awesome-gcp-certifications Documentation

Google Cloud Platform Certification resources.

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File: readme.md

Awesome GCP Certifications [](https://github.com/sindresorhus/awesome)

Contents

Foundational

Associate

Professional

Resources

Discontinued Exams


Common Resources

These references are useful across all certifications.

Published Title/Link Author
2022/11 FAQs on Google Cloud (GCP) Certifications Sathish VJ
2021/11 End to End Process of Booking/scheduling your Google Cloud exam to Sharing your result Ramesh Rajini
2020/09 Passing and Failing GCP Certification Exams Bernd Nordhausen
2020/03 Getting all the 10/10 GCP certificates โ€“ how do I start? Part 1/X Konrad Clapa
2020/02 AwesomeGCP Channel Sathish VJ
Architecture Center Google Cloud
TechDevGuide - Cloud Computing Google
GCP Certification GCP Docs
FAQs - GCP Certification Frequently Asked Questions
Solve With Google Cloud - Tutorials GCP Docs
Google Cloud Solutions GCP Docs
Google Cloud Products and Solutions in 4 words Greg Wilson
GCP Building Blocks - A Glossary of GCP Terms
FREE codes for Qwiklabs Sathish VJ
FAQs on GCP Certification Exams Sathish VJ
Grace's Flowcharts Grace
GCP Essentials - Staying in Touch Alexis MP
Google Cloud on Medium
Community Tutorials
CodeLabs/cloud developers.google
Google Cloud Training - Classroom Schedule various trainers
Google Cloud Training - Course Listing and Contents QwikLabs
Google Cloud Whitepapers Google
GCP Blog Google
GCP Data Analytics Blog Google
2019/01 On Passing All Google Cloud Certifications Sathish VJ
2018/10 Google Cloud - Jumpstart, Tutorials & Community! David das Neves
Pluralsight courses on GCP Google Cloud
Coursera courses on GCP Google Cloud
Cloud Minute - 1 minute videos Google Cloud
github GCP code repo Google Cloud
GCP Certification training Intellipaat

Miscellaneous References

Published Title/Link Author
Official Icons and Sample Diagrams Google Cloud
Weekly Newsletter Zdenko Hrฤek
Forum for certified people (invite only)
Google Cloud Certified Credential Holder Directory (voluntary list)
Directory of Google Developer Experts (GDE) for Cloud
2019/04 Google Cloud Platform Authorized Trainer Sathish VJ

Best Practices

Title Link
AI Hub Data Preprocesing https://aihub.cloud.google.com/p/products%2F31bf71d8-d513-4926-92dc-23b2f913afce
Anthos Fleet Requirements https://cloud.google.com/anthos/fleet-management/docs/fleet-concepts/best-practices
Anthos Migration Planning https://cloud.google.com/migrate/anthos/docs/planning-best-practices
Apigee APIs https://cloud.google.com/files/apigee/apigee-api-best-practices-ebook.pdf
Audit Logs https://cloud.google.com/blog/products/gcp/best-practices-for-working-with-google-cloud-audit-logging
Audit Logs https://cloud.google.com/logging/docs/audit/best-practices
AutoML Creating Training Data https://cloud.google.com/automl-tables/docs/data-best-practices
AutoML Video Intelligence Object Tracking https://cloud.google.com/video-intelligence/automl/object-tracking/docs/best-practices
AutoML https://cloud.google.com/automl-tables/docs/data-best-practices
BigQuery Cost Optimization https://cloud.google.com/blog/products/data-analytics/cost-optimization-best-practices-for-bigquery
BigQuery Materialized Views https://cloud.google.com/bigquery/docs/materialized-views-best-practices
BigQuery Optimizing Query Performance https://cloud.google.com/bigquery/docs/best-practices-performance-overview
BigQuery Optimizing Storage https://cloud.google.com/bigquery/docs/best-practices-storage
Build Speeding Up https://cloud.google.com/cloud-build/docs/speeding-up-builds
Building Containers https://cloud.google.com/solutions/best-practices-for-building-containers
Cloud Functions https://cloud.google.com/functions/docs/bestpractices/tips
Cloud Router https://cloud.google.com/network-connectivity/docs/router/resources/best-practices
Cloud SQL for PostgreSQL https://cloud.google.com/sql/docs/postgres/best-practices
Cloud SQL https://cloud.google.com/sql/docs/mysql/best-practices
Compute Engine Region Selection https://cloud.google.com/solutions/best-practices-compute-engine-region-selection
Content Delivery https://cloud.google.com/cdn/docs/best-practices
DNS https://cloud.google.com/dns/docs/best-practices-dns
Data Governance https://cloud.google.com/blog/products/data-analytics/principles-and-best-practices-for-data-governance-in-the-cloud
Dataproc https://cloud.google.com/blog/products/data-analytics/7-best-practices-for-running-cloud-dataproc-in-production
Datastore https://cloud.google.com/datastore/docs/best-practices
Datastore https://cloud.google.com/datastore/docs/cloud-datastore-best-practices
Deployment Manager Type Provider https://cloud.google.com/deployment-manager/docs/configuration/type-providers/best-practices-api
Deployment Manager https://cloud.google.com/deployment-manager/docs/best-practices
Deployment Manager https://cloud.google.com/deployment-manager/docs/best-practices?hl=zh-tw
Dialogflow https://cloud.google.com/dialogflow/docs/best-practices
Firestore https://cloud.google.com/firestore/docs/best-practices
Floating IP Addresses https://cloud.google.com/solutions/best-practices-floating-ip-addresses
For Enterprise Organizaations https://cloud.google.com/docs/enterprise/best-practices-for-enterprise-organizations
GSuite Sharing Documents https://cloud.google.com/blog/topics/perspectives/best-practices-for-sharing-documents-in-g-suite
Google Maps https://cloud.google.com/blog/products/maps-platform/15-google-maps-platform-best-practices
IAM and Billing https://cloud.google.com/solutions/best-practices-for-iam-and-billing-in-higher-education
IAM https://cloud.google.com/blog/products/gcp/iam-best-practice-guides-available-now
Identity - Password Management https://cloud.google.com/blog/products/identity-security/best-practices-for-password-management-2019-edition
Identity Aware Proxy https://cloud.google.com/iap/docs/concepts-best-practices
Identity Federation https://cloud.google.com/architecture/identity/best-practices-for-federating
Jupyter Notebooks https://cloud.google.com/blog/products/ai-machine-learning/best-practices-that-can-improve-the-life-of-any-developer-using-jupyter-notebooks
Kubernetes https://cloud.google.com/kubernetes-engine/docs/best-practices
Kubernetes - enterprise multitenancy https://cloud.google.com/kubernetes-engine/docs/best-practices/enterprise-multitenancy
Kubernetes - scalable clusters https://cloud.google.com/kubernetes-engine/docs/best-practices/scalability
Kubernetes - upgrading clusters https://cloud.google.com/kubernetes-engine/docs/best-practices/upgrading-clusters
Kubernetes - building containers https://cloud.google.com/solutions/best-practices-for-building-containers
Kubernetes - operating containers https://cloud.google.com/solutions/best-practices-for-operating-containers
Kubernetes - running cost-optimized applications on GKE https://cloud.google.com/solutions/best-practices-for-running-cost-effective-kubernetes-applications-on-gke
Kubernetes https://cloud.google.com/blog/products/containers-kubernetes/your-guide-kubernetes-best-practices
Kubernetes https://cloud.google.com/blog/topics/kubernetes-best-practices
Management Tools Client Libraries https://cloud.google.com/apis/docs/client-libraries-best-practices
Machine Learning - Performance and Cost Optimization https://cloud.google.com/solutions/machine-learning/best-practices-for-ml-performance-cost
Machine Learning - Rules of ML https://developers.google.com/machine-learning/guides/rules-of-ml
Media Translation https://cloud.google.com/translate/media/docs/best-practices
Media Translation https://cloud.google.com/translate/media/docs/best-practices?hl=tr
Memorystore for Redis Performance Tuning https://cloud.google.com/blog/products/databases/performance-tuning-best-practices-for-memorystore-for-redis
Memorystore for Redis https://cloud.google.com/memorystore/docs/redis/memory-management-best-practices
Microservice Performance https://cloud.google.com/appengine/docs/standard/python/microservice-performance
Migrating VMs https://cloud.google.com/solutions/best-practices-migrating-vm-to-compute-engine
Moving VMs https://cloud.google.com/blog/products/cloud-migration/tips-and-best-practices-for-moving-your-vms-to-compute-engine
MySQL Importing and Exporting Data https://cloud.google.com/sql/docs/mysql/import-export
Operating Containers https://cloud.google.com/solutions/best-practices-for-operating-containers
Optimizing Costs https://cloud.google.com/blog/products/gcp/best-practices-for-optimizing-your-cloud-costs
Planning Accounts and Organizations https://cloud.google.com/architecture/identity/best-practices-for-planning
Preemptible VM Instances https://cloud.google.com/compute/docs/instances/create-start-preemptible-instance
Running Active Directory https://cloud.google.com/managed-microsoft-ad/docs/best-practices
SQL Server Instances https://cloud.google.com/compute/docs/instances/sql-server/best-practices
Secure IAM https://cloud.google.com/iam/docs/using-iam-securely
Security https://cloud.google.com/security/best-practices
Service Accounts https://cloud.google.com/iam/docs/understanding-service-accounts#best_practices
Spanner Bulk Loading https://cloud.google.com/spanner/docs/bulk-loading
Spanner Data Manipulation Language https://cloud.google.com/spanner/docs/dml-best-practices
Spanner SQL https://cloud.google.com/spanner/docs/sql-best-practices
Spanner Schema Design https://cloud.google.com/spanner/docs/schema-design
Spanner https://cloud.google.com/spanner/docs/best-practice-list
Speech API https://cloud.google.com/speech-to-text/docs/best-practices?hl=ru&refresh=1pli%3D1
Speech to Text https://cloud.google.com/speech-to-text/docs/best-practices
Storage https://cloud.google.com/storage/docs/best-practices
Storage - privacy and security https://cloud.google.com/blog/products/storage-data-transfer/google-cloud-storage-best-practices-to-help-ensure-data-privacy-and-security
Storage - Request Rates https://cloud.google.com/storage/docs/request-rate#best-practices
Super Administrator Account https://cloud.google.com/resource-manager/docs/super-admin-best-practices
Tightly Coupled HPC Apps https://cloud.google.com/solutions/best-practices-for-using-mpi-on-compute-engine
User Account, Authentication and Password Management https://cloud.google.com/blog/products/gcp/12-best-practices-for-user-account
VPC design https://cloud.google.com/solutions/best-practices-vpc-design
VPC Service Controls for enterprises https://cloud.google.com/solutions/vpc-service-controls-enterprise-best-practices
VPN https://cloud.google.com/network-connectivity/docs/vpn/resources/best-practices
VPN https://cloud.google.com/vpn/docs/resources/best-practices
Working with Cloud Support https://cloud.google.com/support/docs/best-practice

Contributing

  • Please contribute to making this list really awesome, exhaustive, and up to date.
  • Contributing to this list is easy: a pull request in this repo or you can also send me the info on LinkedIn or Twitter.
  • Please provide details as required by that section. Links, author names, date published, which certification(s) does it apply to, etc.
  • For book links, preferably send a search link with the book and author name. (Why? Using an amazon.com link assumes that all readers are in one country and using one book seller.)

Maintaining Exam Integrity

  • Google takes the privacy of the exams very seriously.
  • If and when you write notes, do not reveal details about the exam.
    • What questions were asked?
    • How many questions on each topic?
    • Anything that compromises the integrity of the exam.
  • When one of my blog posts leaked some exam info, I was contacted by the Google Certifications Team.
  • If you find any posts that I've listed which might be a concern, please let me and also the original authors know.

File: apigee-certified-api-engineer.md

Apigee Certified API Engineer

Status: Discontinued
Official Link: https://cloud.google.com/certification/apigee-api-engineer
Experience: Advanced-Professional
Certification type: Specialization

Posts

Practice Exams / Tests

Books

Published Title/Link Author
Official Ebooks

Videos / Sessions

Event Title/Link Instructor
Cloud Next '18 API Management Best Practices
Official Webcasts

Online Trainings

Site Title/Link Instructor
Coursera Specialization Developing APIs with Google Cloud's Apigee API Platform
Coursera Official Training Program
Title/Link
Using Apigee for API Management
App Modernization with Apigee

File: associate-cloud-engineer.md

Associate Cloud Engineer

About the exam

Official Link: https://cloud.google.com/certification/cloud-engineer
Experience: Intermediate
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Registration fee: $125 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online proctored exam.
Recommended experience: 6 months+ hands-on experience with GCP.
Official Practice Exam: https://cloud.google.com/certification/practice-exam/cloud-engineer

Posts

Published Title/Link Author
2025/09 GCP ACE: Complete Review and Study Tips Kittipat.Po
2025/09 Google Cloud Digital Leader Exam Guide Himanshu Sangshetti
2024/03 How To Pass The GCP Associate Cloud Engineerโ€™s Certificate Exam (Again) Vivek Naskar
2023/12 My Experience of GCP ACE - Lab Based Certification Exam Shivnath Sharma
2023/05 The Path to Certification: How I Prepared and Passed the Associate Cloud Engineerย Exam Tim Webster
2022/08 How I Prepared to Take the ACEngineer certification Mariana Carvalho
2022/08 GCP Associate Cloud Engineer Notes Ervin Szilagyi
2022/06 GCP ACE RoadMap & Resources Shubham Chaurasia
2022/02 How did I ace Google Cloud ACE in 2022? Prathmesh Patil
2022/01 Tips For Getting the GCP ACE Certification Roger Rustad, Jr.
2021/06 Google Associate Cloud Engineer notes Simone Guardati
2021/05 How to become GCP Certified ACE? Ramesh Rajini
2021/05 How to prepare for GCP ACE Abhishek sharma
2021/02 How I prepared for the GCP ACE Exam Luca Cavallin
2021/01 A Developerโ€™s Guide For Passing Google Cloud Associate Cloud Engineer Exam Vivek Naskar
2020/10 How to Ace The ACE-GCP Jacob Luna
2020/09 How I prepared for GCP ACE Exam Rakesh Vardan
2020/07 From ALC to ACE Mercy Markus
2020/03 How I Passed the GCP ACE Charles J
2019/12 How to plan and clear Google Cloud Associate Cloud Enginner Certificate amrit_3327
2019/11 How to Ace the Certification Blake Rogers
2019/05 Notes from my Associate Cloud Engineer โ€” Section 2 Fahed Dorgaa
2019/04 Notes from my Associate Cloud Engineer โ€” Section 1 Fahed Dorgaa
2019/03 Google Cloud Certification : Associate Cloud Engineer Raj
2019/03 Google Associate Cloud Engineer (ACE) Certification Exam: Our Tips for Success mobilise.cloud
2018/12 How I Cleared 3 Google Cloud Certifications in 3 Weeks Deepak Verma
2018/11 Writing and Passing the Google Cloud Associate Engineer Certification Sathish VJ
2018/08 Associate Cloud Engineer Certification Exam Overview- Things to do Avinash Kumar
2018/05 Associate Cloud Engineerโ€Šโ€”โ€ŠStudy Guide Joรฃo Vitor Guimarรฃes
Path to Associate Cloud Engineer Google
Guide to GCP And Certification Wilson Mar

Practice Exams / Tests

Published On Title/Link Author
Udemy Google Cloud Associate Cloud Engineer Practice Tests Dan Sullivan
Udemy Google Certified Associate Cloud Engineer Practice Exams Jon Bonzo
Whizlabs Google Cloud Certified Associate Cloud Engineer

Books

Published Title/Link Publisher Authors
Google Cloud Certified Associate Cloud Engineer Study Guide Dan Sullivan
Google Cloud Platform Cookbook Legorie Rajan PS
Google Cloud Platform in Action JJ Geewax

Videos / Sessions

Published Title/Link Publisher Authors
The Certified Q&A - Associate Cloud Engineer Playlist AwesomeGCP Sathish VJ
Google Cloud Associate Cloud Engineer Course - Pass the Exam! freeCodeCamp.org Antoni Tzavelas

Online Trainings

Site Title/Link Instructor
Coursera Preparing for the Google Cloud Associate Cloud Engineer Exam
Coursera Google Cloud Platform Fundamentals: Core Infrastructure
Coursera Architecting with Google Cloud Platform Specialization
Coursera Essential Google Cloud Infrastructure: Foundation
Coursera Essential Google Cloud Infrastructure: Core Services
Coursera Elastic Google Cloud Infrastructure: Scaling and Automation
Coursera Introduction to Cloud Identity
Udemy Google Cloud Platform Associate Cloud Engineer Bootcamp
Linux Academy Google Cloud Certified Associate Cloud Engineer
Udemy Google Cloud Associate Cloud Engineer
acloud.guru Google Certified Associate Cloud Engineer 2019 Mattias Andersson
training.antonit.com Google Cloud Associate Cloud Engineer Antoni Tzavelas
Udemy Google Cloud Certification - Associate Cloud Engineer in28minutes
Title/Link
GCP Essentials
Cloud Engineering
Ensure Access & Identity in Google Cloud
Set up and Configure a Cloud Environment in Google Cloud
Baseline: Infrastructure
Perform Foundational Infrastructure Tasks in Google Cloud
Exploring APIs
Using the Cloud SDK Command Line

File: associate-data-practitioner.md

Associate Data Practitioner

About the exam

Official Link: https://cloud.google.com/learn/certification/data-practitioner
Length: 2 hours
Questions: ~60 (not a fixed number, but typically around 50-60 questions)
Registration fee: $125 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online.
Recommended experience: 6+ months work experience is recommended
Official Practice Exam: link
Certification Validity: 2 years

Posts

Published Title/Link Author
2025/04 I Passed the New GCP ADP Anil Kumar
2025/01 Preparing for Google Cloud's newest certification: ADP Jamie Thompson
2026/03 Preparing for GCP ADP Armitra Maiti
2024/11 [https://medium.com/netpremacy-global-services/google-associate-data-practitioner-beta-exam-thoughts-2ad819f5899f](Google ADP Beta Exam Thoughts) Alistair Grew
2025/01 How to Prepare for the GCP ADP David Regalado
2025/01 GCP ADP Preparation Guide Gyanendra Singh
2024/12 GCP ADP: Exam Prep Guide jana_om

File: associate-google-workspace-administrator.md

Associate Google Workspace Administrator

About the exam

Official Link: https://cloud.google.com/learn/certification/associate-google-workspace-administrator
Length: 2 hours
Questions: ~60 (not a fixed number, but typically around 50-60 questions)
Registration fee: $125 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online.
Recommended experience: No experience required.
Official Practice Exam: link
Certification Validity: 3 years

Posts

Published Title/Link Author
2025/06 How to Pass the Google AGWA Keegan Justis
2024/08 Navigating the Path to Becoming a AGWA: My Journey and Tips Manish Salunke
2024/05 Certification โ€” AGWA Exam: Step-by-Step Guide to Successfully Pass Biswanath Giri

File: cloud-digital-leader.md

Cloud Digital Leader

About the exam

Official Link: https://cloud.google.com/certification/cloud-digital-leader
Length: 1.5 hours
Questions: ~60 (not a fixed number, but typically around 60+ questions)
Registration fee: $99 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online.
Recommended experience: No experience required.
Official Practice Exam: link
Certification Validity: Other exams have a validity of 2 years, but the CDL is valid for 3 years.

Posts

Published Title/Link Author
2026/02 Aced the ACE: A Strategic Guide to the ACE Alex Nyambura
2026/01 How I prepared for the ACE Luca Cavallin
2025/09 CDL Study Notes Nisrine Amimi
2025/08 How I Passed the ACE Rishab Kumar
2023/06 How to get GCP CDL certification on the first try? Sebastian Hanania
2022/09 How I studied for the Google CDL Exam Rycole
2022/03 How to Prepare For The Google CDL Certification Exam Sarah Walker-Leptich
2021/09 How to become GCP Certified CDL Ramesh Rajini
2021/01 6 Best Google CDL Certification Courses for Beginners in 2022 Javin Paul
2021 CDL Learning Path Google
2021/09 Get Certified: GCP CDL Denys van Kempen
2021/07 Notes from my beta GCP CDL certification exam Sathish VJ
2021/05 A quick review of the new CDL (beta) Hifzullah Celik
2021/05 My Review on the CDL Beta Exam Antoni Tzavelas

Practice Exams / Tests

Published On Title/Link Author
Udemy Google Cloud Certified Cloud Digital Leader Practice Tests Sathish VJ @ AwesomeGCP

Books

Published Title/Link Publisher Authors
2022/01 CDL Exam Prep Guide Sarah Walker-Leptich

Videos / Sessions

Published Title/Link Publisher Authors
2021/08 Cloud Digital Leader Certification Course - Pass the Exam! FreeCodeCamp.org Andrew Brown
2021/07 Cloud Digital Leader Playlist AwesomeGCP Sathish VJ
2021/08 GCP Sketch Notes Thecloudgirl.dev Priyanka Vergadia

Online Trainings

Site Title/Link Instructor
Udemy GCP for Beginners - Become a Google Cloud Digital Leader in28minutes
Coursera Google Cloud Digital Leader Training Professional Certificate Google
Coursera Introduction to Digital Transformation with Google Cloud Google
Coursera Innovating with Data and Google Cloud Google
Coursera Infrastructure and Application Modernization with Google Cloud Google
Coursera Managing Machine Learning Projects with Google Cloud Google
Coursera Business Transformation with Google Cloud Google
Coursera Google Cloud Product Fundamentals Google
Coursera Understanding Your Google Cloud Platform (GCP) Costs Google
Coursera Optimizing Your Google Cloud Platform (GCP) Costs Google
Coursera Organizational Change and Culture for Adopting GCP Google
Coursera Cloud Architecture with Google Cloud Professional Certificate Google

Documentation

Title/Link
Google Cloud Solutions
Cloud Adoption Framework
Cost Management Blog
Title/Link

File: fellow-hybrid-multi-cloud.md

Google Cloud Certified Fellow: Hybrid Multicloud

Official Link: https://cloud.google.com/certification/hybrid-multi-cloud
Exam and Competency Guide: https://cloud.google.com/certification/guides/hybrid-multi-cloud
Exam format: Assessment 1: A series of technical hands-on labs. This is a qualifying assessment that must be passed before continuing to the next assessment. Assessment 2: A panel interview.
Prerequisites: Must be a Google Cloud customer or partner and referred by your Google contact or an active Google Cloud Certified Fellow.

Posts

Published Title/Link Author
2022/03 Taking a look at Google Cloud Certified Fellows Nate David
Anthos Under the Hood - Whitepaper Google Cloud
CIO's Guide to Application Migration Google Cloud

Practice Exams / Tests

Published Title/Link Author

Books

Published Title/Link Author

Videos / Sessions

Published Title/Link Event Instructors

Online Trainings

Site Title/Link Instructor
QwikLabs Architecting Hybrid Cloud Infrastructure with Anthos

| Title/Link |
| Architecting Hybrid Cloud Infrastructure with Anthos |


File: generative-ai-leader.md

Generative AI Leader

About the exam

Official Link: https://cloud.google.com/learn/certification/generative-ai-leader
Length: 1.5 hours
Questions: ~60 (not a fixed number, but typically around 50-60 questions)
Registration fee: $99 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online.
Recommended experience: No experience required.
Official Practice Exam: link
Certification Validity: 3 years

Posts

Published Title/Link Author
2025/10 I am now GCP Gen AI Leader Kanika Tolver
2025/10 GAIL Course Andrew Brown
2025/10 Making Sense of Generative AI: My GAIL Experience Nisrine Amimi
2025/10 [How I Cleared GAIL: Complete Guide to Questions, Answers, and Smart Exam Tricks](How I Cleared the Gen AI Leader Certification: Complete Guide to Questions, Answers, and Smart Exam Tricks) Sunita Rawat
2025/10 Google GAIL: Exam Prep Guide jana_om
2025/08 Complete Roadmap to GAIL Santosh Kumar Perumal
2025/08 GAIL Preparation Guide Balaji Ashok Kumar
2025/08 GAIL: Is It Worth It? karaniph
2025/07 How I Passed the GAIL While Working Full-Time Meet Desai
2025/06 GCP GAIL Notes Rishab Kumar
2025/06 My Experience โ€” GAIL Certification Bhanu Sree Balisetty
2025/06 How I Passed GAIL and How You Can Too Mehmet Hilmi Emel
2025/05 Certify your AI Game: GAIL - All in one guide Ramesh Rajini
2025/05 Preparing for GCP's New Foundational GAIL Jamie Thompson

File: gsuite.md

GSuite

Status: Discontinued.
Official Link: https://cloud.google.com/certification/gsuite/

Posts

Published Title/Link Author
2020/03 Nailing Google Cloud Certified G Suite exam Konrad Clapa
2020/01 Notes from my G Suite Certification Exam Sathish VJ
2019/07 Clearing the GSuite Certification Exam Ammett Williams
Official Exam Guide
G Suite Updates Blog Google
G Suite Release Calendar Google

Practice Exams / Tests

Published Title/Link Author
Official Practice Exam

Books

Published Title/Link Author
Classified - G Suite Training - Webinar Matthew Guay

Videos / Sessions

Published Title/Link Instructor
Top Ten Things to Know for Exam GCP Cloud Developer ILE SDS
G-suite videos courses G-Suite Training

Online Trainings

Site Title/Link Instructor
Coursera G Suite Administration Specialization
Qwiklabs G Suite Certification: Practice Lab
Google Applied Digital Skills - GSuite Certification
Google Applied Digital Skills
Google G Suite Training - App
Title/Link
G Suite Integrations

File: looker-business-analyst.md

Looker Business Analyst

About the exam

** Status:** DISCONTINUED
Official Link: https://cloud.google.com/certification/looker-ba
Length: 1 hour 40 minutes
Exam Guide: https://cloud.google.com/certification/guides/looker-ba
Registration fee: $250 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online.
Recommended experience: Business analysts with 5+ months of experience using Looker for report development, data visualization, and dashboard best practices.
Official Practice Exam: Not Available Yet

Posts

Published Title/Link Author

Books

Published Title/Link Publisher Authors

Videos / Sessions

Published Title/Link Publisher Authors

Online Trainings

Site Title/Link Instructor

Documentation

Title/Link
Title/Link
Exploring Data with Looker - Quest

File: looker-lookml-developer.md

Looker LookML Developer

About the exam

Official Link: https://cloud.google.com/certification/lookml-developer
Length: 1 hour 40 minutes
Exam Guide: https://cloud.google.com/certification/guides/lookml-developer
Registration fee: $250 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online.
Recommended experience: Business analysts with 5+ months of experience using Looker for report development, data visualization, and dashboard best practices.
Official Practice Exam: Not Available Yet

Posts

Published Title/Link Author
2022/01 Notes from my GCP LookML Developer Exam Sathish VJ

Books

Published Title/Link Publisher Authors

Videos / Sessions

Published Title/Link Publisher Authors
2020/09 Technical deep dive on Looker: The enterprise BI solution for Google Cloud Google
2020/06 Looker on GCP Masterclass Google
Look & Learn - YouTube Playlist Google

Online Trainings

Site Title/Link Instructor
Looker - Training Getting Started with LookML :---
Looker - Connect Looker Connect :---
Looker - Connect Register Looker Connect Register :---
Looker - kitchentable sandbox Looker Connect - kitchentable sandbox :---

Documentation

Title/Link
Title/Link
Understanding LookML in Looker - Quest

File: professional-cloud-architect.md

Professional Cloud Architect

Official Link: https://cloud.google.com/certification/cloud-architect/
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Registration fee: $200 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center or online-proctored from a remote location.
Recommended experience: 3+ years of industry experience including 1+ years designing and managing solutions using GCP.
Official Practice Test: https://cloud.google.com/certification/practice-exam/cloud-architect

Posts

Published Title/Link Author
2026/01 GCP PCA: Complete Review and Study Tips Kittipat.Po
2025/05 How I Prepared Myself to Pass the PCA (Complete Guide) Vinicius Hora
2024/10 From Zero to Certified: How I Passed the PCA in One Night Chooi-Guan Lim
2024/09 Journey to Becoming a GCP PCA Suraj Solanki
2023/06 4 times conquer PCA - KEY NOTE PCA 2023 HuyDangGDG
2022/10 How I passed the GCP PCA Exam Geoffrey
2022/07 The Architect and the Helicopter Racing Aliaksei Kaliutau
2022/06 GCP PCA RoadMap & Resources Shubham Chaurasia
2021/08 Path to Google Cloud Professional Cloud Architect Certification Vinny Joseph
2021/06 GCP Professional Cloud Architect โ€” Exam Guide Mapping to Prep links Ramesh Rajini
2021/03 My Review of the PCA BETA Exam Antoni Tzavelas
2021/01 How I prepared for GCP PCA exam? Rakesh Vardan
2020/09 How to pass PCA โ€“ as a sales guy Rolf Siegel
2020/03 Build on Your Experience to Earn Cloud Certifications Joshua Fox
2020/02 PCA Prep Sheet Ammett Williams
2019/07 How to pass the Cloud Architect and Data Engineer GCP certifications Ivam Luz
2019/03 Professional Cloud Architect Certification Mete Atamel
2019/01 Notes from my GCP PCA Exam Sathish VJ
2019/01 5 Tips to Become a GCP PCA Janakiram MSV
2018/12 How to pass - Google PCA David das Neves
2018/12 How I Cleared 3 Google Cloud Certifications in 3 Weeks Deepak Verma
2018/01 Google Certified Professionalโ€Šโ€”โ€ŠPCA โ€”โ€ŠStudy Resources Agasthi Kothurkar
2017/07 Google PCA Exam Study Materials Earl Gay
Cloud Architect Challenge Study Map Simon Erses
Path to Professional Cloud Architect Google

Practice Exams / Tests

Published On Title/Link Author
Udemy GCP - Professional Cloud Architect (Test your knowledge)
Udemy GCP - Google Cloud Certified - Architect Practice Questions
Whizlabs GCP - Google Cloud Certified - Architect Practice Questions

Books

Published Title/Link Author
2021/12 Professional Cloud Architect - Google Cloud Certification Guide - Second Edition Konrad Clapa, Brian Gerrard
2019/11 Official Google Cloud Certified Professional Cloud Architect Study Guide Dan Sullivan
Google Cloud Platform for Architects
Google Cloud Platform Cookbook
Google Cloud Platform in Action

Videos / Sessions

Published Title/Link Instructor
AwesomeGCP - Professional Architect Playlist Sathish VJ
Preparing for the GCP Cloud Architect certification Raphael Soeiro
Google Cloud Platform Cloud Architect Certification Review Questions Virtual Networking Joe
getgcpcertified.com - "DevOps in GCP & Site Reliability Engineering Ideas"

Online Trainings

Site Title/Link Instructor
AntonIT Training Google Cloud Professional Cloud Architect Antoni Tzavelas
Udemy Google Cloud Certification - Professional Cloud Architect in28minutes
Qwiklabs GCP Essentials
Qwiklabs Challenge: GCP Architecture
Coursera Preparing for the Google Cloud Professional Cloud Architect Exam
Coursera Cloud Infrastructure Design and Process
Coursera Cloud Architecture with Google Cloud Professional Certificate
Coursera Architecting with Google Compute Engine Specialization
Linux Academy Google Certified Professional Cloud Architect
acloud.guru Google Certified Professional Cloud Architect 2019 Mattias Andersson
pluralsight Architecting with Google Cloud Platform: Infrastructure Google Cloud
pluralsight Google: Professional Cloud Architect Howard Dierking, Janani Ravi, Vitthal Srinivasan

File: professional-cloud-database-engineer.md

Professional Cloud Database Engineer

Official Link: https://cloud.google.com/certification/cloud-database-engineer
Length: 2 hours in GA
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Registration fee: $200 (plus tax where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, taken in person at a test center.
Recommended experience: 5+ years of overall database and IT experience, including 2 years of hands-on experience working with Google Cloud database solutions.
Official Practice Test: https://docs.google.com/forms/d/e/1FAIpQLSe55cAg8a3NzgV_QCJ2_F75NAyE44Z-XuVB6oPJXaWnI5UBIQ/viewform
Exam guide: https://cloud.google.com/certification/guides/cloud-database-engineer

Posts

Published Title/Link Author
2025/11 Google Cloud Professional Database Engineer Exam Guide Jamie Thompson
2025/08 [Insights and Tips for the Google Cloud Professional Cloud Database Engineer Certification Exam](https://medium.com/@bigface00/insights-and-tips-for- the-google-cloud-professional-cloud-database-engineer-certification-exam-3ef41f29f02d) Yusuke Enami
2025/06 How to Prepare for the Google Cloud Professional Cloud Database Engineer Exam David Regalado
2025/02 Passing the Google Cloud Professional Database Engineer Exam Hilliao
2024/12 2024 Google Cloud Professional Database Engineer Hilliao
2024/05 My Journey to Becoming a GCP Database Engineer Burak Yilmaz
2023/10 Preparing for Success with Google Cloud Professional Cloud Database Engineer Exam 2023 Cloud Expert
2022/09 GCP PDBE Prep Notes Ammett Williams
2022/06 Get Certified: Google Cloud โ€“ PCDbE Denys van Kempen
2022/06 Notes from my PCDbE beta certification exam Sathish VJ
2022/04 Professional Cloud Database Engineer (Japanese) Takuho Nakano
2022/05 My Review of the GCP PCDbE BETA Exam Antoni Tzavelas
2022/05 Google Database Engineer Beta Exam Thoughts Alistair Grew
Site Title/Link Author
Google Cloud Database Modernization
Google Cloud Database Migration
Google Cloud Which Database should I use
Google Cloud About replication in Cloud SQL Google
Google Cloud About high availability Google
Google Cloud About Cloud SQL backups Google
Google Cloud About restoring an instance Google
Google Cloud Troubleshoot Google
Google Cloud Best practices for importing and exporting data Google
Google Cloud Identify idle Cloud SQL instances Google
Google Cloud Reduce overprovisioned Cloud SQL instances Google
Google Cloud Whitepaper - Migrating your databases to managed services on Google Cloud Google

Practice Exams / Tests

Published On Title/Link Author

Books

Published Title/Link Author

Videos / Sessions

Published Title/Link Instructor

Online Trainings

Site Title/Link Instructor
Cloud Skills Boost Enterprise Database Migration Google
Cloud Skills Boost Migrate MySQL data to Cloud SQL using Database Migration Service Google
Cloud Skills Boost Manage PostgreSQL Databases on Cloud SQL Google

File: professional-cloud-developer.md

Professional Cloud Developer

Official Link: https://cloud.google.com/certification/cloud-developer/
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Experience: Advanced - Professional
Certification type: Specialization
Official Practice Test: https://cloud.google.com/certification/practice-exam/cloud-developer

Posts

Published Title/Link Author
2026/01 Google Cloud Professional Cloud Developer: My Exam Experience Rich Rose
2025/11 Journey of a Professional Google Cloud Developer: Certification Insights Yusuke Enami
2025/09 Reflections on the Google Professional Cloud Developer Exam (2025 Update) Liping
2025/05 Google Cloud Developer Practice Test: How It Helped Me Pass the Exam Manish Salunke
2025/03 Tips for Passing the Google Professional Developer (PCD) Exam Darren Lester
2022/08 2022 Google Cloud Professional Cloud Developer Certification Review Jonanthan Reynolds
2021/11 GCP PCD Study Guide Notes Matt Lui
2021/09 GCP PCD 2022 โ€” Exam guide mapping Ramesh Rajini
2020/03 Google PCD Certification preparation strategy JPantsjoha
2019/12 How to pass the GCP PCD certification Ivam Luz
2019/03 GCP PCD exam tips Josh Laird
2019/01 Theโ€Šโ€”โ€ŠGCP PCDโ€Šโ€”โ€ŠBeta challenge David das Neves
2019/01 Notes from my beta GCP PCD Exam Sathish VJ
2018/11 GCP PCDโ€Šโ€”โ€ŠStudy Guide Joรฃo Vitor Guimarรฃes

Practice Exams / Tests

Published Title/Link Author
Official Practice Exam

Books

Published Title/Link Author
Google Cloud Platform for Developers

Videos / Sessions

Published Title/Link Instructor
Top Ten Things to Know for Exam GCP Cloud Developer Joe

Online Trainings

Site Title/Link Instructor
Udemy Google Cloud - Professional Cloud Developer in28minutes
Coursera
Coursera "Developing Applications with Google Cloud Platform Specialization"
Title/Link
Developer Essentials
Application Development - Java
Application Development - Python
Kubernetes Solutions
Google Cloud Solutions I: Scaling Your Infrastructure
Stackdriver

File: professional-cloud-devops-engineer.md

Professional Cloud DevOps Engineer

Official Link: https://cloud.google.com/certification/cloud-devops-engineer
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Registration fee: $200 (plus taxes where applicable).
Exam format: Multiple choice and multiple select, taken in person at a test center.
Official Practice Test: https://cloud.google.com/certification/practice-exam/cloud-devops-engineer

Posts

Published Title/Link Author
2026/02 Mastering Google Cloud DevOps: Insights and Tips for the Professional Cloud DevOps Engineer Exam Yusuke Enami
2026/01 GCP Professional Cloud DevOps Engineer Practice Test with Answers Karaniph
2025/12 20 Practice Questions for Google Cloud Professional DevOps Engineer Certification Karaniph
2025/06 Google Cloud Professional Cloud DevOps Engineer Exam Guide: 2025 Edition Jamie Thompson
2025/03 Certification โ€” Professional GCP DevOps Engineer Exam Step-By-Step Preparations Guide. Biswanath Giri
2022/08 Preparing for the Google Cloud Professional Cloud DevOps Engineer Exam Ammett Williams
2020/02 Exam Deep Dive notes. Preparing for the exam (Part 1 of 2) Joe Holbrook
2020/02 Professional Cloud DevOps Engineer Certificate tips Konrad Klapa
2020/01 Identifying and tracking toil using SRE principles Google Cloud Blog
2020/01 How to Ace the Google Cloud Professional DevOps Engineer Certification Salem Amazit
2019/12 DevOps Engineer Exam prep sheet Ammett Williams
2019/12 Experiences with the DevOps Beta Exam Bjรถrn Jessen-Noak
2019/11 Top Ten things to know for DevOps Beta Exam Joe Holbrook
2019/11 Study Guide Ammett Williams
2019/11 SRE best practices for people in a hurry Waheed Brown
Devops GCP Docs
SRE resources from Google Google
CI/CD on Google Cloud Google
The Art of SLOs - landing page Google
The Art of SLOs - slides Google
The Art of SLOs - Participant Handbook Google
The Art of SLOs - Facilitator Handbook Google

Practice Exams / Tests

Published Title/Link Author

Books

Published Title/Link Author
Anatomy of an incident Google Cloud
Google Cloud for DevOps Engineers Sandeep Madamanchi
Site Reliability Engineering Edited by Betsy Beyer, Chris Jones, Jennifer Petoff and Niall Richard Murphy
Site Reliability Workbook Edited by Betsy Beyer, Niall Richard Murphy, David K. Rensin, Kent Kawahara and Stephen Thorne
Building Secure and Reliable Systems - Preview Version Written by Heather Adkins, Betsy Beyer, Paul Blankinship, Piotr Lewandowski, Ana Oprea, Adam Stubblefield
SLO Adoption and Usage in SRE Julie McCoy with Nicole Forsgren
Continuous Delivery with Spinnaker multiple authors

Videos / Sessions

Published Title/Link Event Instructors
2019/04 DevOps and SRE sessions Cloud Next 2019
2018/03 class SRE implements DevOps - Playlist Liz & Seth

Online Trainings

Site Title/Link Instructor
Coursera Developing a Google SRE Culture Google
Coursera Site Reliability Engineering: Measuring and Managing Reliability Google
Coursera Logging, Monitoring and Observability in Google Cloud Google
Coursera Getting Started with Google Kubernetes Engine Google
Coursera SRE and DevOps Engineer with Google Cloud Professional Certificate Google
Coursera Reliable Google Cloud Infrastructure: Design and Process Google
Pluralsight Managing Cloud Resources Using Google Stackdriver Janani Ravi
Pluralsight Managing Logs, Errors and Application Performance Using Google Stackdriver Vitthal Srinivasan
Title/Link
DevOps Essentials
Implement DevOps in Google Cloud
Deployment Manager
Cloud Logging
Google Cloud's Operations Suite on GKE
Google Cloud's Operations Suite
Monitor and Log with Google Cloud Operations Suite
Network Performance and Optimization

File: professional-cloud-network-engineer.md

Professional Cloud Network Engineer

Official Link: https://cloud.google.com/certification/cloud-network-engineer/
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Experience: Professional
Certification type: Specialization
Official Practice Test: https://cloud.google.com/certification/practice-exam/cloud-network-engineer

Posts

Published Title/Link Author
2026/01 Prepare for the Google Professional Cloud Network Engineer Exam โ€” 2026+ prep sheet Ammett Williams
2024/12 How to Pass the Google Cloud Professional Network Engineer Certification in 2025 Sarthak Kesarwani
2024/02 Preparing for the Google Cloud Professional Network Engineer Certification Jamie Thompson
2022/12 Certification โ€” How to Prepare for Google Cloud โ€” Professional Cloud Network Engineer Jitendra Gupta
2022/06 Preparing for success with the GCP Professional Cloud Network Engineer Exam Ammett Williams
2021/08 What it takes to be a Certified GCP Professional Network Engineer ? BRK00181
2021/06 Reference of Important GCP CIDR Blocks Austen Novis
2020/10 How to pass PCNE and Exam Preparation Tips Saurabh Singh
2019/11 How to Pass GCP Network Engineer Certification Ivam Luz
2019/11 Network Engineer Exam Study Guide Mark Johnson
2019/10 Articles to go with her GCP Network videos Stephanie Wong
2019/08 Cloud Professional - Cloud Network Engineer Exam Prep sheet Ammett Williams
2019/07 Exam Experience: Fail-Fast. Learn. Pass. Jaroslav Pantsjoha
2019/03 Google Professional Cloud Network Engineer Certification John Hanley
2019/02 Notes from my beta Network Engineer Certification Exam Sathish VJ
2019/01 Google Professional Cloud Network Engineer Beta Exam walkthrough Lerko
Path to Network Engineer Google

Practice Exams / Tests

Published Title/Link Author
Official Practice Test Google

Books

Published Title/Link Author
Google Cloud Platform (GCP) Professional Cloud Network Engineer Certification Companion
Google Cloud Platform for Architects
Google Cloud Platform Cookbook
Google Cloud Platform in Action

Videos / Sessions

Published Title/Link Instructor
Cloud OnAir: Google Cloud Networking 101 CloudOnAir
Cloud OnAir: Google Cloud Networking L200 CloudOnAir
VPC Deep Dive and Best Practices (Cloud Next '18) GCP
Hybrid Connectivity - Reliably Extending Your Enterprise Network to GCP (Cloud Next '18) GCP
Curated Networking playlist: Best Practices, VPC, GCE, Kubernetes (Kubecon, Cloud Next '18 '19) Jaroslav Pantsjoha
GCP Networking Deep Dive Prajakta Joshi & Srinivas Krishnan
Playlist - Network Engineer Certification
Playlist - GCP Network End-to-End Stephanie Wong
Hybrid Networking: GCP NCC - Google Cloud Network Connectivity Center Rohith Ramkumar

Online Trainings

Site Title/Link Instructor
Coursera Networking in Google Cloud Platform Specialization
Qwiklabs Networking in the Google Cloud
Qwiklabs Network Performance and Optimization
Linux Academy GCP Network Concepts
Linux Academy GCP Network Management
Linux Academy GCP Hybrid Networking
Linux Academy GCP Network Design & Monitoring

File: professional-cloud-security-engineer.md

Professional Cloud Security Engineer

Official Description: https://cloud.google.com/certification/cloud-security-engineer/
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Experience: Advanced - Professional
Certification type: Specialization
Official Practice Test: https://cloud.google.com/certification/practice-exam/cloud-security-engineer

Posts

Published Title/Link Author
2026/01 My Journey to Conquering the Google Cloud Professional Cloud Security Engineer Exam Yusuke Enami
2025/12 Prepare for the Google Professional Cloud Security Engineer Exam 2025 Ammett W
2025/10 How I Passed the Google Cloud Professional Cloud Security Engineer Exam Kishore Ram
2025/08 Preparing for Googleโ€™s Professional Cloud Security Engineer Certification Jacob Luna
2025/06 My Experience with the Google Cloud Security Engineer Professional Certification PakCyberBot
2025/05 How to Prepare for Professional Cloud Security Engineer Certification Vishal Bulbule
2025/04 How do I prepare my Professional Cloud Security Engineer certification with Gemini (formerly Bard) Yury Nino
2025/03 What it takes to be a certified GCP Professional Network Engineer Brk0018
2023/05 2023 Google Cloud Professional Security Engineer Study Guide Hil Liao
2022/07 Preparing for the PCSE Exam Ammett Williams
2021/10 My review on the PCSE Beta Exam Antoni Tzavelas
2020/02 BeyondProd: A new approach to cloud-native security Google
2019/11 Exam Study Guide Mark Johnson
2019/11 Google Cloud Security Engineer Exam Notes Travis Webb
2019/08 How to pass the Google Professional Cloud Security Engineer certification Ivam Luz
2019/08 Google Cloud Security Exam Experience: RTFQ twice Jaroslav Pantsjoha
2019/07 Exam Prep Sheet Ammett Williams
2019/06 How to fail and then pass the Security Engineer Exam Ammett Williams
2019/05 Google Professional Cloud Security Engineer Certification John Hanley
2019/03 Google Professional Cloud Security Engineerโ€Šโ€”โ€ŠBeta exam review Rakesh Sharma
2019/02 Notes from my beta Google Cloud Professional Security Engineer Certification Exam Sathish VJ
2019/02 Google Professional Cloud Security Engineer Beta Exam walkthrough Dmitri Lerko
2019/02 Google Cloud Professional Security Engineer Exam Guide Darpan Shah
2018/03 Google Cloud Security Whitepapers Google
Path to Professional Security Engineer Google

Practice Exams / Tests

Published Title/Link Author
Professional Cloud Security Engineer Practice Exam

Books

Published Title/Link Author
Google Cloud Platform for Architects
Google Cloud Platform Cookbook
Google Cloud Platform in Action

Videos / Sessions

Published Title/Link Instructor
Playlist - Google Cloud Security Showcase Google Cloud
Professional GCP Cloud Security Engineer - Beta Exam Satyen Kumar
Google Cloud Professional Security Engineer Jaroslav Pantsjoha

Online Trainings

Site Title/Link Instructor
Coursera Security in Google Cloud Platform Specialization
Coursera Networking in Google Cloud Platform Specialization
Qwiklabs Security & Identity Fundamentals
Qwiklabs Networking in the Google Cloud
Qwiklabs Network Performance and Optimization

File: professional-cloud-security-operations-engineer.md

Professional Cloud Security Operations Engineer

This certification is for security professionals who focus on threat detection, incident response, and continuous monitoring within a Google Cloud environment.

Exam Details

  • Level: Professional
  • Length: 120 minutes
  • Format: Multiple choice and multiple select
  • Cost: $200 USD

Key Topics

  • Threat Detection: Utilizing Security Command Center (SCC) and Chronicle.
  • Log Analysis: Cloud Logging, BigQuery for log analysis, and log sinks.
  • Incident Response: Playbooks, automation with Workflows, and forensic analysis.
  • Security Posture Management: Identifying misconfigurations and compliance drift.
  • Network Security: VPC Service Controls, Cloud Armor, and Firewall Insights.

Posts

Published Title/Link Author
2025/11 How I Earned the Google Cloud Professional Security Operations Engineer Certification: Insights, Lessons, and a Practical Blueprint Anil Kumar
202x/xx Passing the Google Cloud Professional Security Operations Engineer Exam Foresite

File: professional-data-engineer.md

Professional Data Engineer

Official Description: https://cloud.google.com/certification/data-engineer/
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Certification type: Specialization
Experience: Advanced - Professional
Official Practice Test: https://cloud.google.com/certification/practice-exam/data-engineer

Posts

Published Title/Link Author
2026/01 GCP PDE Guide & Glossary BigDataEnthusiast
2025/12 New GCP PDE Renewal Exam (2026 version): What Changed and What to Expect Manojkumar Vadivel
2025/02 Decoding the GCP PDE Certification Exam Carmel Wenga
2025/01 How to Prepare for the GCP PDE Exam David Regalado
2025/01 How to clear the GCP PDE Exam (December 2024) โ€” Without Hands On Experience Siddharth Ghosh
2025/01 The Ultimate Guide to Passing the GCP PDE Examโ€”Part 3 Carmel Wenga
2025/01 The Ultimate Guide to Passing the GCP PDE Examโ€”Part 2 Carmel Wenga
2024/12 GCP PDE Exam: Exam Prep Guide ๐Ÿ“š jana_om
2024/03 My path to gaining the GCP PDE certification Josh Stanton
(Note: Some links provided in your list were either inaccessible or returned errors during the search process, and are therefore excluded from the table above.)
2022/10 How I prepared for GCP PDE Certification Narayan Singh
2022/07 How do I prepared and passed the GCP PDE Certification Exam (2022) Gary Yiu
2022/05 How I Passed the PDE Exam on my First Attempt Damian Ohienmhen
2021/10 Top ten tips for passing the GCP PDE Certification exam konrad bachusz
2021/09 How I cleared the Google Cloud Professional Data Engineer exam in 2021 Bhavesh Bhatt
2021/01 How to pass the PDE certification โ€“ as a sales guy Rolf Siegel
2020/09 GCP Professional Data Engineer Guide A Estevez
2020/07 preparation, tips, and my journey from failing to passing experience Kshitij Bhadage
2020/05 Data Engineering on GCP Specialisation Alex Papageorgiou
2020/04 How to Prepare for GCP PDE Exam Hardik Rathod
2020/02 Topics in the GCP PDE Exam Sabeehah Ahmed
2020/02 My personal road map and thoughts in 2020 Joรฃo Vitor Baptista
2020/01 How I pass the GCP Data Engineer exam - Key points to study and personal experience Kenny Contreras
2019/12 How to pass the Google Cloud Professional Data Engineer exam Jonathan M
Google Cloud - Professional Data Engineer Exam Study Materials Leverege Developers
2019/12 Road to Success โ€” Professional Data Engineer Biswarup Ghoshal
2019/10 The Ultimate Hack to passing Data Engineer exam Kelly Sun
2019/07 How to pass the Cloud Architect and Data Engineer GCP certifications Ivam Luz
2019/05 Concepts to focus for passing Google Cloud PDE Exam Srividya Ramaraju
2019/02 PDEโ€” Roadmap for preparation Pankaj K
2019/01 Professional Data Engineer Certificationโ€” my personal study guide! Guang X
2019/04 Certified Professional Data Engineer - 2019 Updated exam Dmitri Lerko
2019/01 Notes from my Google Cloud Professional Data Engineer Exam Sathish VJ
2019/01 GCP Certified Data Engineer in 3 Weeks Avinash Gupta
2019/01 Cheat sheet Guang Xu
2018/12 How I Cleared 3 Google Cloud Certifications in 3 Weeks Deepak Verma
2018/11 Preparing for the Google Cloud Panagiotis Tzamtzis
2018/10 How to pass your Google Cloud Platform Professional Data Engineer exam vinoaj
2018/10 A Study Guide to the Google Cloud Professional Data Engineer Certification Path Simon Lee
2017/12 Google Cloud Certified Professional - Data Engineer Track Kayleigh Rix

Practice Exams / Tests

Published Title/Link Author
Official Practice Exam

Books

Published Title/Link Author
2020/05 Official PDE Study Guide Dan Sullivan
Data Science on the Google Cloud Platform Valliappa Lakshmanan
Hands-On Machine Learning with Scikit-Learn and TensorFlow Aurรฉlien Gรฉron
2019/10 Google BigQuery: The Definitive Guide Jordan Tigani & Valliappa Lakshmanan

Videos / Sessions

Published Title/Link Instructor
GCP data engineer certification review John
Machine Learning Crash Course Google

Online Trainings

Site Title/Link Instructor
Coursera Preparing for the Google Cloud Professional Data Engineer Exam
Coursera Data Engineering on Google Cloud Platform
Linux Academy Google Cloud Certified Professional Data Engineer
Udemy Preparing for the Google Cloud Professional Data Engineer Exam
Udemy An Introduction to Google Cloud Platform for Data Engineers
Udemy Learn GCP: Google Cloud Data Engineer Express Course!
acloud.guru Applied Machine Learning with BigQuery on Google Cloud Platform Mike West
pluralsight Data Engineering on Google Cloud Platform Google Cloud
pluralsight Google: Professional Cloud Data Engineer Janani Ravi, Vitthal Srinivasan

Cheat Sheets

Published Title/Link Author
Data Engineering on GCP Maverick Lin
A TensorFlow Glossary/Cheat Sheet Bill Prin
GCP Data Engineer cheatsheet Guang Xu
Title/Link
Baseline: Data, ML, AI
Data Engineering
Data Science on Google Cloud
BigQuery Basics for Data Analysts
Engineer Data in Google Cloud
Scientific Data Processing
Build and Optimize Data Warehouses with BigQuery
BigQuery for Data Warehousing
Building Advanced Codeless Pipelines on Cloud Data Fusion
Insights from Data with BigQuery
BigQuery for Data Analysis
Data Catalog Fundamentals
Building Codeless Pipelines on Cloud Data Fusion
BigQuery for Marketing Analysts
Cloud SQL
BigQuery for Machine Learning
Published Topic Title/Link Instructor
2020/02 Cloud Spanner Internals of Google Cloud Spanner Bhuvanesh

File: professional-machine-learning-engineer.md

Professional Machine Learning Enginer

Note: Exam is changing from Feb 22, 2022. See new exam guide.
Length: 2 hours
Questions: ~60 (not a fixed number, but typically around 60+ questions)
Official Link: https://cloud.google.com/certification/guides/machine-learning-engineer
Length: 2 hours. (Note: there seems to be 60 questions in the PMLE.)
Registration fee: $200 (plus tax where applicable)
Exam format: Multiple choice and multiple select, taken in person at a test center or online.

Posts

Published Title/Link Author
2025/12 A Balanced Path to the Google Cloud Professional Machine Learning Engineer Certification 2025 Abhijit Gupta
2025/11 Preparing Google Cloud Professional Machine Learning Engineer Certificate in 2025 Steven (Liang) Chen
2025/09 The Path to Proficiency: My Google Cloud Professional Machine Learning Engineer Certification Yusuke Enami
2025/07 Google Cloud Professional Machine Learning Engineer Exam Andreas Maier
2025/05 Google Cloud Professional Machine Learning Engineer Certification: Tips to Clear the Exam Mo Daoud
2025/03 Guide to passing GCP PMLE(2024) Goh Zhen Rong
2025/03 Navigating the Google Cloud Professional Machine Learning Engineer (PMLE) Certification: What to Expect Sangita Mahala
2025/02 Passing the Google Cloud Professional Machine Learning Engineer Exam Hilliao
2024/05 Pass Google Cloud Machine Learning Exam, with This How-To Human Learning Guide Jaroslav Pantsjoha
2022/12 How to clear GCP PMLE Exam? Shadab Hussain
2022/03 How I passed the Google Cloud PMLEexam (Vertex AI) Joshua Tan
2022/01 How to prepare for the GCP PMLEexam Gabriel Cassimiro
2021/11 Get recognized as an ML Expert with the Google PMLE Certificate! Elyes Manai
2021/08 A Comprehensive Study Guide for the GCP ML Engineer Certification Jeffrey Luppes
2021/08 How to study for (and pass) Google's PMLE certification Rolf Siegel
2021/07 Getting Data Science / ML Certified across Azure, AWS and GCP Sanjana Sahayaraj
2021/03 How I Passed the GCP Professional ML Engineer Certification Arthur Mello
2021/03 Notes from my GCP PMLE Exam Sathish VJ
2021/01 How I cracked the GCP PMLE certification in 8 days! Hasan Rafiq
2020/12 GCP ML Certification Prep Hil Liao
2020/12 Google Cloud Professional ML Engineer Certification โ€“ My Study Track Kevin Slifer
2020/11 GC PMLE: The definitive guide Oleh Lokshyn
2020/11 Tips to nail the Google Cloud Certified Machine Learning Engineer Professional exam Konrad Clapa
2020/10 What I learned studying for the GCP ML Exam Francisco Quintana
2020/10 Cloud Professional ML Engineer virenlr
2020/08 My notes from GCP ML Engineer exam Joรฃo Serra
2020/08 GCP ML Engineer Certification: Post Exam Impressions Carlos Timoteo
2020/08 GCP ML Engineer Certification Preparation Guide Dmitri and Steven
2020/08 20 days to GC PMLE Han Qi
2020/07 My take on Professional ML (Beta) Exam Parth M.

Practice Exams / Tests

Published Title/Link Author
Official Practice Test

Books

Published Title/Link Author
2023 Official Google Cloud Certified Professional Machine Learning Engineer Study Guide Mona Mona, Pratap Ramamurthy
2022 Journey to Become a Google Cloud Machine Learning Engineer Dr. Logan Song
2020 Machine Learning Design Patterns Valliappa Lakshmanan, Sara Robinson, Michael Munn

Videos / Sessions

Published Title/Link Instructor Notes
Vertex AI - AI Simplified Priyanka Vergadia
AI Adventures Google Cloud
ROC and AUC - Clearly Explained Josh Starmer ML Playlist

Online Trainings

Site Title/Link Instructor
Machine Learning Crash Course Google
Machine Learning Guides Google
Coursera: Google Cloud Platform Big Data and Machine Learning Fundamentals Google
Coursera: Building Batch Data Pipelines on GCP Google
Coursera: Building Resilient Streaming Analytics Systems on GCP Google
Coursera: Smart Analytics, Machine Learning, and AI on GCP Google
Coursera: How Google does Machine Learning Google
Coursera: Launching into Machine Learning Google
Coursera: Intro to TensorFlow Google
Coursera: Feature Engineering Google
Coursera: Art and Science of Machine Learning Google
Coursera: End-to-End Machine Learning with TensorFlow on GCP Google
Coursera: Production Machine Learning Systems Google
Coursera: Image Understanding with TensorFlow on GCP Google
Coursera: Sequence Models for Time Series and Natural Language Processing Google
Coursera: Recommendation Systems with TensorFlow on GCP Google
Coursera: https://app.pluralsight.com/library/courses/building-end-to-end-machine-learning-workflows-kubeflow/table-of-contents Google
TensorFlow: TFX on Cloud AI Platform Pipelines Google
ML Pipelines on Google Cloud Google
Title/Link
Build and Deploy Machine Learning Solutions on Vertex AI
Advanced ML: ML Infrastructure
Data Science on Google Cloud: Machine Learning
Google Cloud Solutions II: Data and Machine Learning
Perform Foundational Data, ML, and AI Tasks in Google Cloud
BigQuery for Machine Learning

File: professional-workspace-administrator.md

Professional Workspace Administrator

Official Link: https://cloud.google.com/certification/google-workspace-administrator
Length: 2 hours
Questions: ~50 (not a fixed number, but typically around 50+ questions)
Registration fee: $200 (plus taxes where applicable). There is also a discount for those from countries with lower purchasing power parity.
Exam format: Multiple choice and multiple select, take the exam remotely or at a nearby testing center.
Recommended experience: 3+ years of industry experience including 1+ year G Suite administration experience.

Posts

Published Title/Link Author
2022/12 Certification โ€” How to Prepare for the GCP PWA Jitendra Gupta
2021/05 Prep Notes Marcus Pilgrim
2020/03 Nail the GCP Collaboration Engineer Exam Konrad Clapa
2020/01 Notes from my Collaboration Engineer Exam Sathish VJ
2019/10 Professional Collaboration Engineer Exam Guide Ryan Allred
2015/08 Google Apps Technical Transition Guide Google Apps
Docs - Gmail Setup and Configuration Google
Docs - G Suite migration tools product matrix Google
Docs - Data Migration Service Google
G Suite Updates Blog Google
G Suite Release Calendar Google

Practice Exams / Tests

Published Title/Link Author
Official Practice Exam Google

Books

Published Title/Link Author

Videos / Sessions

Published Title/Link Instructor
GSuite Channel on YouTube Google

Online Trainings

Site Title/Link Instructor
Coursera G Suite Administration Specialization Google
Coursera Introduction to Cloud Identity Google
Title/Link
Getting Started with Google Workspace
Google Workspace Administration
Workspace Essentials
Workspace Integrations

File: whitepapers/readme.md

Google Cloud Whitepapers

Here is a list of some whitepapers on Google Cloud technologies. Whitepapers are published by companies to give stakeholders a better understanding of how to use their products.

Published on Title Publisher
2021/05 Practitioner's Guide to ML Ops Google Cloud
2021/05 Protecting the Extended Workforce with BeyondCorp Enterprise Google Cloud
2021/04 Google Cloud Security Foundations Guide Google Cloud
2021/04 A Practical Guide to Cloud Migration O'Reilly
2021/02 Shifting left on Security Google Cloud
2021/02 CISO's guide to Cloud Security Migration Google Cloud
2021/02 Scaling certificate management Google Cloud
2021/02 Re-architecting to cloud native Google Cloud
2021 Designing and deploying a data security strategy Google Cloud
2021/01 Migrate workloads checklist Google Cloud
2020 Google Cloud for SAP Google Cloud
2020/12 Forrester Wave: IaaS Platform Native Security Forrester
2020/10 Running VMware based applications on Google Cloud Google Cloud
2020/09 Google Cloud VMware Engine Google Cloud
2020/08 How partners are winning in the Google Cloud economy IDC for Google Cloud
2020/07 AI Explanations Google
2020/07 How digital business ecosystems drive efficiency and innovation Oxford Economics and Google Cloud
2020/07 The future of data warehousing Google Cloud
2020/06 Google Cloud's AI Adoption Framework Google Cloud
2020/06 Solving for operational efficiency Google Cloud
2020/05 Building a Large-Scale Migration Program with Google Cloud Google Cloud PSO
2020/05 CIO's guide to Application Migration Google Cloud
2020/05 State of Public Cloud Migration Forrester for Google
2020/05 Understanding the priniciples of cost optimization Google Cloud
2020/03 SAP on Google Cloud with BigQuery ESG
2020 Google Cloud Certification Impact Report Google Cloud
2020 Exploratory Data Analysis for Feature Selection Google Cloud
2020 The ROI of DevOps Transformation DORA
2020 Anthos under the hood Google Cloud
2020 Empower your employees to work from anywhere Google Cloud and Vmware
2020 The Google Cloud Adoption Framework Google Cloud
2020/Q1 Learning Paths Google Cloud Learning
2020 Managing Change in the Cloud Google Cloud
2019/12 Take command of your security in the cloud Google Cloud
2019/11 The total economic impact of Anthos Forrester Total Economic Impact for Google
2019/09 Trusting your data with Google Cloud Platform Google Cloud
2019/08 Unlocking business acceleration in a hybrid cloud world McKinsey Digital
2019/05 Cloud Center of Excellence Google Cloud
2019/03 Migrating Enterprise Data Warehouse Workloads to BigQuery ESG
2019/01 Application modernisation and decoupling of infrastructure Google
2019/01 Google Cloud VMware engine Google Cloud
2019 Data Center Transformation with Google Google Cloud
2018/12 Google Cloud Cheat Sheet Greg Wilson
2018/09 Data incident response process Google Cloud
2018/03 Google Cloud Security Whitepapers Google Cloud
2018 Is My Data Any Good? Google Cloud
2014/01 Google Cloud Security and Compliance Whitepaper Google Cloud
2012/01 An Inside Look at Google BigQuery Google