在本课程中,您将了解 Google Cloud 数据工程、数据工程师的角色和职责,以及相关的 Google Cloud 产品和服务。您还将了解如何应对数据工程挑战。
What you'll learn
了解数据工程师的职责。
了解 Google Cloud 上的数据工程任务和使用的核心组件。
了解如何在 Google Cloud 上创建和部署不同模式的数据流水线。
了解并运用各种 Google Cloud 自动化技术。
Details to know
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November 2024
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There are 8 modules in this course
这一部分欢迎您学习《Google Cloud 数据工程简介》课程,并简要介绍课程结构和学习目标。
What's included
1 video
本单元介绍数据工程师的职责。内容涵盖数据源和接收器、数据格式、Google Cloud 存储方案、元数据管理、使用 Analytics Hub 进行组织内部和外部的数据共享等重要概念。
What's included
9 videos1 assignment1 app item
本单元简要介绍 Google Cloud 的数据复制和迁移。内容涵盖基本架构、gcloud 命令行工具、Storage Transfer Service、Transfer Appliance、Datastream 及其功能和用例。
What's included
6 videos1 assignment1 app item
本单元重点介绍 Google Cloud 数据提取和加载流程,特别是使用 BigQuery 进行这些操作的方法。内容涵盖基本的提取和加载架构、bq 命令行工具、BigQuery Data Transfer Service,以及替代传统提取/加载模式的 BigLake。
What's included
6 videos1 assignment1 app item
本单元简要介绍 Google Cloud ELT(提取、加载、转换)流程。内容涵盖基本的 ELT 架构、常用 ELT 流水线示例、BigQuery 的 SQL 脚本编写和调度功能,以及 Dataform 的功能和用例。
What's included
5 videos1 assignment1 app item
本单元简要介绍 Google Cloud ETL(提取、转化、加载)流程。内容涵盖基本的 ETL 架构、GUI 工具、批量和流式数据处理方案(Dataproc 和 Dataproc Serverless),以及 Bigtable 对数据流水线的作用。
What's included
8 videos1 assignment2 app items
本单元重点介绍 Google Cloud 流水线的自动化模式和选项。内容涵盖 Cloud Scheduler、Workflows、Cloud Composer、Cloud Run functions 和 Eventarc 等各种工具和服务及其自动化功能和用例。
What's included
7 videos1 assignment1 app item
在最后这一部分中,我们会复习本课程中介绍的内容,并讨论您的上云之旅的后续步骤。
What's included
1 video1 reading
Instructor
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Frequently asked questions
Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.
If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.
Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.