Store, Process, and Manage Data on Google Cloud - Command Line
Earned Mar 17, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 2
Earned Mar 13, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned Mar 1, 2025 EST
Cloud Run Functions: 3 Ways
Earned Feb 27, 2025 EST
Get Started with Cloud Storage
Earned Feb 26, 2025 EST
開始使用 Pub/Sub
Earned Feb 26, 2025 EST
Google Cloud: Prompt Engineering Guide
Earned Feb 26, 2025 EST
開始使用 Dataplex
Earned Feb 25, 2025 EST
在 Cloud Storage 建立安全的資料湖泊
Earned Feb 25, 2025 EST
Data Lake Modernization on Google Cloud: Cloud Composer
Earned Feb 21, 2025 EST
Level 1: App Dev and Deployment
Earned Feb 12, 2025 EST
Create a Streaming Data Lake on Cloud Storage
Earned Feb 11, 2025 EST
在 Google Cloud 實作 Cloud 安全防護措施：基礎知識
Earned Feb 6, 2025 EST
Level 3: Building Blocks
Earned Feb 5, 2025 EST
Skills Boost Arcade Trivia February 2025 Week 1
Earned Feb 4, 2025 EST
Skills Boost Arcade Base Camp February 2025
Earned Feb 4, 2025 EST
基本概念：基礎架構
Earned Jan 18, 2025 EST
Google Cloud 的 AI 和機器學習服務簡介
Earned Jan 14, 2025 EST
Level 3: Arcade Heroes
Earned Jan 14, 2025 EST
The Arcade Base Camp January 2025
Earned Jan 12, 2025 EST
Level 1: Cloud Infrastructure and Data
Earned Dec 25, 2024 EST
Level 3: BigQuery and Firebase
Earned Dec 17, 2024 EST
The Arcade Certification Zone December 2024
Earned Dec 16, 2024 EST
大型語言模型簡介
Earned Dec 10, 2024 EST
Google Cloud 中的資料工程簡介
Earned Dec 10, 2024 EST
從 BigQuery 資料取得深入分析結果
Earned Dec 7, 2024 EST
Vertex AI Studio 簡介
Earned Dec 6, 2024 EST
The Arcade Base Camp December 2024
Earned Dec 6, 2024 EST
Serverless Data Processing with Dataflow: Foundations
Earned Dec 4, 2024 EST
圖像生成簡介
Earned Dec 3, 2024 EST
生成式 AI 簡介
Earned Dec 2, 2024 EST
為 Looker 資訊主頁和報表準備資料
Earned Nov 29, 2024 EST
Basic Performance Measurement
Earned Nov 22, 2024 EST
Preparing for your Professional Data Engineer Journey
Earned Oct 25, 2024 EDT
Data complexity slows innovation, with studies showing that nearly 70% of organizations struggle to unify siloed data and apply AI effectively. This challenge takes you end-to-end—starting with solving data join pitfalls, building warehouses, and governing assets with Dataplex, then moving into automation with Document AI and hands-on generative AI. You’ll practice ingesting healthcare data, managing cloud storage, customizing AI models, and even building a chat app with the Gemini API—skills that reflect the real-world shift toward data-driven and AI-powered solutions.
了解详情
Specifically designed for healthcare professionals, this course demystifies generative AI, the latest breakthrough in artificial intelligence, and the large language models (LLMs) that drive it. Discover real-world applications of generative AI in healthcare settings and master the art of crafting effective prompts tailored to your goals.
了解详情
「生成式 AI：不只是聊天機器人」是 Generative AI Leader 學習路徑的第一門課程,沒有任何修課條件。本課程將帶您超越基本知識,進一步瞭解聊天機器人,探索如何在組織中充分發揮生成式 AI 的潛力。您將瞭解基礎模型和提示工程等概念,掌握善用生成式AI 的關鍵。本課程也會帶您瞭解擬定生成式 AI 策略時的多種重要考量,協助您為組織擬定出成功的策略。
了解详情
Hey there! You're invited to game on with Skills Boost Arcade Trivia for September Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the September Trivia Week 1 badge!
了解详情
Data-driven decisions fuel growth, but research shows over 80% of enterprise workloads still juggle complex integrations across systems. These labs walk you through Cloud Spanner, Cloud SQL, Dataproc, and Dataflow—giving you hands-on practice in managing, processing, scaling data the way modern businesses do and a chance to earn an exclusive Google Cloud credential!
了解详情
Complete the introductory Secure BigLake Data skill badge course to demonstrate skills with IAM, BigQuery, BigLake, and Data Catalog within Dataplex to create and secure BigLake tables.
了解详情
This is the third of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll begin by getting an overview of the data journey, from collection to insights. You’ll then learn how to use SQL to transform raw data into a usable format. Next, you’ll learn how to transform high volumes of data with a data pipeline. Finally, you’ll gain experience applying transformation strategies to real data sets to solve business needs.
了解详情
This course helps you structure your preparation for the Associate Cloud Engineer exam. You will learn about the Google Cloud domains covered by the exam and how to create a study plan to improve your domain knowledge.
了解详情
Cloud Healthcare API bridges the gap between care systems and applications built on Google Cloud. By supporting standards-based data formats and protocols of existing healthcare technologies, Cloud Healthcare API connects your data to advanced Google Cloud capabilities, including streaming data processing with Cloud Dataflow, scalable analytics with BigQuery, and machine learning with Cloud Machine Learning Engine. In this Quest you will use the Cloud Healthcare API to ingest and process data in the industry standard FHIR, HL7v2 and DICOM formats, train a TensorFlow model for prediction with FHIR data, and also gain practice with de-identification of datasets.
了解详情
Migration from MySQL to Cloud Spanner using Dataflow that includes sample mock data and all necessary steps with initial assessment to validation including taking care of migrating users and grants.
了解详情
Used by over 70% of DevOps teams globally, Terraform has become the go-to tool for provisioning and managing infrastructure as code. In this hands-on challenge, you'll use Terraform to automate the setup of Google Cloud resources—Firestore, Compute Engine, Cloud Storage, VPCs, and more. You'll also manage secure configurations with Service Accounts, Firewall Rules, and Secret Manager. Build a strong foundation for scalable, repeatable deployments and earn an exclusive Google Cloud Credential!.
了解详情
In this quest you will get hands-on experience writing infrastructure as code with Terraform.
了解详情
「Google Cloud 基礎知識：核心基礎架構」介紹了在使用 Google Cloud 時會遇到的重要概念和術語。本課程會透過影片和實作實驗室，介紹並比較 Google Cloud 的多種運算和儲存服務，同時提供重要的資源和政策管理工具。
了解详情
Kubernetes 是最受歡迎的容器自動化調度管理系統，Google Kubernetes Engine 則專門支援 Google Cloud 中的 代管 Kubernetes 部署項目。這門進階課程將帶您實際練習設定 Docker 映像檔和容器，並部署完整的 Kubernetes Engine 應用程式。 您會學到如何將容器自動化調度管理機制， 整合到自己的工作流程，這些技巧相當實用。 想透過實作挑戰實驗室展現 技能、驗收學習成果嗎？本課程結束後，再完成 在 Google Cloud 部署 Kubernetes 應用程式課程 結尾的挑戰實驗室，即可獲得專屬 Google Cloud 數位徽章。
了解详情
In this quest, you will get hands-on experience with LookML in Looker. You will learn how to write LookML code to create new dimensions and measures, create derived tables and join them to Explores, filter Explores, and define caching policies in LookML.
了解详情
In this course, you will get hands-on experience applying advanced LookML concepts in Looker. You will learn how to use Liquid to customize and create dynamic dimensions and measures, create dynamic SQL derived tables and customized native derived tables, and use extends to modularize your LookML code.
了解详情
Complete the intermediate Manage Data Models in Looker skill badge to demonstrate skills in the following: maintaining LookML project health; utilizing SQL runner for data validation; employing LookML best practices; optimizing queries and reports for performance; and implementing persistent derived tables and caching policies. A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete this skill badge course, and the final assessment challenge lab, to receive a digital badge that you can share with your network.
了解详情
This course is an introduction to Vertex AI Notebooks, which are Jupyter notebook-based environments that provide a unified platform for the entire machine learning workflow, from data preparation to model deployment and monitoring. The course covers the following topics: (1) The different types of Vertex AI Notebooks and their features and (2) How to create and manage Vertex AI Notebooks.
了解详情
This course empowers you to develop scalable, performant LookML (Looker Modeling Language) models that provide your business users with the standardized, ready-to-use data that they need to answer their questions. Upon completing this course, you will be able to start building and maintaining LookML models to curate and manage data in your organization’s Looker instance.
了解详情
This course provides an introduction to Looker Studio’s powerful features for data visualization and reporting. Learn to transform raw data into insightful reports by mastering various visualization options, connecting to diverse data sources, and implementing interactive controls such as filters. Explore data blending techniques to combine information from multiple sources and unlock deeper insights. Through hands-on exercises you'll gain the skills to create compelling, dynamic reports that effectively communicate data-driven stories.
了解详情
In this course, you learn how to do the kind of data exploration and analysis in Looker that would formerly be done primarily by SQL developers or analysts. Upon completion of this course, you will be able to leverage Looker's modern analytics platform to find and explore relevant content in your organization’s Looker instance, ask questions of your data, create new metrics as needed, and build and share visualizations and dashboards to facilitate data-driven decision making.
了解详情
Complete the introductory Migrate MySQL data to Cloud SQL using Database Migration Services skill badge to demonstrate skills in the following: migrating MySQL data to Cloud SQL using different job types and connectivity options available in Database Migration Service and migrating MySQL user data when running Database Migration Service jobs. A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete this skill badge quest, and the final assessment challenge lab, to receive a skill badge that you can share with your network.
了解详情
This is the fifth of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll combine and apply the foundational knowledge and skills from courses 1-4 in a hands-on Capstone project that focuses on the full data lifecycle project. You’ll practice using cloud-based tools to acquire, store, process, analyze, visualize, and communicate data insights effectively. By the end of the course, you’ll have completed a project demonstrating their proficiency in effectively structuring data from multiple sources, presenting solutions to varied stakeholders, and visualizing data insights using cloud-based software. You’ll also update your resume and practice interview techniques to help prepare for applying and interviewing for jobs.
了解详情
This is the fourth of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll focus on developing skills in the five key stages of visualizing data in the cloud: storytelling, planning, exploring data, building visualizations, and sharing data with others. You’ll also gain experience using UI/UX skills to wireframe impactful, cloud-native visualizations and work with cloud-native data visualization tools to explore datasets, create reports, and build dashboards that drive decisions and foster collaboration.
了解详情
本課程會說明 Gemini in BigQuery，這是一套由 AI 輔助的功能，可協助「從資料到 AI」的工作流程。這些功能包含資料探索和準備、程式碼生成和疑難排解，以及工作流程探索和視覺化。本課程將透過概念解說、應用實例和實作實驗室，協助資料從業人員提升工作效率，並加速開發 pipeline。
了解详情
In this introductory course, you'll learn how Looker can help you explore, analyze, and visualize your data to drive better decisions. Through a combination of video lectures and demos, you'll discover how to connect to various data sources, build interactive dashboards, and perform effective data analysis. Whether you're a data analyst, BI analyst, data scientist or business user, this course will equip you with the foundational knowledge to start using Looker effectively, regardless of your background.
了解详情
As organizations move their data and applications to the cloud, they must address new security challenges. The Trust and Security with Google Cloud course explores the basics of cloud security, the value of Google Cloud's multilayered approach to infrastructure security, and how Google earns and maintains customer trust in the cloud.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
了解详情
Organizations of all sizes are embracing the power and flexibility of the cloud to transform how they operate. However, managing and scaling cloud resources effectively can be a complex task.
Scaling with Google Cloud Operations explores the fundamental concepts of modern operations, reliability, and resilience in the cloud, and how Google Cloud can help support these efforts.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
了解详情
完成「運用 BigQuery ML 建立機器學習模型」技能徽章中階課程，即可證明您具備下列技能： 可使用 BigQuery ML 建立及評估機器學習模型，並根據資料進行預測。 「技能徽章」是 Google Cloud 核發的獨家數位徽章， 用於肯定您在 Google Cloud 產品和服務方面的精熟技能， 代表您已通過測驗，能在互動式實作環境中應用相關知識。完成 本課程及結業評量挑戰實驗室，即可取得技能徽章 並與他人分享。
了解详情
Many traditional enterprises use legacy systems and applications that can't stay up-to-date with modern customer expectations. Business leaders often have to choose between maintaining their aging IT systems or investing in new products and services. "Modernize Infrastructure and Applications with Google Cloud" explores these challenges and offers solutions to overcome them by using cloud technology.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
了解详情
Artificial intelligence (AI) and machine learning (ML) represent an important evolution in information technologies that are quickly transforming a wide range of industries. “Innovating with Google Cloud Artificial Intelligence” explores how organizations can use AI and ML to transform their business processes.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
了解详情
This course is designed for data analysts who want to learn about using BigQuery for their data analysis needs. Through a combination of videos, labs, and demos, we cover various topics that discuss how to ingest, transform, and query your data in BigQuery to derive insights that can help in business decision making.
了解详情
This is the third of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll begin by getting an overview of the data journey, from collection to insights. You’ll then learn how to use SQL to transform raw data into a usable format. Next, you’ll learn how to transform high volumes of data with a data pipeline. Finally, you’ll gain experience applying transformation strategies to real data sets to solve business needs.
了解详情
This is the second of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll explore how data is structured and organized. You’ll gain hands-on experience with the data lakehouse architecture and cloud components like BigQuery, Google Cloud Storage, and DataProc to efficiently store, analyze, and process large datasets.
了解详情
This is the first of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll define the field of cloud data analysis and describe roles and responsibilities of a cloud data analyst as they relate to data acquisition, storage, processing, and visualization. You’ll explore the architecture of Google Cloud-based tools, like BigQuery and Cloud Storage, and how they are used to effectively structure, present, and report data.
了解详情
Build and deploy modern apps the smart way. These labs walk you through containerization with Kubernetes, serverless with Cloud Run, and continuous delivery with Cloud Deploy. Learn to scale, secure, and automate—then earn a Google Cloud credential to show you’ve got it covered.
Every great app starts with a solid foundation—and that’s exactly what you’ll build here. Spin up VMs, deploy SQL Server, and move data with confidence. But it doesn't stop there. As threats loom and traffic spikes, you’ll step up—locking buckets, defending with Cloud Armor, and scanning for vulnerabilities. It’s your mission to launch fast, stay secure, and keep everything running smoothly—all while working towards an exclusive Google Cloud credential!
了解详情
這堂初級課程將介紹 Google Cloud 的資料分析工作流程，以及用於探索、分析資料並以圖表呈現的工具。您也能學會如何與相關人員分享自己的發現結果。本課程包含個案研究、實作實驗室、講座、測驗和示範，實際展示如何將原始資料集轉化為清晰的資料，進而呈現出能發揮成效的圖表和資訊主頁。無論您是資料領域從業人員、想瞭解如何透過 Google Cloud 取得成功，或有意在職涯中更上一層樓，本課程都能協助您踏出第一步。絕大多數在工作上執行或運用資料分析的學員，都能從本課程受益。
了解详情
本入門課程有別於其他課程。 透過這些實驗室，IT 專業人員將有機會實際練習， 熟悉出現在 Google Cloud 助理雲端工程師認證中的主題和服務。本課程包含多個專門的實驗室，從 IAM、網路建立 到 Kubernetes Engine 部署作業， 可全面驗收您的 Google Cloud 知識。請注意，雖然進行這些 實驗室可提升您的技能和能力，但仍建議同時詳閱 測驗指南和其他可用的準備資源。
了解详情
Earn a skill badge by completing the Share Data Using Google Data Cloud skill badge course, where you will gain practical experience with Google Cloud Data Sharing Partners, which have proprietary datasets that customers can use for their analytics use cases. Customers subscribe to this data, query it within their own platform, then augment it with their own datasets and use their visualization tools for their customer facing dashboards.
了解详情
大數據、機器學習和人工智慧 (AI) 是時下熱門的 電腦相關話題，但這些領域相當專業，就算想要入門 也難以取得教材或資料。幸好，Google Cloud 提供了此領域的多種服務，而且容易使用。 參加這堂入門課程，您就能踏出第一步， 開始學習運用 BigQuery、Cloud Speech API 以及 Video Intelligence 等工具。
了解详情
This quest offers hands-on practice with Cloud Data Fusion, a cloud-native, code-free, data integration platform. ETL Developers, Data Engineers and Analysts can greatly benefit from the pre-built transformations and connectors to build and deploy their pipelines without worrying about writing code. This Quest starts with a quickstart lab that familiarises learners with the Cloud Data Fusion UI. Learners then get to try running batch and realtime pipelines as well as using the built-in Wrangler plugin to perform some interesting transformations on data.
了解详情
完成「使用 Dataplex 建構資料網格」技能徽章入門課程，即可證明您具備下列技能：使用 Dataplex 建構資料網格， 以利在 Google Cloud 維護資料安全性，並協助治理和探索資料。您將練習並測試自己的技能，包括在 Dataplex 為資產加上標記、指派 IAM 角色，以及評估資料品質。
了解详情
Cloud technology can bring great value to an organization, and combining the power of cloud technology with data has the potential to unlock even more value and create new customer experiences.
“Exploring Data Transformation with Google Cloud” explores the value data can bring to an organization and ways Google Cloud can make data useful and accessible.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
歡迎參加「開始使用 Google Kubernetes Engine」課程。Kubernetes 是位於應用程式和硬體基礎架構之間的軟體層。如果您對這項技術感興趣，這堂課程可以滿足您的需求。有了 Google Kubernetes Engine，您就能在 Google Cloud 中以代管服務的形式使用 Kubernetes。
本課程的目標在於介紹 Google Kubernetes Engine (常簡稱為 GKE) 的基本概念，以及如何將應用程式容器化，以便在 Google Cloud 中執行。課程首先會初步介紹 Google Cloud，隨後簡介容器、Kubernetes、Kubernetes 架構和 Kubernetes 作業。
了解详情
This Quest is most suitable for those working in a technology or finance role who are responsible for managing Google Cloud costs. You’ll learn how to set up a billing account, organize resources, and manage billing access permissions. In the hands-on labs, you'll learn how to view your invoice, track your Google Cloud costs with Billing reports, analyze your billing data with BigQuery or Google Sheets, and create custom billing dashboards with Looker Studio. References made to links in the videos can be accessed in this Additional Resources document.
了解详情
In this course you will get hands-on in order to work through real-world challenges faced when building streaming data pipelines. The primary focus is on managing continuous, unbounded data with Google Cloud products.
了解详情
In this intermediate course, you will learn to design, build, and optimize robust batch data pipelines on Google Cloud. Moving beyond fundamental data handling, you will explore large-scale data transformations and efficient workflow orchestration, essential for timely business intelligence and critical reporting.
Get hands-on practice using Dataflow for Apache Beam and Serverless for Apache Spark (Dataproc Serverless) for implementation, and tackle crucial considerations for data quality, monitoring, and alerting to ensure pipeline reliability and operational excellence. A basic knowledge of data warehousing, ETL/ELT, SQL, Python, and Google Cloud concepts is recommended.
了解详情
完成使用 BigQuery ML 為預測模型進行資料工程技能徽章中階課程， 即可證明自己具備下列知識與技能：運用 Dataprep by Trifacta 建構連至 BigQuery 的資料轉換 pipeline； 使用 Cloud Storage、Dataflow 和 BigQuery 建構「擷取、轉換及載入」(ETL) 工作負載， 以及使用 BigQuery ML 建構機器學習模型。
了解详情
There's much excitement about cloud technology and digital transformation, but often many unanswered questions.
For example: What is cloud technology? What does digital transformation mean? How can cloud technology help your organization? Where do you even begin?
If you've asked yourself any of these questions, you're in the right place. This course provides an overview of the types of opportunities and challenges that companies often encounter in their digital transformation journey. If you want to learn about cloud technology so you can excel in your role and help build the future of your business, then this introductory course on digital transformation is for you. This course is part of the Cloud Digital Leader learning path.
了解详情
完成 在 Google Cloud 為機器學習 API 準備資料 技能徽章入門課程，即可證明您具備下列技能： 使用 Dataprep by Trifacta 清理資料、在 Dataflow 執行資料管道、在 Dataproc 建立叢集和執行 Apache Spark 工作，以及呼叫機器學習 API，包含 Cloud Natural Language API、Google Cloud Speech-to-Text API 和 Video Intelligence API。 「技能徽章」是 Google Cloud 核發的獨家數位徽章，用於肯定您在 Google Cloud 產品與服務方面的精通程度， 代表您已通過測驗，能在互動式實作環境中應用相關知識。完成本技能徽章課程及結業評量挑戰研究室， 即可取得技能徽章並與他人分享。
了解详情
完成「建構安全的 Google Cloud 網路」課程，即可獲得技能徽章。本課程將說明多項網路相關 資源，協助您在 Google Cloud 建構、調度資源和保護應用程式。
了解详情
The Google Cloud Computing Foundations courses are for individuals with little to no background or experience in cloud computing. They provide an overview of concepts central to cloud basics, big data, and machine learning, and where and how Google Cloud fits in.
By the end of the series of courses, learners will be able to articulate these concepts and demonstrate some hands-on skills.
The courses should be completed in the following order:
1. Google Cloud Computing Foundations: Cloud Computing Fundamentals
2. Google Cloud Computing Foundations: Infrastructure in Google Cloud
3. Google Cloud Computing Foundations: Networking and Security in Google Cloud
4. Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud
This final course in the series reviews managed big data services, machine learning and its value, and how to demonstrate your skill set in Google Cloud further by earning Skill Badges.
了解详情
只要修完「在 Google Cloud 設定應用程式開發環境」課程，就能獲得技能徽章。 在本課程中，您將學會如何使用以下技術的基本功能，建構和連結以儲存空間為中心的雲端基礎架構：Cloud Storage、Identity and Access Management、Cloud Functions 和 Pub/Sub。
了解详情
The Google Cloud Computing Foundations courses are for individuals with little to no background or experience in cloud computing. They provide an overview of concepts central to cloud basics, big data, and machine learning, and where and how Google Cloud fits in.
By the end of the series of courses, learners will be able to articulate these concepts and demonstrate some hands-on skills.
The courses should be completed in the following order:
1. Google Cloud Computing Foundations: Cloud Computing Fundamentals
2. Google Cloud Computing Foundations: Infrastructure in Google Cloud
3. Google Cloud Computing Foundations: Networking and Security in Google Cloud
4. Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud
This third course covers cloud automation and management tools and building secure networks.
了解详情
The Google Cloud Computing Foundations courses are for individuals with little to no background or experience in cloud computing. They provide an overview of concepts central to cloud basics, big data, and machine learning, and where and how Google Cloud fits in.
By the end of the series of courses, learners will be able to articulate these concepts and demonstrate some hands-on skills.
The courses should be completed in the following order:
1. Google Cloud Computing Foundations: Cloud Computing Fundamentals
2. Google Cloud Computing Foundations: Infrastructure in Google Cloud
3. Google Cloud Computing Foundations: Networking and Security in Google Cloud
4. Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud
了解详情
While the traditional approaches of using data lakes and data warehouses can be effective, they have shortcomings, particularly in large enterprise environments. This course introduces the concept of a data lakehouse and the Google Cloud products used to create one. A lakehouse architecture uses open-standard data sources and combines the best features of data lakes and data warehouses, which addresses many of their shortcomings.
Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 3 badge!
了解详情
Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 4 badge!
了解详情
This course helps learners create a study plan for the PMLE (Professional Machine Learning Engineer) certification exam. Learners explore the breadth and scope of the domains covered in the exam. Learners assess their exam readiness and create their individual study plan.
了解详情
The Google Cloud Computing Foundations courses are for individuals with little to no background or experience in cloud computing. They provide an overview of concepts central to cloud basics, big data, and machine learning, and where and how Google Cloud fits in.
By the end of the series of courses, learners will be able to articulate these concepts and demonstrate some hands-on skills.
The courses should be completed in the following order:
1. Google Cloud Computing Foundations: Cloud Computing Fundamentals
2. Google Cloud Computing Foundations: Infrastructure in Google Cloud
3. Google Cloud Computing Foundations: Networking and Security in Google Cloud
4. Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud
This first course provides an overview of cloud computing, ways to use Google Cloud, and different compute options.
了解详情
隨著企業持續擴大使用人工智慧和機器學習，以負責任的方式發展相關技術也日益重要。對許多企業來說，談論負責任的 AI 技術可能不難，如何付諸實行才是真正的挑戰。如要瞭解如何在機構中導入負責任的 AI 技術，本課程絕對能助您一臂之力。
您可以從中瞭解 Google Cloud 目前採取的策略、最佳做法和經驗談，協助貴機構奠定良好基礎，實踐負責任的 AI 技術。
了解详情
Welcome to the Arcade Quiz, where every question is a chance to learn, explore, and challenge yourself. Explore a variety of intriguing topics, put your cloud knowledge to the test, and complete all the challenges to earn an exclusive Google Cloud Credential!
了解详情
Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 1 badge!
了解详情
完成 在 Vertex AI 設計提示 技能徽章入門課程，即可證明您具備下列技能： 在 Vertex AI 設計提示、分析圖片，以及運用多模態模型生成內容。瞭解如何建立有效的提示、引導生成式 AI 輸出內容， 以及將 Gemini 模型用於實際的行銷情境。 「技能徽章」是 Google Cloud 核發的獨家數位徽章， 用於肯定您在 Google Cloud 產品與服務方面的精通程度， 代表您已通過測驗，能在互動式實作環境中應用相關知識。完成 本課程及結業評量挑戰研究室，即可取得技能徽章 並與親友分享。
了解详情
這個入門微學習課程主要介紹「負責任的 AI 技術」和其重要性，以及 Google 如何在自家產品中導入這項技術。本課程也會說明 Google 的 7 個 AI 開發原則。
了解详情
完成「以串流方式將分析資料傳入 BigQuery」任務，即可獲得技能徽章。 您將結合使用 Pub/Sub、Dataflow 和 BigQuery，以串流方式傳送 資料以供分析。 「技能徽章」是 Google Cloud 核發的獨家數位徽章， 用於肯定您在 Google Cloud 產品和服務方面的精通程度， 代表您已通過測驗，能在互動式實作環境中應用相關 知識。完成這個技能徽章課程和結業評量挑戰實驗室之後， 即可取得技能徽章並與他人分享。
了解详情
Cloud Storage, Cloud Functions, and Cloud Pub/Sub are all Google Cloud Platform services that can be used to store, process, and manage data. All three services can be used together to create a variety of data-driven applications. In this skill badge you use Cloud Storage to store images, Cloud Functions to process the images, and Cloud Pub/Sub to send the images to another application.
了解详情
Hey there! You're invited to game on with Skills Boost Arcade Trivia for March Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the March Trivia Week 2 badge!
Earn a Introductory skill badge by completing the Cloud Run functions: 3 Ways course, where you learn how to use Cloud Run functions through the Google Cloud console and on the command line.
了解详情
Earn a skill badge by completing the Get Started with Cloud Storage skill badge course, where you learn how to create a Cloud Storage bucket, how to use the Cloud Storage command line, and how to use Bucket Lock to protect objects in a bucket.
了解详情
完成「開始使用 Pub/Sub」任務，即可獲得 技能徽章。 您將瞭解如何透過 Cloud 控制台使用 Pub/Sub，以及如何使用 Cloud Scheduler 工作節省心力，而 Pub/Sub Lite 則能為大量事件擷取作業。節省費用。 「技能徽章」是 Google Cloud 核發的獨家數位徽章， 用於肯定您在 Google Cloud 產品和服務方面的精通程度， 代表您已通過測驗，能在互動式實作環境中應用相關 知識。完成這個技能徽章課程和結業評量挑戰實驗室之後， 即可取得技能徽章並與他人分享。
了解详情
Google Cloud : Prompt Engineering Guide examines generative AI tools, how they work. We'll explore how to combine Google Cloud knowledge with prompt engineering to improve Gemini responses.
Welcome to Cloud Composer, where we discuss how to orchestrate data lake workflows with Cloud Composer.
了解详情
Turn your app ideas into reality with Google Cloud in 2025! Whether you're a beginner or looking to level up, these hands-on labs will guide you through building and deploying apps. Set up your development environment, store and manage data, and launch scalable, serverless applications—all with real-world challenges designed to boost your skills. No experience? No problem!
了解详情
Earn a skill badge by completing the Create a Streaming Data Lake on Cloud Storage course, where you use Pub/Sub, Dataflow, and Cloud Storage together to create a streaming data lake on Google Cloud. A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete this Skill Badge, and the final assessment challenge lab, to receive a digital badge that you can share with your network.
了解详情
完成 在 Google Cloud 實作 Cloud 安全防護措施：基礎知識 技能徽章中階課程， 即可證明您具備下列技能：運用 Identity and Access Management (IAM) 建立及指派角色、 建立及管理服務帳戶、啟用虛擬私有雲 (VPC) 網路中的私人連線、 運用 Identity-Aware Proxy 限制應用程式存取權、 運用 Cloud Key Management Service (KMS) 管理金鑰和已加密資料，以及建立私人 Kubernetes 叢集。 「技能徽章」是 Google Cloud 核發的獨家數位徽章， 用於肯定您在 Google Cloud 產品和服務方面的精通程度， 代表您已通過測驗，能在互動式實作環境中應用相關知識。完成 本課程及結業評量挑戰研究室，即可取得技能徽章 並與親友分享。
了解详情
Getting started in the cloud doesn’t have to be complicated. With these hands-on building blocks, you’ll explore essential Google Cloud services like Cloud Storage, BigQuery, and IAM. You’ll learn how to store and manage data, set up secure networks, and even deploy apps with Cloud Run and Firestore. Whether you're new to the cloud or just brushing up on the basics, these labs provide real, practical experience—no prior experience needed!
了解详情
Hey there! You're invited to game on with Skills Boost Arcade Trivia for February Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the February Trivia Week 1 badge!
了解详情
Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
了解详情
如果您是剛起步的雲端開發人員， 想在 Google Cloud Essentials 外獲得更多實作經驗，歡迎參加本課程。您將透過實作實驗室， 深入瞭解 Cloud Storage 和其他重要應用程式服務，例如： Monitoring 和 Cloud Functions。您將習得 在任何 Google Cloud 專案都適用的寶貴技能。
了解详情
本課程介紹 Google Cloud 中的 AI 和機器學習 (ML) 服務。這些服務可建構預測式和生成式 AI 專案。我們將帶您探索「從資料到 AI」生命週期中適用的技術、產品和工具，包括 AI 基礎、開發選項及解決方案。課程目的是藉由生動的學習體驗與實作練習，增進數據資料學家、AI 開發人員和機器學習工程師的技能與知識。
了解详情
Level up your cloud skills with hands-on labs covering everything from storage and BigQuery to VPCs, Pub/Sub, and Artifact Registry for Python and Go. No experience needed—explore, learn, and earn your Google Cloud Credential on your journey to becoming an Arcade Hero!
了解详情
Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
了解详情
The demand for cloud skills has surged by 30% in the past year, and this set of hands-on labs is designed to help you gain them and earn an exclusive Google Cloud credential! Learn how to migrate databases with Cloud SQL, explore AI using Gemini, deploy apps with Cloud Run Canary Deployments, analyze data in BigQuery, and more. All with no prior experience needed!
了解详情
Start your next Arcade Adventure that will set you on the path to becoming a Professional Cloud Database Engineer. Pick up essential BigQuery and Firebase skills, and earn an exclusive Google Cloud credential along the way!
了解详情
Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone. Be one of the first 20 people to complete the challenge and earn a 100% discount voucher for your next Google Cloud Digital Leader Examination. Welcome!
了解详情
這是一堂入門級的微學習課程，旨在探討大型語言模型 (LLM) 的定義和用途，並說明如何調整提示來提高 LLM 成效。此外，也會介紹多項 Google 工具，協助您自行開發生成式 AI 應用程式。
了解详情
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。
本課程會介紹 Vertex AI Studio。您可以運用這項工具和生成式 AI 模型互動、根據商業構想設計原型，並投入到正式環境。透過身歷其境的應用實例、有趣的課程及實作實驗室，您將能探索從提示到正式環境的生命週期，同時學習如何將 Vertex AI Studio 運用在多模態版 Gemini 應用程式、提示設計、提示工程和模型調整。這個課程的目標是讓您能運用 Vertex AI Studio，在專案中發揮生成式 AI 的潛能。
了解详情
Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
了解详情
This course is part 1 of a 3-course series on Serverless Data Processing with Dataflow. In this first course, we start with a refresher of what Apache Beam is and its relationship with Dataflow. Next, we talk about the Apache Beam vision and the benefits of the Beam Portability framework. The Beam Portability framework achieves the vision that a developer can use their favorite programming language with their preferred execution backend. We then show you how Dataflow allows you to separate compute and storage while saving money, and how identity, access, and management tools interact with your Dataflow pipelines. Lastly, we look at how to implement the right security model for your use case on Dataflow.
了解详情
本課程將介紹擴散模型，這是一種機器學習模型，近期在圖像生成領域展現亮眼潛力。概念源自物理學，尤其深受熱力學影響。過去幾年來，在學術界和業界都是炙手可熱的焦點。在 Google Cloud 中，擴散模型是許多先進圖像生成模型和工具的基礎。課程將介紹擴散模型背後的理論，並說明如何在 Vertex AI 上訓練和部署這些模型。
了解详情
這個入門微學習課程主要說明生成式 AI 的定義和使用方式，以及此 AI 與傳統機器學習方法的差異。本課程也會介紹各項 Google 工具，協助您開發自己的生成式 AI 應用程式。
This course explores the fundamentals of the feedback loop process for Virtual Agent development and introduces the native capabilities within Dialogflow CX that support it
了解详情
This course helps learners create a study plan for the PDE (Professional Data Engineer) certification exam. Learners explore the breadth and scope of the domains covered in the exam. Learners assess their exam readiness and create their individual study plan.
Level 2: AI and Data Innovation on Google Cloud
Earned Sep 22, 2025 EDT
Generative AI for Healthcare
Earned Sep 17, 2025 EDT
生成式 AI：不只是聊天機器人
Earned Sep 16, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 1
Earned Sep 13, 2025 EDT
Level 1: Cloud Infrastructure and Data Foundation
Earned Sep 10, 2025 EDT
Secure BigLake Data
Earned Aug 26, 2025 EDT
Data Transformation in the Cloud
Earned Aug 25, 2025 EDT
Preparing for Your Associate Cloud Engineer Journey
Earned Aug 24, 2025 EDT
Cloud Healthcare API
Earned Aug 23, 2025 EDT
MySQL to Cloud Spanner
Earned Aug 14, 2025 EDT
Level 3: Terraform Essentials
Earned Aug 11, 2025 EDT
Creating Infrastructure on Google Cloud with Terraform
Earned Aug 11, 2025 EDT
Google Cloud 基礎知識：核心基礎架構
Earned Aug 10, 2025 EDT
Google Cloud 中的 Kubernetes
Earned Aug 8, 2025 EDT
Understanding LookML in Looker
Earned Aug 8, 2025 EDT
Applying Advanced LookML Concepts in Looker
Earned Aug 8, 2025 EDT
Manage Data Models in Looker
Earned Aug 6, 2025 EDT
Working with Notebooks in Vertex AI
Earned Aug 5, 2025 EDT
Developing Data Models with LookML
Earned Aug 5, 2025 EDT
Looker Studio Essentials
Earned Aug 4, 2025 EDT
Analyzing and Visualizing Data in Looker
Earned Aug 3, 2025 EDT
Migrate MySQL data to Cloud SQL using Database Migration Service
Earned Aug 3, 2025 EDT
Put It All Together: Prepare for a Cloud Data Analyst Job
Earned Aug 1, 2025 EDT
The Power of Storytelling: How to Visualize Data in the Cloud
Earned Jul 31, 2025 EDT
透過 Gemini in BigQuery 提升工作效率
Earned Jul 31, 2025 EDT
Introduction to Looker
Earned Jul 29, 2025 EDT
Trust and Security with Google Cloud
Earned Jul 29, 2025 EDT
Scaling with Google Cloud Operations
Earned Jul 28, 2025 EDT
運用 BigQuery ML 建立機器學習模型
Earned Jul 28, 2025 EDT
Modernize Infrastructure and Applications with Google Cloud
Earned Jul 28, 2025 EDT
Innovating with Google Cloud Artificial Intelligence
Earned Jul 28, 2025 EDT
BigQuery for Data Analysts
Earned Jul 27, 2025 EDT
Data Transformation in the Cloud
Earned Jul 27, 2025 EDT
Data Management and Storage in the Cloud
Earned Jul 27, 2025 EDT
Introduction to Data Analytics in Google Cloud
Earned Jul 26, 2025 EDT
Level 2: Modern Application Deployment
Earned Jul 26, 2025 EDT
在 BigQuery 使用 Gemini 模型
Earned Jul 16, 2025 EDT
Level 1: Core Infrastructure and Security
Earned Jul 16, 2025 EDT
Google Cloud 資料分析簡介
Earned Jul 10, 2025 EDT
雲端工程
Earned Jul 9, 2025 EDT
Share Data Using Google Data Cloud
Earned Jul 9, 2025 EDT
基本概念：資料、機器學習和 AI
Earned Jul 7, 2025 EDT
Building Codeless Pipelines on Cloud Data Fusion
Earned Jul 6, 2025 EDT
使用 Dataplex 建構資料網格
Earned Jul 3, 2025 EDT
Exploring Data Transformation with Google Cloud
Earned Jul 1, 2025 EDT
透過 BigQuery 建構資料倉儲
Earned Jun 26, 2025 EDT
開始使用 Google Kubernetes Engine
Earned Jun 26, 2025 EDT
Understand Your Google Cloud Costs
Earned Jun 22, 2025 EDT
Build Streaming Data Pipelines on Google Cloud
Earned Jun 19, 2025 EDT
Build Batch Data Pipelines on Google Cloud
Earned Jun 17, 2025 EDT
使用 BigQuery ML 為預測模型進行資料工程
Earned Jun 12, 2025 EDT
Digital Transformation with Google Cloud
Earned Jun 8, 2025 EDT
在 Google Cloud 為機器學習 API 準備資料
Earned Jun 2, 2025 EDT
建構安全的 Google Cloud 網路
Earned Jun 2, 2025 EDT
Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud
Earned May 31, 2025 EDT
在 Google Cloud 設定應用程式開發環境
Earned May 30, 2025 EDT
Google Cloud Computing Foundations: Networking & Security in Google Cloud
Earned May 28, 2025 EDT
Google Cloud Computing Foundations: Infrastructure in Google Cloud
Earned May 18, 2025 EDT
Build Data Lakes and Data Warehouses on Google Cloud
Earned May 12, 2025 EDT
在 Compute Engine 實作負載平衡功能
Earned Apr 30, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 3
Earned Apr 23, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 4
Earned Apr 23, 2025 EDT
Professional Machine Learning Engineer Study Guide
Earned Apr 22, 2025 EDT
Google Cloud Computing Foundations: Cloud Computing Fundamentals
Earned Apr 22, 2025 EDT
負責任的 AI 技術：透過 Google Cloud 採用 AI 開發原則
Earned Apr 21, 2025 EDT
Level 3: The Arcade Quiz
Earned Apr 17, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 1
Earned Apr 16, 2025 EDT
在 Vertex AI 設計提示
Earned Apr 16, 2025 EDT
負責任的 AI 技術簡介
Earned Apr 14, 2025 EDT
以串流方式將分析資料傳入 BigQuery
Earned Mar 17, 2025 EDT
Store, Process, and Manage Data on Google Cloud - Command Line
Earned Mar 17, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 2
Earned Mar 13, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned Mar 1, 2025 EST
Cloud Run Functions: 3 Ways
Earned Feb 27, 2025 EST
Get Started with Cloud Storage
Earned Feb 26, 2025 EST
開始使用 Pub/Sub
Earned Feb 26, 2025 EST
Google Cloud: Prompt Engineering Guide
Earned Feb 26, 2025 EST
開始使用 Dataplex
Earned Feb 25, 2025 EST
在 Cloud Storage 建立安全的資料湖泊
Earned Feb 25, 2025 EST
Data Lake Modernization on Google Cloud: Cloud Composer
Earned Feb 21, 2025 EST
Level 1: App Dev and Deployment
Earned Feb 12, 2025 EST
Create a Streaming Data Lake on Cloud Storage
Earned Feb 11, 2025 EST
在 Google Cloud 實作 Cloud 安全防護措施：基礎知識
Earned Feb 6, 2025 EST
Level 3: Building Blocks
Earned Feb 5, 2025 EST
Skills Boost Arcade Trivia February 2025 Week 1
Earned Feb 4, 2025 EST
Skills Boost Arcade Base Camp February 2025
Earned Feb 4, 2025 EST
基本概念：基礎架構
Earned Jan 18, 2025 EST
Google Cloud 的 AI 和機器學習服務簡介
Earned Jan 14, 2025 EST
Level 3: Arcade Heroes
Earned Jan 14, 2025 EST
The Arcade Base Camp January 2025
Earned Jan 12, 2025 EST
Level 1: Cloud Infrastructure and Data
Earned Dec 25, 2024 EST
Level 3: BigQuery and Firebase
Earned Dec 17, 2024 EST
The Arcade Certification Zone December 2024
Earned Dec 16, 2024 EST
大型語言模型簡介
Earned Dec 10, 2024 EST
Google Cloud 中的資料工程簡介
Earned Dec 10, 2024 EST
從 BigQuery 資料取得深入分析結果
Earned Dec 7, 2024 EST
Vertex AI Studio 簡介
Earned Dec 6, 2024 EST
The Arcade Base Camp December 2024
Earned Dec 6, 2024 EST
Serverless Data Processing with Dataflow: Foundations
Earned Dec 4, 2024 EST
圖像生成簡介
Earned Dec 3, 2024 EST
生成式 AI 簡介
Earned Dec 2, 2024 EST
為 Looker 資訊主頁和報表準備資料
Earned Nov 29, 2024 EST
Basic Performance Measurement
Earned Nov 22, 2024 EST
Preparing for your Professional Data Engineer Journey
Earned Oct 25, 2024 EDT