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
App developmentFreeBuilding No-Code Apps with AppSheet: AutomationA 6-hour beginner course on app development.since 2022Open ↗App developmentFreeAPI Development with the Apigee API PlatformAn 18-hour beginner course on app development.since 2022Open ↗Governance and securityFreeAPI Security with the Apigee API PlatformA 10-hour beginner course on governance and security.since 2022Open ↗Admin and costFreeGet Started with Google Workspace Tools: Challenge LabA 25-minute beginner hands-on lab on administration and cost.since 2022Open ↗Governance and securityFreeSecurity Best Practices in Google CloudAn 11.3-hour intermediate course on governance and security.since 2022Open ↗Admin and costFreeGetting Started with Terraform for Google CloudA 6.5-hour beginner course on administration and cost.since 2022Open ↗Getting startedFreeConnected Sheets: Qwik StartA 25-minute beginner hands-on lab for getting started.since 2022Open ↗Governance and securityFreeDevelop and Secure APIs with Apigee X: Challenge LabA 25-minute intermediate hands-on lab on governance and security.since 2022Open ↗App developmentFreeIntroduction to Google Chat Apps with Apps ScriptA 10-minute beginner hands-on lab on app development.since 2022Open ↗SQL and analyticsFreeMigrate to Cloud SQL for PostgreSQL Using Database Migration ServiceA 1-hour beginner hands-on lab on SQL, analytics and BI.since 2022Open ↗App developmentFreeModernizing Applications with Apigee XA 1.2-hour intermediate hands-on lab on app development.since 2022Open ↗App developmentFreePublishing APIs with Apigee XA 45-minute intermediate hands-on lab on app development.since 2022Open ↗Data engineeringFreeRedacting Confidential Data within your Pipelines in Cloud Data FusionA 1.5-hour advanced hands-on lab on data engineering.since 2022Open ↗Governance and securityFreeSecuring APIs with Apigee XA 35-minute intermediate hands-on lab on governance and security.since 2022Open ↗OtherFreeUsing Google Cloud Services with Apigee XA 30-minute intermediate hands-on lab.since 2022Open ↗Machine learningFreeMachine Learning Operations (MLOps): Getting StartedA 4.5-hour intermediate course on machine learning and data science.since 2022Open ↗Machine learningFreeProduction Machine Learning SystemsA 16-hour intermediate course on machine learning and data science.since 2022Open ↗Governance and securityFreeIntroduction to Cloud IdentityA 3.3-hour course on governance and security.since 2022Open ↗Cloud infrastructureFreeCreating Cross-region Load BalancingA 20-minute intermediate hands-on lab on cloud infrastructure.since 2022Open ↗Data engineeringFreeData Publishing on BigQuery for Data Sharing PartnersA 30-minute beginner hands-on lab on data engineering.since 2022Open ↗Governance and securityFreeSecuring Google Cloud with CFT ScorecardA 15-minute beginner hands-on lab on governance and security.since 2022Open ↗Governance and securityFreeValidating Policies for Terraform on Google CloudA 10-minute beginner hands-on lab on governance and security.since 2022Open ↗OtherFreeShare Data using Google Data Cloud: Challenge LabA 25-minute intermediate hands-on lab.since 2022Open ↗Certification prepFreeBuild a Certification Study Guide: PCNE Exam PrepA 45-minute beginner exam prep course.since 2022Open ↗Machine learningFreeBigQuery Machine Learning using Soccer DataA 30-minute intermediate hands-on lab on machine learning and data science.since 2022Open ↗Data engineeringFreeBigQuery Soccer Data AnalysisA 15-minute intermediate hands-on lab on data engineering.since 2022Open ↗Data engineeringFreeBigQuery Soccer Data IngestionA 15-minute beginner hands-on lab on data engineering.since 2022Open ↗App developmentFreeBuilding No-Code Apps with AppSheet: ImplementationA 24-hour beginner course on app development.since 2022Open ↗App developmentFreeDeploy Applications with GKE AutopilotA 1.5-hour beginner hands-on lab on app development.since 2022Open ↗Governance and securityFreeManage Access Control with IAMA 15-minute beginner hands-on lab on governance and security.since 2022Open ↗Machine learningFreePerform Predictive Data Analysis in BigQuery: Challenge LabA 15-minute advanced hands-on lab on machine learning and data science.since 2022Open ↗GenAI and LLMsFreeResponsible AI: Applying AI Principles with Google CloudA 2-hour beginner course on generative AI and LLMs.since 2022Open ↗Certification prepFreeBuild a Certification Study Guide: PCSE Exam PrepA 1-hour beginner exam prep course.since 2022Open ↗Admin and costFreeLeveraging NetApp Cloud Volume ONTAP Remote Caching Capabilities for EDA WorkloadsA 1.5-hour beginner hands-on lab on administration and cost.since 2022Open ↗App developmentFreeAppSheet DeveloperA 38-hour learning path on app development.since 2022Open ↗Cloud infrastructureFreeCloud Architect/Engineer on ApigeeA 55.6-hour learning path on cloud infrastructure.since 2022Open ↗Cloud infrastructureFreeHybrid and Multi-Cloud ArchitectA 101-hour learning path on cloud infrastructure.since 2022Open ↗App developmentFreeProfessional Cloud Developer CertificationA 40.7-hour learning path on app development that prepares for Professional Cloud Developer.since 2022Open ↗Admin and costFreeProfessional Cloud DevOps Engineer CertificationA 60.6-hour learning path on administration and cost that prepares for Professional Cloud.since 2022Open ↗Cloud infrastructureFreeProfessional Network Engineer CertificationA 46.2-hour learning path on cloud infrastructure.since 2022Open ↗Cloud infrastructureFreeArchitecting with Google Kubernetes Engine: ProductionA 6.5-hour intermediate course on cloud infrastructure.since 2022Open ↗Cloud infrastructureFreeArchitecting with Google Kubernetes Engine: WorkloadsA 6.5-hour intermediate course on cloud infrastructure.since 2022Open ↗Admin and costFreeAssociate Google Workspace Administrator CertificationA 26.1-hour learning path on administration and cost.since 2022Open ↗Certification prepFreeBuild a Certification Study Guide: PCA Exam PrepA 1-hour advanced exam prep course.since 2022Open ↗AI agentsFreeDeploy a BigQuery ML Customer Churn Classifier to Agent Platform for Online PredictionsA 1.1-hour intermediate hands-on lab on AI agents.since 2022Open ↗GenAI and LLMsFreeIdentify Damaged Car Parts with AutoML on Gemini Enterprise Agent PlatformA 50-minute intermediate hands-on lab on generative AI and LLMs.since 2022Open ↗DatabasesFreeDatabase Engineer Learning PathA 28.1-hour learning path on databases.since 2022Open ↗Machine learningFreeRecommendation Systems on Google CloudAn 8-hour intermediate course on machine learning and data science.since 2022Open ↗Admin and costFreeGoogle Workspace: Advanced WorkflowsAn 8.9-hour learning path on administration and cost.since 2022Open ↗Cloud infrastructureFreeGoogle Cloud Computing Foundations: Cloud Computing FundamentalsAn 8-hour beginner course on cloud infrastructure.since 2022Open ↗
Training
Building No-Code Apps with AppSheet: AutomationA 6-hour beginner course on app development.
API Development with the Apigee API PlatformAn 18-hour beginner course on app development.
API Security with the Apigee API PlatformA 10-hour beginner course on governance and security.
Get Started with Google Workspace Tools: Challenge LabA 25-minute beginner hands-on lab on administration and cost.
Security Best Practices in Google CloudAn 11.3-hour intermediate course on governance and security.
Getting Started with Terraform for Google CloudA 6.5-hour beginner course on administration and cost.
Connected Sheets: Qwik StartA 25-minute beginner hands-on lab for getting started.
Develop and Secure APIs with Apigee X: Challenge LabA 25-minute intermediate hands-on lab on governance and security.
Introduction to Google Chat Apps with Apps ScriptA 10-minute beginner hands-on lab on app development.
Migrate to Cloud SQL for PostgreSQL Using Database Migration ServiceA 1-hour beginner hands-on lab on SQL, analytics and BI.
Modernizing Applications with Apigee XA 1.2-hour intermediate hands-on lab on app development.
Publishing APIs with Apigee XA 45-minute intermediate hands-on lab on app development.
Redacting Confidential Data within your Pipelines in Cloud Data FusionA 1.5-hour advanced hands-on lab on data engineering.
Securing APIs with Apigee XA 35-minute intermediate hands-on lab on governance and security.
Using Google Cloud Services with Apigee XA 30-minute intermediate hands-on lab.
Machine Learning Operations (MLOps): Getting StartedA 4.5-hour intermediate course on machine learning and data science.
Production Machine Learning SystemsA 16-hour intermediate course on machine learning and data science.
Introduction to Cloud IdentityA 3.3-hour course on governance and security.
Creating Cross-region Load BalancingA 20-minute intermediate hands-on lab on cloud infrastructure.
Data Publishing on BigQuery for Data Sharing PartnersA 30-minute beginner hands-on lab on data engineering.
Securing Google Cloud with CFT ScorecardA 15-minute beginner hands-on lab on governance and security.
Validating Policies for Terraform on Google CloudA 10-minute beginner hands-on lab on governance and security.
Share Data using Google Data Cloud: Challenge LabA 25-minute intermediate hands-on lab.
Build a Certification Study Guide: PCNE Exam PrepA 45-minute beginner exam prep course.
BigQuery Machine Learning using Soccer DataA 30-minute intermediate hands-on lab on machine learning and data science.
BigQuery Soccer Data AnalysisA 15-minute intermediate hands-on lab on data engineering.
BigQuery Soccer Data IngestionA 15-minute beginner hands-on lab on data engineering.
Building No-Code Apps with AppSheet: ImplementationA 24-hour beginner course on app development.
Deploy Applications with GKE AutopilotA 1.5-hour beginner hands-on lab on app development.
Manage Access Control with IAMA 15-minute beginner hands-on lab on governance and security.
Perform Predictive Data Analysis in BigQuery: Challenge LabA 15-minute advanced hands-on lab on machine learning and data science.
Responsible AI: Applying AI Principles with Google CloudA 2-hour beginner course on generative AI and LLMs.
Build a Certification Study Guide: PCSE Exam PrepA 1-hour beginner exam prep course.
Leveraging NetApp Cloud Volume ONTAP Remote Caching Capabilities for EDA WorkloadsA 1.5-hour beginner hands-on lab on administration and cost.
AppSheet DeveloperA 38-hour learning path on app development.
Cloud Architect/Engineer on ApigeeA 55.6-hour learning path on cloud infrastructure.
Hybrid and Multi-Cloud ArchitectA 101-hour learning path on cloud infrastructure.
Professional Cloud Developer CertificationA 40.7-hour learning path on app development that prepares for Professional Cloud Developer.
Professional Cloud DevOps Engineer CertificationA 60.6-hour learning path on administration and cost that prepares for Professional Cloud.
Professional Network Engineer CertificationA 46.2-hour learning path on cloud infrastructure.
Architecting with Google Kubernetes Engine: ProductionA 6.5-hour intermediate course on cloud infrastructure.
Architecting with Google Kubernetes Engine: WorkloadsA 6.5-hour intermediate course on cloud infrastructure.
Associate Google Workspace Administrator CertificationA 26.1-hour learning path on administration and cost.
Build a Certification Study Guide: PCA Exam PrepA 1-hour advanced exam prep course.
Deploy a BigQuery ML Customer Churn Classifier to Agent Platform for Online PredictionsA 1.1-hour intermediate hands-on lab on AI agents.
Identify Damaged Car Parts with AutoML on Gemini Enterprise Agent PlatformA 50-minute intermediate hands-on lab on generative AI and LLMs.
Database Engineer Learning PathA 28.1-hour learning path on databases.
Recommendation Systems on Google CloudAn 8-hour intermediate course on machine learning and data science.
Google Workspace: Advanced WorkflowsAn 8.9-hour learning path on administration and cost.
Google Cloud Computing Foundations: Cloud Computing FundamentalsAn 8-hour beginner course on cloud infrastructure.

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.