


EXAM SIMULATOR, NOT A VIDEO COURSE. Every minute here is spent on exam-style questions: timed like the real exam and reviewed option by option. Use it after you have studied, to find out whether you are ready and exactly where you would lose marks.
WHY THESE EXAMS
5 full length practice exams, 250 original questions, each exam 50 questions in 120 minutes with a 70 percent pass mark to aim for, the same shape as the Google Cloud Certified Associate Data Practitioner exam.
Every answer option explained, not only the correct one, with a key takeaway and a link to the Google Cloud documentation page behind the question.
Every question tagged with its exam domain, so practice mode lets you drill one domain at a time, and the results page shows where you lose marks.
Scenario questions with exhibits: service comparison tables, pipeline diagrams and cost or latency charts, so you practise reading an exhibit under time pressure like the real exam.
Multi-select questions included in a similar proportion to the real exam, with the number of correct answers stated.
WHAT IS COVERED. The four domains of the official Associate Data Practitioner exam guide, weighted like the exam: Data Preparation and Ingestion (about 30 percent: loading and streaming into BigQuery, Dataflow, Pub/Sub, transfer services, data cleaning and transformation), Data Analysis and Presentation (about 27 percent: BigQuery SQL, BigQuery ML, Looker and Looker Studio, choosing the right chart), Data Pipeline Orchestration (about 18 percent: Cloud Composer, Dataform, scheduled queries, Workflows, monitoring and alerting) and Data Management (about 25 percent: storage classes and lifecycle, IAM, encryption, Dataplex, data governance and cost). The five exams build on each other: the first covers the domains at the level of the exam guide, the middle three go deeper into the areas candidates most often confuse (ELT versus ETL, batch versus streaming, which transfer service fits the data size and network, when to use Dataform versus Composer, bucket-level versus object-level access), and the last is a harder mixed review.
HOW THE QUESTIONS ARE WRITTEN. Most questions put you in a situation a data practitioner actually faces: a marketing team wants a dashboard refreshed every hour, a nightly load keeps failing, a compliance lead asks where customer data may be stored. You read the exhibit or the scenario, then choose the option that Google Cloud documentation supports. Distractors are plausible mistakes, not obvious wrong answers. Every question was written for this course from the official exam guide and Google Cloud documentation; none are copied from the real exam or from any exam dump, and we never claim that any question matches a real exam question.
HOW TO USE THEM. Take Practice Test 1 in exam mode to get a baseline. Review every explanation, including the options you got right. Use practice mode on your weakest domain, then take the next exam. Aim for a stable score above 80 percent before you book the real exam.
SUPPORT. Every explanation ends with a question code. If you think an answer is wrong or outdated, post the code in Q&A and we will check it against Google Cloud documentation and correct it.
Disclaimer: this course is an independent study aid and is not affiliated with, endorsed by or sponsored by Google LLC. Google Cloud, BigQuery, Dataflow, Looker and Pub/Sub are trademarks of Google LLC. Google Cloud does not publish an official pass mark for this exam; the 70 percent target is a study goal, not an official figure.