Google Cloud · ADP
Validates practical Google Cloud data skills across preparation and ingestion, analysis and presentation, pipeline orchestration, and secure data management.
Practice Questions
1,089
≈ 21 practice exams
Duration
120 minutes
Passing Score
Not publicly disclosed
Difficulty
AssociateLast Updated
Oct 2026
Associate Data Practitioner focuses on the path from raw data arriving in Google Cloud to secure, reliable, useful information. Candidates choose ingestion and storage services, query and present data, work with basic machine-learning tasks, orchestrate pipelines, and apply access, lifecycle, availability, and encryption controls. Data Preparation and Ingestion plus Data Management make up 55% of the blueprint.
The exam contains 50-60 multiple-choice and multiple-select questions in two hours, costs $125 plus tax, and is available online or at a Pearson test center in English and Japanese. Google publishes no numerical passing score and sets no prerequisite, although it recommends at least six months of experience working with data on Google Cloud.
This 1,089-question bank provides room to practice service selection and data-lifecycle tradeoffs across all four official sections. Start with 30 free questions, then spend study time in proportion to the 30/27/18/25 blueprint rather than treating query syntax as the entire exam.
The Associate Data Practitioner focuses on what happens between raw data arriving in Google Cloud and that data becoming secure, reliable, and useful. Candidates choose ingestion and storage services, query and present information, work with basic machine-learning tasks, orchestrate pipelines, and apply access, lifecycle, availability, and encryption controls.
Google recommends at least six months of hands-on experience working with data on Google Cloud, although there is no formal prerequisite. Data Preparation and Ingestion plus Data Management account for 55% of the current v1.0 blueprint.
This Associate-level certification is for practitioners who work with data on Google Cloud across ingestion, preparation, analysis, reporting, orchestration, machine-learning tasks, governance, and security.
It can suit analysts, data practitioners, and engineers who need to demonstrate practical choices across the data lifecycle, but Google does not require a previous certification or prescribe a formal certification sequence.
There is no formal prerequisite. Google recommends six or more months of experience working with data on Google Cloud before attempting the exam.
Training completion is not required and does not guarantee a passing result. Google emphasizes hands-on, real-world experience alongside the official exam guide and preparation resources.
The exam contains 50-60 multiple-choice and multiple-select questions and allows two hours. It costs $125 plus applicable tax and is available in English and Japanese. Candidates can test remotely through Pearson OnVUE or onsite at a Pearson test center.
Results are reported as Pass or Fail, and Google does not disclose a numerical passing score. After unsuccessful attempts, the waiting periods are 14 days, 60 days, and then 365 days, with no more than four attempts in a two-year period.
Associate Data Practitioner verifies practical, Associate-level knowledge across the Google Cloud data lifecycle. It can demonstrate breadth from ingestion and analytics to orchestration, security, and data management without requiring a prior Google Cloud certification.
The certification is valid for three years. Renewal eligibility starts 180 days before expiration and currently requires passing the applicable exam; a new pass starts a fresh three-year validity period.
5 sample questions with answers and explanations. The full bank has 1,089 questions, enough for 21 full-length practice exams.
Preview — answers shown1. Contoso is setting up data analytics. Which tool for large-scale querying?
Explanation
BigQuery excels in querying large datasets. Cloud Storage for storage. Dataproc for processing. Looker for visualization.
2. Contoso cleans retail data by removing duplicates. Which stage fixes quality issues?
Explanation
Transform cleans and formats data, including removing duplicates. Extract retrieves. Load inserts. Validate checks quality.
3. Litware uses incremental loading for frequently changing data. Does this save resources compared to full loads?
Explanation
Yes, incremental loading updates only changed records, reducing time and resources versus reloading everything.
4. Adatum wants to focus on app development without infrastructure worries. Which service model fits?
Explanation
PaaS handles infrastructure for development. IaaS provides hardware. SaaS offers applications. On-premises requires full management.
5. Solution: Use on-demand pricing for predictable monthly workloads to minimize costs. Does this solution meet the goal?
Explanation
On-demand pricing charges per byte processed and may lead to variable costs for predictable high workloads, while capacity pricing offers fixed fees for unlimited queries within slot limits, making it more cost-effective for steady usage.
It is an Associate-level Google Cloud certification covering data ingestion, preparation, analysis, presentation, pipeline orchestration, security, and data management.
There is no formal prerequisite. Google recommends at least six months of experience working with data on Google Cloud.
The exam contains 50-60 multiple-choice and multiple-select questions and allows two hours. It is available in English and Japanese.
Registration costs $125 plus applicable taxes. You can test remotely through Pearson OnVUE or at an authorized Pearson test center.
Data Preparation and Ingestion is approximately 30%, Data Analysis and Presentation 27%, Data Pipeline Orchestration 18%, and Data Management 25%.
It is valid for three years. Renewal eligibility begins 180 days before expiration and currently requires passing the applicable exam.
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