> <span class="product-meta-dot"></span> <span class="device-fc-black-2">234 pages</span> <span class="product-meta-dot device-fc-black-2"></span> <div class="star-rating"> <img 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<div class="ellipsis-content product-card-content-info-text text-center px-2"> <div class="ellipsis" style="-webkit-line-clamp: 2; "> Google Machine Learning and Generative AI for Solutions Architects </div> <span role="button" class="read-more d-none" data-toggle-ellipsis data-read-more="false"> Read more </span> </div> <div class="product-meta product-card-meta-info-text"> <span class="device-fc-black-2">Jun 2024</span> <span class="product-meta-dot"></span> <span class="device-fc-black-2">552 pages</span> <span class="product-meta-dot device-fc-black-2"></span> <div class="star-rating"> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-small" alt="Full star icon" /> <span class="star-rating-total-rating-medium device-fc-black-2">4.9 (7)</span> </div> </div> </a> <div class="product-card-content-footer "> <div class="product-card-content-footer-pricing"> <div class="product-card-content-footer-pricing-type"> <img 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</span> <img src="https://www.packtpub.com/rebuild/build/assets/stars-CHG8Onp0.svg" class="svg-icon " width="65" height="100" alt="Stars icon" /> </div> <div class="product-total-card-footer"> <button class="rebuild-btn rebuild-btn-primary add-selected-to-cart" aria-disabled="false" id="add-multiple-to-cart-btn" data-route="https://www.packtpub.com/api/cart/add-multiple" > ADD SELECTED TO CART </button> </div> </div> </div> </div> </div> <div class="container pt-2 pb-2" id="tocBlock"> <div class="packt-accordion" data-single-open="false" data-parent-class= > <div class="packt-accordion-title"> <h2>Table of Contents</h2> <span>18 Chapters</span> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Part 1: Getting Started with Data Engineering with GCP</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/part-1-getting-started-with-data-engineering-with-gcp-1/section/part-1-getting-started-with-data-engineering-with-gcp-ch01lvl1sec01" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Part 1: Getting Started with Data Engineering with GCP </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 1: Fundamentals of Data Engineering</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-1-fundamentals-of-data-engineering-2/section/chapter-1-fundamentals-of-data-engineering-ch02lvl1sec02" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 1: Fundamentals of Data Engineering </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-1-fundamentals-of-data-engineering-2/section/understanding-the-data-life-cycle-ch02lvl1sec03" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding the data life cycle </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-1-fundamentals-of-data-engineering-2/section/start-with-knowing-the-roles-of-a-data-engineer-ch02lvl1sec04" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Start with knowing the roles of a data engineer </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-1-fundamentals-of-data-engineering-2/section/going-through-the-foundational-concepts-for-data-engineering-ch02lvl1sec05" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Going through the foundational concepts for data engineering </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-1-fundamentals-of-data-engineering-2/section/summary-ch02lvl1sec06" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-1-fundamentals-of-data-engineering-2/section/exercise-ch02lvl1sec07" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-1-fundamentals-of-data-engineering-2/section/further-reading-ch02lvl1sec08" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Further Reading </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 2: Big Data Capabilities on GCP</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-2-big-data-capabilities-on-gcp-3/section/chapter-2-big-data-capabilities-on-gcp-ch03lvl1sec09" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 2: Big Data Capabilities on GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-2-big-data-capabilities-on-gcp-3/section/technical-requirements-ch03lvl1sec10" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-2-big-data-capabilities-on-gcp-3/section/understanding-what-the-cloud-is-ch03lvl1sec11" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding what the cloud is </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-2-big-data-capabilities-on-gcp-3/section/getting-started-with-gcp-ch03lvl1sec12" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Getting started with GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-2-big-data-capabilities-on-gcp-3/section/a-quick-overview-of-gcp-services-for-data-engineering-ch03lvl1sec13" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> A quick overview of GCP services for data engineering </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-2-big-data-capabilities-on-gcp-3/section/summary-ch03lvl1sec14" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Part 2: Build Solutions with GCP Components</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/part-2-build-solutions-with-gcp-components-4/section/part-2-build-solutions-with-gcp-components-ch04lvl1sec15" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Part 2: Build Solutions with GCP Components </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 3: Building a Data Warehouse in BigQuery</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/chapter-3-building-a-data-warehouse-in-bigquery-ch05lvl1sec16" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 3: Building a Data Warehouse in BigQuery </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/technical-requirements-ch05lvl1sec17" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/introduction-to-gcs-and-bigquery-ch05lvl1sec18" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to GCS and BigQuery </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/introduction-to-the-bigquery-console-ch05lvl1sec19" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to the BigQuery console </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/preparing-the-prerequisites-before-developing-our-data-warehouse-ch05lvl1sec20" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Preparing the prerequisites before developing our data warehouse </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/practicing-developing-a-data-warehouse-ch05lvl1sec21" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Practicing developing a data warehouse </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/bigquerys-useful-features-ch05lvl1sec22" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> BigQuery’s useful features </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/summary-ch05lvl1sec23" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/exercise-scenario-3-ch05lvl1sec24" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – Scenario 3 </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-3-building-a-data-warehouse-in-bigquery-5/section/see-also-ch05lvl1sec25" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> See also </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 4: Building Workflows for Batch Data Loading Using Cloud Composer</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-ch06lvl1sec26" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 4: Building Workflows for Batch Data Loading Using Cloud Composer </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/technical-requirements-ch06lvl1sec27" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/introduction-to-cloud-composer-ch06lvl1sec28" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to Cloud Composer </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/understanding-the-working-of-airflow-ch06lvl1sec29" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding the working of Airflow </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/cloud-composer-1-vs-cloud-composer-2-ch06lvl1sec30" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Cloud Composer 1 vs Cloud Composer 2 </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/provisioning-cloud-composer-in-a-gcp-project-ch06lvl1sec31" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Provisioning Cloud Composer in a GCP project </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/exercise-build-data-pipeline-orchestration-using-cloud-composer-ch06lvl1sec32" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – build data pipeline orchestration using Cloud Composer </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-4-building-workflows-for-batch-data-loading-using-cloud-composer-6/section/summary-ch06lvl1sec33" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 5: Building a Data Lake Using Dataproc</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/chapter-5-building-a-data-lake-using-dataproc-ch07lvl1sec34" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 5: Building a Data Lake Using Dataproc </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/technical-requirements-ch07lvl1sec35" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/introduction-to-dataproc-ch07lvl1sec36" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to Dataproc </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/exercise-building-a-data-lake-on-a-dataproc-cluster-ch07lvl1sec37" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – Building a data lake on a Dataproc cluster </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/exercise-creating-and-running-jobs-on-a-dataproc-cluster-ch07lvl1sec38" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – Creating and running jobs on a Dataproc cluster </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/understanding-the-concept-of-an-ephemeral-cluster-ch07lvl1sec39" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding the concept of an ephemeral cluster </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/building-an-ephemeral-cluster-using-dataproc-and-cloud-composer-ch07lvl1sec40" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Building an ephemeral cluster using Dataproc and Cloud Composer </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-5-building-a-data-lake-using-dataproc-7/section/summary-ch07lvl1sec41" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 6: Processing Streaming Data with Pub/Sub and Dataflow</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-ch08lvl1sec42" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 6: Processing Streaming Data with Pub/Sub and Dataflow </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/technical-requirements-ch08lvl1sec43" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/processing-streaming-data-ch08lvl1sec44" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Processing streaming data </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/introduction-to-pubsub-ch08lvl1sec45" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to Pub/Sub </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/introduction-to-dataflow-ch08lvl1sec46" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to Dataflow </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/exercise-publishing-event-streams-to-pubsub-ch08lvl1sec47" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – publishing event streams to Pub/Sub </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/exercise-using-dataflow-to-stream-data-from-pubsub-to-gcs-ch08lvl1sec48" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – using Dataflow to stream data from Pub/Sub to GCS </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/introduction-to-cdc-and-datastream-ch08lvl1sec49" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to CDC and Datastream </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/exercise-datastream-etl-streaming-to-bigquery-ch08lvl1sec50" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – Datastream ETL streaming to BigQuery </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-6-processing-streaming-data-with-pubsub-and-dataflow-8/section/summary-ch08lvl1sec51" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 7: Visualizing Data to Make Data-Driven Decisions with Looker Studio</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-9/section/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-ch09lvl1sec52" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 7: Visualizing Data to Make Data-Driven Decisions with Looker Studio </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-9/section/technical-requirements-ch09lvl1sec53" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-9/section/unlocking-the-power-of-your-data-with-looker-studio-ch09lvl1sec54" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Unlocking the power of your data with Looker Studio </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-9/section/from-data-to-metrics-in-minutes-with-an-illustrative-use-case-ch09lvl1sec55" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> From data to metrics in minutes with an Illustrative use case </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-9/section/understanding-how-looker-studio-can-impact-the-cost-of-bigquery-ch09lvl1sec56" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding how Looker Studio can impact the cost of BigQuery </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-9/section/creating-materialized-views-and-understanding-how-bi-engine-works-ch09lvl1sec57" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Creating Materialized Views and understanding how BI Engine works </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-7-visualizing-data-to-make-data-driven-decisions-with-looker-studio-9/section/summary-ch09lvl1sec58" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 8: Building Machine Learning Solutions on GCP</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/chapter-8-building-machine-learning-solutions-on-gcp-ch10lvl1sec59" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 8: Building Machine Learning Solutions on GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/technical-requirements-ch10lvl1sec60" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/a-quick-look-at-ml-ch10lvl1sec61" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> A quick look at ML </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/exercise-practicing-ml-code-using-python-ch10lvl1sec62" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – practicing ML code using Python </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/the-mlops-landscape-in-gcp-ch10lvl1sec63" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> The MLOps landscape in GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/exercise-leveraging-pre-built-gcp-models-as-a-service-ch10lvl1sec64" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – leveraging pre-built GCP models as a service </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/exercise-using-gcp-in-automl-to-train-an-ml-model-ch10lvl1sec65" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – using GCP in AutoML to train an ML model </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/exercise-deploying-a-dummy-workflow-with-vertex-ai-pipelines-ch10lvl1sec66" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – deploying a dummy workflow with Vertex AI Pipelines </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/exercise-deploying-a-scikit-learn-model-pipeline-with-vertex-ai-ch10lvl1sec67" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – deploying a scikit-learn model pipeline with Vertex AI </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-8-building-machine-learning-solutions-on-gcp-10/section/summary-ch10lvl1sec68" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Part 3: Key Strategies for Architecting Top-Notch Solutions</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/part-3-key-strategies-for-architecting-top-notch-solutions-11/section/part-3-key-strategies-for-architecting-top-notch-solutions-ch11lvl1sec69" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Part 3: Key Strategies for Architecting Top-Notch Solutions </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 9: User and Project Management in GCP</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/chapter-9-user-and-project-management-in-gcp-ch12lvl1sec70" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 9: User and Project Management in GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/technical-requirements-ch12lvl1sec71" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/understanding-iam-in-gcp-ch12lvl1sec72" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding IAM in GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/planning-a-gcp-project-structure-ch12lvl1sec73" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Planning a GCP project structure </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/understanding-the-gcp-organization-folder-and-project-hierarchy-ch12lvl1sec74" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding the GCP organization, folder, and project hierarchy </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/controlling-user-access-to-our-data-warehouse-ch12lvl1sec75" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Controlling user access to our data warehouse </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/practicing-the-concept-of-iac-using-terraform-ch12lvl1sec76" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Practicing the concept of IaC using Terraform </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-9-user-and-project-management-in-gcp-12/section/summary-ch12lvl1sec77" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 10: Data Governance in GCP</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-10-data-governance-in-gcp-13/section/chapter-10-data-governance-in-gcp-ch13lvl1sec78" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 10: Data Governance in GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-10-data-governance-in-gcp-13/section/technical-requirements-ch13lvl1sec79" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-10-data-governance-in-gcp-13/section/introduction-to-data-governance-ch13lvl1sec80" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Introduction to data governance </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-10-data-governance-in-gcp-13/section/a-deeper-understanding-of-data-usability-ch13lvl1sec81" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> A deeper understanding of data usability </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-10-data-governance-in-gcp-13/section/a-deeper-understanding-of-being-accountable-ch13lvl1sec82" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> A deeper understanding of being accountable </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-10-data-governance-in-gcp-13/section/summary-ch13lvl1sec83" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 11: Cost Strategy in GCP</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-11-cost-strategy-in-gcp-14/section/chapter-11-cost-strategy-in-gcp-ch14lvl1sec84" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 11: Cost Strategy in GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-11-cost-strategy-in-gcp-14/section/technical-requirements-ch14lvl1sec85" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-11-cost-strategy-in-gcp-14/section/estimating-the-cost-of-your-end-to-end-data-solution-in-gcp-ch14lvl1sec86" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Estimating the cost of your end-to-end data solution in GCP </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-11-cost-strategy-in-gcp-14/section/tips-to-optimize-bigquery-using-partitioned-and-clustered-tables-ch14lvl1sec87" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Tips to optimize BigQuery using partitioned and clustered tables </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-11-cost-strategy-in-gcp-14/section/summary-ch14lvl1sec88" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 12: CI/CD on GCP for Data Engineers</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/chapter-12-cicd-on-gcp-for-data-engineers-ch15lvl1sec89" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Chapter 12: CI/CD on GCP for Data Engineers </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/technical-requirements-ch15lvl1sec90" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Technical requirements </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/an-introduction-to-cicd-ch15lvl1sec91" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> An introduction to CI/CD </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/understanding-cicd-components-with-gcp-services-ch15lvl1sec92" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Understanding CI/CD components with GCP services </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/exercise-implementing-ci-using-cloud-build-ch15lvl1sec93" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – implementing CI using Cloud Build </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/exercise-deploying-cloud-composer-jobs-using-cloud-build-ch15lvl1sec94" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Exercise – deploying Cloud Composer jobs using Cloud Build </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/cicd-best-practices-in-data-engineering-ch15lvl1sec95" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> CI/CD best practices in data engineering </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/summary-ch15lvl1sec96" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Summary </div> </a> <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-12-cicd-on-gcp-for-data-engineers-15/section/further-reading-ch15lvl1sec97" target="_blank" class="packt-accordion-header packt-accordion-header-toc-hover no-style-anchor pl-3" > <div class="packt-accordion-header-dot"> Further reading </div> </a> </div> <div class="packt-accordion-header" role="button" data-collapse="false" > <span class="">Chapter 13: Boosting Your Confidence as a Data Engineer</span> <span class="packt-accordion-subheader "> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-down-grey-D1AYdVO8.svg" class="svg-icon icon icon-4" alt="Chevron down icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/chevron-up-grey-CJySprCs.svg" class="svg-icon icon icon-4 d-none" alt="Chevron up icon" /> </span> </div> <div class="packt-accordion-collapse scrollbar isOpen" > <a href="https://www.packtpub.com/en-fi/product/data-engineering-with-google-cloud-platform-9781835080115/chapter/chapter-13-boosting-your-confidence-as-a-data-engineer-16/section/chapter-13-boosting-your-confidence-as-a-data-engineer-ch16lvl1sec98" target="_blank" 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class="review-comments"> <div class="review-comments-header mb-1"> <span>Steve Young</span> <span>Jun 21, 2024</span> </div> <div class="review-comments-ratings mb-1"> <div class="star-rating"> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <span class="star-rating-total-rating-medium">5</span> </div> </div> <div class="review-comments-message mb-1"> Google Cloud Platform can be a very broad topic and contains many different products and services, yet this author was able to articulate on data engineering within the platform in a way that was much less dense than other books I’ve read. I am a data engineer and work with GCP on a daily basis. It was a pretty easy read while containing a lot of insightful and useful information about building data pipelines and other necessary activities of data engineering. The author also provided good color on how the platform is often used in particular industries which I found both useful and interesting. This book is a must-read if you have an interest in becoming a more functional and knowledgeable data engineer using GCP. </div> <div class="review-comments-verified"> <span>Amazon Verified review</span> <img src="https://www.packtpub.com/rebuild/build/assets/amazon-BfIbjzwm.svg" class="svg-icon amazon-review" width="50" height="16" alt="Amazon" /> </div> </div> <div class="review-comments"> <div class="review-comments-header mb-1"> <span>SHASHI ANANTH</span> <span>Jun 12, 2024</span> </div> <div class="review-comments-ratings mb-1"> <div class="star-rating"> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <span class="star-rating-total-rating-medium">5</span> </div> </div> <div class="review-comments-message mb-1"> One of the best books I have ever read, author is incredible in articulating Data warehousing, Data Engineering concepts, scenario are nicely explained , GCP data engineering tools are well explained with detailed steps. overall very nice book to learn Data engineering on Google cloud platform. </div> <div class="review-comments-verified"> <span>Amazon Verified review</span> <img src="https://www.packtpub.com/rebuild/build/assets/amazon-BfIbjzwm.svg" class="svg-icon amazon-review" width="50" height="16" alt="Amazon" /> </div> </div> <div class="review-comments"> <div class="review-comments-header mb-1"> <span>Daniel J. Hampton III</span> <span>Jun 17, 2024</span> </div> <div class="review-comments-ratings mb-1"> <div class="star-rating"> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <span class="star-rating-total-rating-medium">5</span> </div> </div> <div class="review-comments-message mb-1"> I have been struggling to find a book that covered comprehensive big picture concepts as well as technical details and I think this book balances it quite well. </div> <div class="review-comments-verified"> <span>Amazon Verified review</span> <img src="https://www.packtpub.com/rebuild/build/assets/amazon-BfIbjzwm.svg" class="svg-icon amazon-review" width="50" height="16" alt="Amazon" /> </div> </div> <div class="review-comments"> <div class="review-comments-header mb-1"> <span>Johnnie</span> <span>Sep 15, 2024</span> </div> <div class="review-comments-ratings mb-1"> <div class="star-rating"> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <span class="star-rating-total-rating-medium">5</span> </div> </div> <div class="review-comments-message mb-1"> Many concepts are covered (batch and streaming data pipeline creation, job orchestration, data governance and cost strategies) - as well as GCP cloud data storage options (with discussions in data warehouse design using BigQuery).The book went into more complex data engineering concepts in GCP such as ephemeral clusters, Dataproc (examining Hadoop, Spark and Dataframe concepts) and CI/CD practices.Note:For the curious minded engineer who ask, “dude … you mentioned ephemeral clusters. What’s the difference in ephemeral and persistent clusters???”Good question! With Persistent clusters there always is some infrastructure running. But with ephemeral clusters the clusters are created, exist for the time it takes for jobs to complete, and then cease to exist when they are brought downHow about transient clusters? I’ll leave that research up to you!“Lots of examples and exercises” are provided that enable a “hands on experience” for the reader to engage for greater understanding.This book provides data engineers with the concepts, hands on activities and guidance necessary to navigate the Google Cloud Platform (GCP). </div> <div class="review-comments-verified"> <span>Amazon Verified review</span> <img src="https://www.packtpub.com/rebuild/build/assets/amazon-BfIbjzwm.svg" class="svg-icon amazon-review" width="50" height="16" alt="Amazon" /> </div> </div> <div class="review-comments"> <div class="review-comments-header mb-1"> <span>mayanktripathi4u</span> <span>Sep 27, 2024</span> </div> <div class="review-comments-ratings mb-1"> <div class="star-rating"> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--100-BC6KVbTO.svg" class="svg-icon star-rating-icon-medium" alt="Full star icon" /> <img src="https://www.packtpub.com/rebuild/build/assets/star--0-B8XlnyrS.svg" class="svg-icon star-rating-icon-medium" alt="Empty star icon" /> <span class="star-rating-total-rating-medium">4</span> </div> </div> <div class="review-comments-message mb-1"> This book offers a comprehensive exploration of data engineering principles, specifically in the context of Google Cloud Platform (GCP). Aimed at both beginners and intermediate data engineers, it serves as an excellent resource for those looking to understand the fundamentals of building scalable data pipelines using GCP services. The book is particularly well-suited for data engineers, cloud architects, and IT professionals seeking to build robust, scalable data pipelines using Google Cloud’s services.What I liked:One of the most valuable aspects of this book is its structured approach. Adi Wijaya begins by laying a solid foundation, introducing readers to essential tools such as BigQuery, Cloud Storage, and Cloud Dataflow. From there, he builds upon that knowledge with more advanced topics like real-time data processing and machine learning integration, making it accessible for readers with varying levels of experience.The hands-on tutorials are another highlight, offering step-by-step instructions that allow readers to practice and implement what they've learned. This practical emphasis makes complex topics easier to grasp, particularly for those who prefer learning by doing. The author also includes command-line tools like gcloud and gsutil for interacting with Google Cloud services, providing readers with real-world experience in managing cloud resources. Additionally, the author does an excellent job showcasing real-world use cases, allowing readers to understand how these tools are applied in professional data engineering settings.Things which are missing as per my opinion:Although the book is packed with useful information, it may feel fast-paced for absolute beginners to cloud computing. Some prior understanding of cloud concepts would be beneficial to fully grasp the more advanced sections. Additionally, while the book provides a detailed look into GCP, readers looking for cross-platform comparisons (e.g., AWS or Azure) won’t find such insights here.Final Thoughts:Overall, "Data Engineering with Google Cloud Platform" is a highly valuable resource for anyone looking to master data engineering within GCP. Adi Wijaya delivers a balanced mix of theory and practical application, making it an ideal read for aspiring and practicing data engineers. Whether you're developing pipelines, optimizing workflows, or integrating machine learning, this book provides the knowledge you need to excel in GCP’s data ecosystem. </div> <div class="review-comments-verified"> <span>Amazon Verified review</span> <img src="https://www.packtpub.com/rebuild/build/assets/amazon-BfIbjzwm.svg" class="svg-icon amazon-review" width="50" height="16" alt="Amazon" /> </div> </div> <div class="product-review-pagination"> <div class="pagination"> <ul class="pagination-list"> <li id=filter-review-page data-filter-page=pageNo=1 disabled > <span class="device-sm"> <img src="https://www.packtpub.com/rebuild/build/assets/carousel-arrow-left-DKeTWfdp.svg" class="svg-icon icon icon-2" alt="Arrow left icon" /> </span> <span class="device--sm"> Previous </span> </li> <li class="active" id=filter-review-page data-filter-page=pageNo=1 > <span>1</span> </li> <li class="" id=filter-review-page data-filter-page=pageNo=2 > <span>2</span> </li> <li id=filter-review-page 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