Google Associate Cloud Data Practitioner Exam Questions 2026
- We are offering 510 latest Google Associate Cloud Data Practitioner Exam Questions 2026 for practice, which will help you to score higher in your exam.
- Aim for above 85% or above in our mock exams before giving the main exam.Â
- Do review the wrong & right answers and thoroughly go through the explanations provided to each question which will help you understand the question.
- Master Cheat Sheet was prepared by instructors which contain personal notes of them for all exam objectives. Carefully written to help you all understand the topics easily.
- It is recommended to use the Master Cheat Sheet just before 2-3 days of the main exam to cram the important notes.
- Weekly updates: We have a dedicated team updating our question bank on a regular basis, based on the feedback of students on what appeared on the actual exam, as well as through external benchmarking.
The Google Cloud Associate Cloud Data Practitioner certification is a foundational-level credential designed for individuals who want to build a solid understanding of cloud-based data concepts and Google Cloud services. It validates your knowledge of data structures, analytics, visualization, and cloud-native data tools.
Key Details:
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Certification Name: Associate Cloud Data Practitioner
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Level: Foundational / Entry-level
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Duration: 90 minutes
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Question Format: Multiple choice and multiple select
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Delivery Method: Remote proctored or in-person at a test center
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Available Languages: English
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Prerequisites: None (no prior experience required)
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Exam Fee: $125 USD
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Certification Validity: 3 years
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Registration: Via Webassessor (https://www.webassessor.com/)
What the Exam Covers (Domains and Topics)
Google Associate Cloud Data Practitioner exam domains focus on practical Google Cloud data skills, recently updated for 2025 relevance.​
Domain 1: Data Preparation and Ingestion (30%)
This domain covers ETL, ELT, and ETLT processes for data handling. Key topics include selecting tools like Storage Transfer Service for ingestion, assessing data quality, and cleaning data with Cloud Data Fusion, BigQuery SQL, or Dataflow pipelines.​
Domain 2: Data Analysis and Presentation (27%)
Expect questions on running SQL queries in BigQuery to derive insights and analyze trends. Topics also feature Jupyter notebooks via Colab Enterprise, visualization with Looker dashboards, and applying BigQuery ML for basic modeling.​​
Domain 3: Data Pipeline Orchestration (18%)
Focus here involves choosing orchestration tools such as Dataflow, Cloud Data Fusion, Composer, or Dataform. You’ll evaluate ETL/ELT use cases and implement simple data pipelines for automation.​
Domain 4: Data Management (25%)
This area emphasizes IAM least privilege principles, including roles and permissions for BigQuery and Cloud Storage. Additional topics cover access controls, lifecycle policies, encryption setup, and using Analytics Hub for data sharing
Who Should Consider This Certification?
This certification is a great fit for:
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Individuals new to cloud data technologies
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Business professionals, analysts, and marketers who use data
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Students or career changers aiming to enter cloud data roles
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Anyone planning to specialize in GCP data analytics or machine learning
Recommended Study Resources
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Google Cloud Skills Boost (Hands-on labs and guided learning paths)
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BigQuery Essentials and Looker Studio official tutorials
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Google Cloud Documentation for services like Pub/Sub, BigQuery, and Dataflow
For other Google Cloud Certifications. Please visit GCP Certifications
Know more about the exam here : https://cloud.google.com/learn/certification/data-practitioner










Ishant P –
Just passed my Google Associate Cloud Data Practitioner exam using these practice exams alone! I was a bit concerned since Google recently updated the exam after I bought them, but they were fully up to date. I’d say around 70% of the questions were nearly identical, and the rest were well covered through the explanations. Make sure to review and understand the reasoning behind each answer, as Google might tweak the wording slightly. Highly recommend these if you’re preparing for the exam!
Devika N –
This is best set of questions, touching every point you might get question on. Gives you insights of real exam, many questions were identical on main exam. preparing this set of questions you can the exam easily pass the exam. The catch is not cramming but understanding the concepts! Thank you guys!