Data and AI platform training

Trainings10,271Hand-checked69

10,271 trainings · 69 hand-checked

Google Cloud training

Google Skills · 1,372 trainings, 1,372 free · 196 retired kept

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Google Skills (formerly Google Cloud Skills Boost): on-demand Google Cloud courses and labs, some free and some with a subscription.

Full catalog

Read Nov 2026
SQL and analyticsFreeCreating and Alerting on Logs-based MetricsA 25-minute beginner hands-on lab on SQL, analytics and BI.since 2019Open ↗Getting startedFreeData Studio: Qwik StartA 15-minute beginner hands-on lab for getting started.since 2019Open ↗Admin and costFreeDeploy Kubernetes Load Balancer Service with TerraformA 15-minute intermediate hands-on lab on administration and cost.since 2019Open ↗Data engineeringFreeExplore an Ecommerce Dataset with SQL in BigQueryA 15-minute beginner hands-on lab on data engineering.since 2019Open ↗App developmentFreeGoogle Apps Script: Access Google Sheets, Maps & Gmail in 4 Lines of CodeA 10-minute beginner hands-on lab on app development.since 2019Open ↗Getting startedFreeGoogle Meet: Getting StartedA 20-minute beginner hands-on lab for getting started.since 2019Open ↗Cloud infrastructureFreeRent-a-VM to Process Earthquake DataA 20-minute beginner hands-on lab on cloud infrastructure.since 2019Open ↗Cloud infrastructureFreeSetting up Jenkins on Kubernetes EngineA 15-minute intermediate hands-on lab on cloud infrastructure.since 2019Open ↗App developmentFreeTranslate Text with the Cloud Translation APIA 10-minute beginner hands-on lab on app development.since 2019Open ↗Data engineeringFreeWorking with JSON, Arrays, and Structs in BigQueryA 25-minute intermediate hands-on lab on data engineering.since 2019Open ↗Data engineeringFreeDistributed Image Processing in Managed Apache SparkA 55-minute intermediate hands-on lab on data engineering.since 2019Open ↗Admin and costFreeMonitoring and Logging for Cloud Run FunctionsA 20-minute beginner hands-on lab on administration and cost.since 2019Open ↗Data engineeringFreeCreating a Data Transformation Pipeline with Cloud DataprepA 35-minute intermediate hands-on lab on data engineering.since 2019Open ↗Machine learningFreeBracketology with Google Machine LearningA 20-minute intermediate hands-on lab on machine learning and data science.since 2019Open ↗Cloud infrastructureFreeCloud CDNA 10-minute intermediate hands-on lab on cloud infrastructure.since 2019Open ↗DatabasesFreeCloud Spanner: Qwik StartA 10-minute beginner hands-on lab on databases.since 2019Open ↗Admin and costFreeEnhance Application Reliability and Scalability with Internal Load BalancingA 15-minute intermediate hands-on lab on administration and cost.since 2019Open ↗App developmentFreeApp Engine: Qwik Start - GoA 10-minute beginner hands-on lab on app development.since 2019Open ↗SQL and analyticsFreeCloud SQL with TerraformA 15-minute intermediate hands-on lab on SQL, analytics and BI.since 2019Open ↗Machine learningFreeGetting Started with BigQuery MLA 20-minute beginner hands-on lab on machine learning and data science.since 2019Open ↗GenAI and LLMsFreeTranscribe Audio Using the Speech-to-Text APIA 10-minute beginner hands-on lab on generative AI and LLMs.since 2019Open ↗GenAI and LLMsFreeTranscribe Multilingual Audio with the Speech-to-Text APIA 15-minute beginner hands-on lab on generative AI and LLMs.since 2019Open ↗OtherFreeBig Data Analysis to a Slide PresentationA 10-minute intermediate hands-on lab.since 2019Open ↗Data engineeringFreeBigQuery: Qwik Start - Command LineA 15-minute beginner hands-on lab on data engineering.since 2019Open ↗Admin and costFreeConfigure an Application Load Balancer with Google Cloud ArmorA 40-minute intermediate hands-on lab on administration and cost.since 2019Open ↗Governance and securityFreeConfigure Secure RDP using a Windows Bastion Host: Challenge LabA 35-minute intermediate hands-on lab on governance and security.since 2019Open ↗Data engineeringFreeCreating a Data Warehouse Through Joins and UnionsA 15-minute intermediate hands-on lab on data engineering.since 2019Open ↗OtherFreeCreating a Gmail Add-onA 15-minute beginner hands-on lab.since 2019Open ↗OtherFreeCreating a Persistent DiskA 15-minute beginner hands-on lab.since 2019Open ↗Data engineeringFreeCreating Permanent Tables and Access-Controlled Views in BigQueryA 35-minute beginner hands-on lab on data engineering.since 2019Open ↗Cloud infrastructureFreeDeploy a Compute Instance with a Remote Startup Script: Challenge LabA 15-minute intermediate hands-on lab on cloud infrastructure.since 2019Open ↗Cloud infrastructureFreeDistributed Load Testing Using KubernetesA 20-minute beginner hands-on lab on cloud infrastructure.since 2019Open ↗SQL and analyticsFreeExplore and Create Reports with Data StudioA 15-minute beginner hands-on lab on SQL, analytics and BI.since 2019Open ↗Machine learningFreeExtract Entities Using the Cloud Natural Language APIA 10-minute beginner hands-on lab on machine learning and data science.since 2019Open ↗Governance and securityFreeGetting Started with Cloud KMSA 15-minute beginner hands-on lab on governance and security.since 2019Open ↗Cloud infrastructureFreeImplement VPC Networking FundamentalsA 15-minute beginner hands-on lab on cloud infrastructure.since 2019Open ↗Machine learningFreeMachine Learning with Spark on Google Cloud Managed Apache SparkA 1.5-hour intermediate hands-on lab on machine learning and data science.since 2019Open ↗StreamingFreeManage Pub/Sub in the Google Cloud ConsoleA 10-minute beginner hands-on lab on streaming.since 2019Open ↗Admin and costFreeManaging Deployments Using Kubernetes EngineA 25-minute intermediate hands-on lab on administration and cost.since 2019Open ↗Admin and costFreeMonitor Multiple Google Cloud Projects with Cloud MonitoringA 20-minute beginner hands-on lab on administration and cost.since 2019Open ↗Machine learningFreePredict Visitor Purchases with a Classification Model in BigQuery MLA 25-minute intermediate hands-on lab on machine learning and data science.since 2019Open ↗Data engineeringFreeProvision Services with Google Cloud MarketplaceA 10-minute beginner hands-on lab on data engineering.since 2019Open ↗Data engineeringFreeUsing BigQuery in the Google Cloud ConsoleA 15-minute beginner hands-on lab on data engineering.since 2019Open ↗Machine learningFreeUsing the Natural Language API from Google DocsA 10-minute intermediate hands-on lab on machine learning and data science.since 2019Open ↗Cloud infrastructureFreeVPC Networking FundamentalsA 25-minute beginner hands-on lab on cloud infrastructure.since 2019Open ↗Data engineeringFreeWeather Data in BigQueryA 20-minute beginner hands-on lab on data engineering.since 2019Open ↗App developmentFreeDeploy a Python App to App Engine Flexible EnvironmentA 25-minute beginner hands-on lab on app development.since 2019Open ↗SQL and analyticsFreeAPIs Explorer: Cloud SQLA 15-minute beginner hands-on lab on SQL, analytics and BI.since 2019Open ↗OtherFreeBuilding a High-throughput VPNA 20-minute advanced hands-on lab.since 2019Open ↗Machine learningFreeClassify Text into Categories with the Natural Language APIA 10-minute intermediate hands-on lab on machine learning and data science.since 2019Open ↗
Training
Creating and Alerting on Logs-based MetricsA 25-minute beginner hands-on lab on SQL, analytics and BI.
Data Studio: Qwik StartA 15-minute beginner hands-on lab for getting started.
Deploy Kubernetes Load Balancer Service with TerraformA 15-minute intermediate hands-on lab on administration and cost.
Explore an Ecommerce Dataset with SQL in BigQueryA 15-minute beginner hands-on lab on data engineering.
Google Apps Script: Access Google Sheets, Maps & Gmail in 4 Lines of CodeA 10-minute beginner hands-on lab on app development.
Google Meet: Getting StartedA 20-minute beginner hands-on lab for getting started.
Rent-a-VM to Process Earthquake DataA 20-minute beginner hands-on lab on cloud infrastructure.
Setting up Jenkins on Kubernetes EngineA 15-minute intermediate hands-on lab on cloud infrastructure.
Translate Text with the Cloud Translation APIA 10-minute beginner hands-on lab on app development.
Working with JSON, Arrays, and Structs in BigQueryA 25-minute intermediate hands-on lab on data engineering.
Distributed Image Processing in Managed Apache SparkA 55-minute intermediate hands-on lab on data engineering.
Monitoring and Logging for Cloud Run FunctionsA 20-minute beginner hands-on lab on administration and cost.
Creating a Data Transformation Pipeline with Cloud DataprepA 35-minute intermediate hands-on lab on data engineering.
Bracketology with Google Machine LearningA 20-minute intermediate hands-on lab on machine learning and data science.
Cloud CDNA 10-minute intermediate hands-on lab on cloud infrastructure.
Cloud Spanner: Qwik StartA 10-minute beginner hands-on lab on databases.
Enhance Application Reliability and Scalability with Internal Load BalancingA 15-minute intermediate hands-on lab on administration and cost.
App Engine: Qwik Start - GoA 10-minute beginner hands-on lab on app development.
Cloud SQL with TerraformA 15-minute intermediate hands-on lab on SQL, analytics and BI.
Getting Started with BigQuery MLA 20-minute beginner hands-on lab on machine learning and data science.
Transcribe Audio Using the Speech-to-Text APIA 10-minute beginner hands-on lab on generative AI and LLMs.
Transcribe Multilingual Audio with the Speech-to-Text APIA 15-minute beginner hands-on lab on generative AI and LLMs.
Big Data Analysis to a Slide PresentationA 10-minute intermediate hands-on lab.
BigQuery: Qwik Start - Command LineA 15-minute beginner hands-on lab on data engineering.
Configure an Application Load Balancer with Google Cloud ArmorA 40-minute intermediate hands-on lab on administration and cost.
Configure Secure RDP using a Windows Bastion Host: Challenge LabA 35-minute intermediate hands-on lab on governance and security.
Creating a Data Warehouse Through Joins and UnionsA 15-minute intermediate hands-on lab on data engineering.
Creating a Gmail Add-onA 15-minute beginner hands-on lab.
Creating a Persistent DiskA 15-minute beginner hands-on lab.
Creating Permanent Tables and Access-Controlled Views in BigQueryA 35-minute beginner hands-on lab on data engineering.
Deploy a Compute Instance with a Remote Startup Script: Challenge LabA 15-minute intermediate hands-on lab on cloud infrastructure.
Distributed Load Testing Using KubernetesA 20-minute beginner hands-on lab on cloud infrastructure.
Explore and Create Reports with Data StudioA 15-minute beginner hands-on lab on SQL, analytics and BI.
Extract Entities Using the Cloud Natural Language APIA 10-minute beginner hands-on lab on machine learning and data science.
Getting Started with Cloud KMSA 15-minute beginner hands-on lab on governance and security.
Implement VPC Networking FundamentalsA 15-minute beginner hands-on lab on cloud infrastructure.
Machine Learning with Spark on Google Cloud Managed Apache SparkA 1.5-hour intermediate hands-on lab on machine learning and data science.
Manage Pub/Sub in the Google Cloud ConsoleA 10-minute beginner hands-on lab on streaming.
Managing Deployments Using Kubernetes EngineA 25-minute intermediate hands-on lab on administration and cost.
Monitor Multiple Google Cloud Projects with Cloud MonitoringA 20-minute beginner hands-on lab on administration and cost.
Predict Visitor Purchases with a Classification Model in BigQuery MLA 25-minute intermediate hands-on lab on machine learning and data science.
Provision Services with Google Cloud MarketplaceA 10-minute beginner hands-on lab on data engineering.
Using BigQuery in the Google Cloud ConsoleA 15-minute beginner hands-on lab on data engineering.
Using the Natural Language API from Google DocsA 10-minute intermediate hands-on lab on machine learning and data science.
VPC Networking FundamentalsA 25-minute beginner hands-on lab on cloud infrastructure.
Weather Data in BigQueryA 20-minute beginner hands-on lab on data engineering.
Deploy a Python App to App Engine Flexible EnvironmentA 25-minute beginner hands-on lab on app development.
APIs Explorer: Cloud SQLA 15-minute beginner hands-on lab on SQL, analytics and BI.
Building a High-throughput VPNA 20-minute advanced hands-on lab.
Classify Text into Categories with the Natural Language APIA 10-minute intermediate hands-on lab on machine learning and data science.

Added and retired by year

YearAddedRetired
2026+17299
2025+22337
2024+15128
2023+20426
2022+1144
2021+972
2020+360
2019 or before+1500
No earlier recordfirst read by Training, Sep 2026421

951 come from the first Internet Archive copy of the page; 421 have no record before Training first read them. Retired counts items the archive saw that are no longer listed.

Courses tracked in detail

Data engineeringFreeBuild a Certification Study Guide: PDE Exam PrepShort course on using Gemini Notebook to build a personal study guide for the Professional Data Engineer exam.Prepares for Professional Data EngineerSelf-paced · 1 h · AdvancedCourse →Generative AIFreeIntroduction to Generative AIIntroductory microlearning course on what generative AI is, how it differs from traditional ML and related Google tools.Prepares for Professional Machine Learning EngineerSelf-paced · 45 min · BeginnerCourse →Data engineeringFreeServerless Data Processing with Dataflow: FoundationsPart 1 of a 3-course Dataflow series: Apache Beam, the Beam Portability framework and how Dataflow separates compute and storage.Prepares for Professional Data EngineerSelf-paced · 3 h · IntermediateCourse →Machine learningPaidIntroduction to AI and Machine Learning on Google CloudCourse on Google Cloud AI and ML tools across the data-to-AI lifecycle for generative and predictive AI projects.Prepares for Professional Machine Learning EngineerSelf-paced · 8 h · BeginnerCourse →Data engineeringPaidIntroduction to Data Engineering on Google CloudOn-demand course on the data engineer role on Google Cloud and the products used to address data engineering challenges.Prepares for Professional Data EngineerSelf-paced · 9 h 30 min · BeginnerCourse →AnalyticsPaidWork with Gemini Models in BigQueryCourse on using Gemini models for generative AI tasks in BigQuery through a CRM use case with SQL and Python notebooks.Prepares for Professional Data EngineerSelf-paced · 3 h · IntermediateCourse →
Course
Build a Certification Study Guide: PDE Exam PrepShort course on using Gemini Notebook to build a personal study guide for the Professional Data Engineer exam.FreeData engineering · Advanced · 1 h · prepares for Professional Data Engineer
Introduction to Generative AIIntroductory microlearning course on what generative AI is, how it differs from traditional ML and related Google tools.FreeGenerative AI · Beginner · 45 min · prepares for Professional Machine Learning Engineer
Serverless Data Processing with Dataflow: FoundationsPart 1 of a 3-course Dataflow series: Apache Beam, the Beam Portability framework and how Dataflow separates compute and storage.FreeData engineering · Intermediate · 3 h · prepares for Professional Data Engineer
Introduction to AI and Machine Learning on Google CloudCourse on Google Cloud AI and ML tools across the data-to-AI lifecycle for generative and predictive AI projects.SubscriptionMachine learning · Beginner · 8 h · prepares for Professional Machine Learning Engineer
Introduction to Data Engineering on Google CloudOn-demand course on the data engineer role on Google Cloud and the products used to address data engineering challenges.SubscriptionData engineering · Beginner · 9 h 30 min · prepares for Professional Data Engineer
Work with Gemini Models in BigQueryCourse on using Gemini models for generative AI tasks in BigQuery through a CRM use case with SQL and Python notebooks.SubscriptionAnalytics · Intermediate · 3 h · prepares for Professional Data Engineer

Certifications these courses prepare for

Certification4 courses, 2 freeProfessional Data EngineerPrep courses →Certification2 courses, 1 freeProfessional Machine Learning EngineerPrep courses →
CertificationCoursesFree
Professional Data Engineer42
Professional Machine Learning Engineer21
About Google Cloud training

Google Skills (formerly Google Cloud Skills Boost): on-demand Google Cloud courses and labs, some free and some with a subscription.

Full catalog read from skills.google, last on Nov 4, 2026.