{"product_id":"introduction-to-data-engineering","title":"Introduction to Data Engineering","description":"\u003cdiv\u003e\u003cp\u003eIn this course, you learn about data engineering on Google Cloud, the roles and responsibilities of data engineers, and how those map to offerings provided by Google Cloud. You also learn about ways to address data engineering challenges.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eIntroduction to Data Engineering Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eThis course will empower you to:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand the role of a data engineer.\u003c\/li\u003e\n\u003cli\u003eIdentify data engineering tasks and core components used on Google Cloud.\u003c\/li\u003e\n\u003cli\u003eUnderstand how to create and deploy data pipelines of varying patterns on Google Cloud.\u003c\/li\u003e\n\u003cli\u003eIdentify and utilize various automation techniques on Google Cloud\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003ePrerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePrior Google Cloud experience at the fundamental level using Cloud Shell and accessing products from the Google Cloud console.\u003c\/li\u003e\n\u003cli\u003eBasic proficiency with a common query language such as SQL.\u003c\/li\u003e\n\u003cli\u003eExperience with data modeling and ETL (extract, transform, load) activities.\u003c\/li\u003e\n\u003cli\u003eExperience developing applications using a common programming language such as Python\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eIntroduction to Data Engineering Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eData Engineering Tasks and Components \u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplain the role of a data engineer.\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences between a data source and a data sink.\u003c\/li\u003e\n\u003cli\u003eExplain the different types of data formats.\u003c\/li\u003e\n\u003cli\u003eExplain the storage solution options on Google Cloud.\u003c\/li\u003e\n\u003cli\u003eLearn about the metadata management options on Google Cloud.\u003c\/li\u003e\n\u003cli\u003e Understand how to share datasets with ease using Analytics Hub.\u003c\/li\u003e\n\u003cli\u003eUnderstand how to load data into BigQuery using the Google Cloud console or the gcloud CLI.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eData Replication and Migration \u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplain the baseline Google Cloud data replication and migration architecture.\u003c\/li\u003e\n\u003cli\u003eUnderstand the options and use cases for the gcloud command-line tool.\u003c\/li\u003e\n\u003cli\u003eExplain the functionality and use cases for Storage Transfer Service.\u003c\/li\u003e\n\u003cli\u003eExplain the functionality and use cases for Transfer Appliance.\u003c\/li\u003e\n\u003cli\u003eUnderstand the features and deployment of Datastream.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eThe Extract and Load Data Pipeline Pattern \u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplain the baseline extract and load architecture diagram.\u003c\/li\u003e\n\u003cli\u003eUnderstand the options of the bq command-line tool.\u003c\/li\u003e\n\u003cli\u003eExplain the functionality and use cases for BigQuery Data Transfer Service.\u003c\/li\u003e\n\u003cli\u003eExplain the functionality and use cases for BigLake as a non-extract-load pattern\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eThe Extract, Load, and Transform Data Pipeline Pattern\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplain the baseline extract, load, and transform architecture diagram.\u003c\/li\u003e\n\u003cli\u003eUnderstand a common ELT pipeline on Google Cloud.\u003c\/li\u003e\n\u003cli\u003eLearn about BigQuery’s SQL scripting and scheduling capabilities.\u003c\/li\u003e\n\u003cli\u003eExplain the functionality and use cases for Dataform\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eThe Extract, Transform, and Load Data Pipeline Pattern\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplain the baseline extract, transform, and load architecture diagram.\u003c\/li\u003e\n\u003cli\u003eLearn about the GUI tools on Google Cloud used for ETL data pipelines.\u003c\/li\u003e\n\u003cli\u003eExplain batch data processing using Dataproc.\u003c\/li\u003e\n\u003cli\u003eLearn how to use Dataproc Serverless for Spark for ETL.\u003c\/li\u003e\n\u003cli\u003eExplain streaming data processing options.\u003c\/li\u003e\n\u003cli\u003eExplain the role Bigtable plays in data pipelines\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eAutomation Techniques\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplain the automation patterns and options available for pipelines.\u003c\/li\u003e\n\u003cli\u003eLearn about Cloud Scheduler and Workflows.\u003c\/li\u003e\n\u003cli\u003eLearn about Cloud Composer.\u003c\/li\u003e\n\u003cli\u003eLearn about Cloud Run functions.\u003c\/li\u003e\n\u003cli\u003eExplain the functionality and automation use cases for Eventarc\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"268B54US \/ 2026-08-18T09:00:00 \/ Online","offer_id":47534216642779,"sku":"US-1481-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"26BC50US \/ 2026-11-16T09:00:00 \/ Online","offer_id":48216551882971,"sku":"US-1481-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"272B66US \/ 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