在本課程中,您會學到 Google Cloud 上的資料工程、資料工程師的角色與職責,以及這些內容如何對應至 Google Cloud 提供的服務。您也將瞭解處理資料工程難題的許多方法。
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Introduction to Data Engineering on Google Cloud - 繁體中文
Instructor: Google Cloud Training
Included with
What you'll learn
瞭解資料工程師的角色。
瞭解 Google Cloud 上的資料工程工作和核心元件。
瞭解如何在 Google Cloud 建立並部署各種模式的資料 pipeline。
瞭解並運用 Google Cloud 的各種自動化技術。
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October 2024
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There are 8 modules in this course
在本節中,我們會歡迎學員參加「Introduction to Data Engineering on Google Cloud」,並簡要說明課程架構和目標。
What's included
1 video
本單元將介紹資料工程師的角色,並說明許多重要概念,例如資料來源和接收器、資料格式、Google Cloud 的儲存空間選項、中繼資料管理,以及如何使用 Analytics Hub 在組織內外共用資料。
What's included
9 videos1 assignment1 app item
本單元將概略說明 Google Cloud 的資料複製及遷移功能,涵蓋基本架構,以及 gcloud 指令列工具、Storage 移轉服務、Transfer Appliance 和 Datastream 的功能和用途。
What's included
6 videos1 assignment1 app item
本單元將著重在 Google Cloud 的資料擷取及載入,並特別說明 BigQuery 相關用法。內容涵蓋資料擷取及載入的基本架構、bq 指令列工具、BigQuery 資料移轉服務,以及如何將 BigLake 做為傳統擷取及載入模式的替代方案。
What's included
6 videos1 assignment1 app item
本單元將概略說明 Google Cloud 的 ELT (擷取、載入、轉換) 程序,涵蓋 ELT 基本架構、常見的 ELT pipeline 範例、BigQuery 的 SQL 指令碼編寫和排程功能,以及 Dataform 的功能和用途。
What's included
5 videos1 assignment1 app item
本單元將概略說明 Google Cloud 的 ETL (擷取、轉換、載入) 程序,涵蓋 ETL 基本架構、GUI 工具、批次與串流資料處理選項 (Dataproc、Dataproc Serverless),以及 Bigtable 在資料 pipeline 中的角色。
What's included
8 videos1 assignment2 app items
本單元著重在 Google Cloud 上 pipeline 的自動化模式和選項,涵蓋各種工具及服務的功能和自動化用途,例如 Cloud Scheduler、Workflows、Cloud Composer、Cloud Run functions 和 Eventarc。
What's included
7 videos1 assignment1 app item
在最後一節中,我們會回顧本課程介紹的內容,並說明後續步驟,繼續雲端學習之旅。
What's included
1 video1 reading
Instructor
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Google Cloud
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