You can see it againUnder pressure people bring back shapes and positions long after the wording has gone.
Picture superiority · Shepard 1967, Standing 1973
GOOGLE CLOUDGoogle Cloud Associate Data Practitioner
The Google Cloud Associate Data Practitioner certification validates your ability to apply core data concepts and Google Cloud data tools to real-world scenarios. It is designed for early-career data professionals who collect, transform, and analyze data to support business decisions. Earning it demonstrates that you can work confidently with BigQuery, Cloud Storage, and other Google Cloud data services.
Exam formatMultiple choice and multiple select
DeliveryGoogle Cloud
Free questions218
Content last reviewed 30 July 2026 · Up to date
The certification
What Google Cloud Associate Data Practitioner proves, and what it asks of you
What this certification covers, who it is written for, and what the exam itself looks like on the day.
4domains
11objectives
68concepts
US $125exam fee
What it is
What this certification is
What it validates, who it is written for, and the experience it assumes.
About this certification
The Google Cloud Associate Data Practitioner certification validates your foundational skills in working with data on Google Cloud. It confirms that you can perform key data tasks such as ingesting, transforming, storing, and analyzing data using Google Cloud services like BigQuery, Cloud Storage, and Dataflow. This certification is ideal for individuals who are starting their careers in data analytics or data engineering and want to prove their practical abilities.
By earning this certification, you demonstrate that you understand how to apply Google Cloud data tools to solve real-world business problems. You will be equipped to support data-driven decision-making within your organization, whether you are preparing data for analysis, building basic pipelines, or ensuring data quality. This credential is a valuable first step for anyone looking to grow into more advanced data roles on Google Cloud.
Who it’s for
This certification is for early-career data professionals, including data analysts, data engineers, and data scientists, who work with data on Google Cloud. It is also suitable for students and individuals transitioning into data-focused roles who want to validate their practical skills with Google Cloud data services. You are comfortable with basic data concepts and have some hands-on experience with Google Cloud data tools. You are looking to formalize your skills and demonstrate to employers that you can effectively collect, transform, and analyze data to drive business insights.
Recommended experience
Google Cloud recommends that candidates have some hands-on experience with Google Cloud data services, including BigQuery, Cloud Storage, and Dataflow, as well as a basic understanding of data concepts such as data modeling, ETL, and SQL. Basic understanding of data concepts such as data types, data modeling, and ETL processes; Familiarity with SQL and experience querying data; Hands-on experience with Google Cloud data services like BigQuery, Cloud Storage, and Dataflow; Ability to perform basic data transformation and analysis tasks
The syllabus
What you’ll learn
Every domain and objective Google Cloud measures, with the weight they carry on the exam.
The official Google Cloud exam outline · checked 30 July 2026 · See the source
Data Preparation and Ingestion
- 1.1 Prepare and process data
- 1.2 Extract and load data into appropriate Google Cloud storage systems
Data Analysis and Presentation
- 2.1 Identify data trends, patterns, and insights by using BigQuery and Jupyter notebooks
- 2.2 Visualize data and create dashboards in Looker given business requirements
- 2.3 Define, train, evaluate, and use ML models
Data Pipeline Orchestration
- 3.1 Design and implement simple data pipelines
- 3.2 Schedule, automate, and monitor basic data processing tasks
Data Management
- 4.1 Configure access control and governance
- 4.2 Configure lifecycle management
- 4.3 Identify high availability and disaster recovery strategies for data in Cloud Storage and Cloud SQL
- 4.2 Apply security measures and ensure compliance with data privacy regulations
On the day
The exam itself
Everything Google Cloud publishes about sitting it, and nothing we inferred.
Prerequisites
No mandatory prerequisites — this certification has no required predecessor exam or credential.
CertificationGoogle Cloud Associate Data Practitioner
Exam formatMultiple choice and multiple select
DeliveryGoogle Cloud
LanguagesEnglish, Japanese, Spanish, Portuguese
PricingUS $125
Certification levelAssociate
After you pass
Where this credential goes next
The path Google Cloud lays out, how the credential is kept, and where to book.
Step-by-step path to Google Cloud Associate Data Practitioner
Credential earnedGoogle Cloud Associate Data Practitioner Associate level certification Renewal and maintenance
Associate-level Google Cloud certifications are valid for three years. You can renew by passing the current version of the exam or, if eligible, by completing continuing education courses in Google Skills. Stay current with the latest technologies and maintain your certification.
Learn more about renewal requirements Lifecycle status
This certification is currently active and available. Google Cloud maintains this certification to validate current skills and industry relevance.
Exam status: ActiveMaintained by Google Cloud
Exam registration
Register for the exam through Google Cloud, Google Cloud’s authorized testing partner.
Schedule your examVisit the official Google Cloud certification page for exam policies and requirements.
View the official pageYour coach
And when you are serious, your coach Pip takes over
Your coach in the app reads what you have answered with the book closed and tells you one thing to do tonight. It will not count an answer you gave with the page open, and it will tell you when you are not ready.
See how the coach worksBefore you book
Questions people ask
Is the Associate Data Practitioner certification a prerequisite for the Professional Data Engineer certification?
No. The Associate Data Practitioner certification is not a prerequisite for any Professional-level certification. You can pursue Professional certifications directly, though the Associate certification can help build foundational skills.
How does the Associate Data Practitioner exam relate to the Associate Cloud Engineer exam?
The Associate Data Practitioner exam focuses specifically on data-related tasks and tools, while the Associate Cloud Engineer exam covers broader cloud infrastructure and operations. They are separate certifications with different exam guides.
Is there a hands-on lab component in the Associate Data Practitioner exam?
The exam guide does not mention a separate hands-on lab section. The exam consists of multiple-choice and multiple-select questions that assess your practical knowledge of Google Cloud data services.
What is the retake policy if I fail the Associate Data Practitioner exam?
You must wait 14 days after your first failed attempt before retaking the exam. For subsequent attempts, the waiting period is 60 days. There is no limit on the number of attempts.
Can I use a voucher or discount for the Associate Data Practitioner exam?
Google Cloud occasionally offers discount codes and vouchers through promotions and partner programs. You can also receive a 50% discount code for renewal after your initial certification.
What job roles does the Associate Data Practitioner certification map to?
This certification is designed for early-career data professionals such as junior data analysts, data engineers, and data scientists who work with Google Cloud data services.
Can I renew the Associate Data Practitioner certification by passing a higher-level exam?
Yes. Passing a Professional-level data exam, such as Professional Data Engineer, will renew your Associate Data Practitioner certification, as it demonstrates a higher level of data expertise.
Is the Associate Data Practitioner exam available in all countries?
Google Cloud exams are available in many countries through online proctoring and test centers. Regional availability may vary, so check the registration portal for options in your location.
Information freshness · Content last reviewed on 2026-07-30 Up to date
Practice free questions 218 questions, free, no account needed.
The curriculum
The whole exam, mapped and written
Every domain, every objective, and every concept Google Cloud measures — each one written out.
4domains
11objectives
68concepts
49free pages
The domains, and what sits inside them
Every objective below is a page you can open and practise now, without an account.
The official Google Cloud exam outline · checked 30 July 2026 · See the source
1Data Preparation and Ingestion47 questions
2Data Analysis and Presentation60 questions
3Data Pipeline Orchestration49 questions
4Data Management62 questions
4.1 Configure access control and governance6 concepts · 4 pagesOpen →4.2 Configure lifecycle management4 concepts · 2 pagesOpen →4.3 Identify high availability and disaster recovery strategies for data in Cloud Storage and Cloud SQL7 concepts · 5 pagesOpen →4.2 Apply security measures and ensure compliance with data privacy regulations3 concepts · 4 pagesOpen →
Not a table of contents
Every line on this map already opens
In front of every objective the practice pages are already there, free and without an account. This is one objective, opened.
1.1 Prepare and process data5 pagesOpen →
Free in front of it
24 questions on this objective, five to a page. Every range above is a real page, open now, with no account.
Reading the map is not the same as knowing the ground
The curriculum tells you what is on the exam. Proving you know it is a different job — and it is the one the closed-book run does.
Free questions
218 questions. No account, no card.
The whole bank is open. 5 questions to a page, every answer explained, and a discussion thread on each one.
218questions
49pages
11objectives
Freealways
Browse by domain
Every objective, and every page range, is a link — so you can pick up exactly where you left off.
1Data Preparation and Ingestion47 questions
2Data Analysis and Presentation60 questions
3Data Pipeline Orchestration49 questions
What a practice page gives you
1Five to a page
Short enough to finish, long enough to matter.
2Every answer explained
Not only which one is right — why the others are wrong.
3A discussion on each
Ask, answer, and vote. Every question has its own thread.
A question, and the idea behind it
Every question comes from a concept
These are not trivia. Each one is written against a concept in the book, so when you get one wrong there is somewhere to go and find out why.
The visual book
See it once. Carry it into the exam.
The pages shown here come from our AI-900 book — an example of how each concept is written in plain language and, where the idea needs one, drawn as a full page you can take in at a glance.
68concepts
218free questions
Why a picture, and not another paragraph
Three reasons, and each one is a real finding rather than a slogan.
You can see it againThe whole idea at onceWhere it starts, what happens in the middle, what comes out, and the mistake to avoid.
Multimedia principle · MayerThe look-alikes sit togetherThe pairs the exam tests are drawn side by side, so the difference is seen, not told.
Dual coding · PaivioWhat one page is made of
You are never asked to read a poster here — only to see how one is built. After that, every other page is legible at a glance.
1A numbered strip on top
The idea as a sequence, followed with a finger before a word is read.
2Panels for the parts
What it is, how the machine learns it, when it is the right tool.
3The trap, framed
The distinction the exam tests, given its own box instead of buried in prose.
4One line at the bottom
The sentence to carry into the exam room.
Open book, on purpose
Answer it with the picture beside you
This is the part that teaches. The illustration and the written explanation stay where they are while you work, so a scenario stops being a memory test and becomes something you can simply look at.
It teaches · it does not count
A smartphone uses AI to unlock when the owner looks at the camera. Which AI capability is being used?
AImage classification
BFacial recognition
COptical character recognition
DObject detection
Look at the five steps. Detect finds a face, align straightens it, encode turns it into numbers, search compares it with a stored face, and decide answers one question: is this the same person? Classification would only say “a face”. Detection would only draw a box. Neither decides whose.
Then the page shuts, and it starts counting
The same questions come back with the book closed — that run is the one that counts. After it, your coach picks one thing for tonight, sized to the time you have, and brings pages back before you lose them.
Testing effect · Roediger & Karpicke 2006 · spacing effect · Cepeda et al. 2006
Official resources
Straight from Google Cloud
Where the exam is defined, scheduled and scored.
2official links
68concepts mapped
The source
Google Cloud’s own pages
We link to them rather than repeat them, so nothing here goes stale behind them.
Checked against the source
Every objective on the official Google Cloud outline already has questions here
We build from the official skills outline, not from a summary of it — 11 objectives, 68 concepts written under them, and free questions against every one. When Google Cloud changes the outline, this page changes with it.
11objectives on the outline→68concepts written→218free questions
An official page tells you what will be asked. It cannot tell you what you will get right.
That is the only question worth answering the night before, and no link answers it. You answer it by taking the questions with the book closed, and seeing what comes back.