Google Certified Associate Data Practitioner

You can move a file and land it in a table. Can you say why this feed belongs in Cloud Storage before BigQuery rather than straight into the warehouse, why this table needs a region rather than a multi-region, why this pipeline should be a Dataform graph rather than a scheduled query, and why this grant belongs in a predefined role rather than a custom one?

Prepare for the Google Cloud Associate Data Practitioner exam with 600 original questions across six full-length mock exams of 100 items each. Every exam is blueprint-weighted against the four published domains, so each one is a coherent rehearsal of the whole blueprint rather than a random topic dump.

This is a practitioner exam, and it expects judgement about trade-offs: preparing and ingesting data with ETL, ELT and ETLT, transfer services, format choices, extraction tools, storage selection, location types, and loading with gcloud and the bq CLI; analysing and presenting it with BigQuery SQL, Colab Enterprise notebooks, Looker dashboards and LookML, BigQuery ML, AutoML, and remote Gemini models; orchestrating it with Dataform, Dataflow, Dataproc, Data Fusion, Composer, scheduled queries and Cloud Scheduler, plus the logging that tells you a job failed; and managing it with IAM least privilege, Cloud Storage access control, Analytics Hub, storage classes, lifecycle rules, archiving, backup, replication, and CMEK, CSEK, GMEK and Cloud KMS.

WHY THIS BANK IS DIFFERENT

• Six exams, 600 original items, no duplicate stems anywhere in the bank, and a token-overlap test that rejects reworded repeats

• Exact blueprint weighting on every exam: 30 / 27 / 18 / 25, which is what Google publishes and which totals exactly 100% — no rounding was needed and none was applied

• Mixed item types exactly as the exam publishes them: 84 single-answer and 16 multi-select with the count stated

• No case studies — the published ADP format has no case-study component, so none is invented to look like another certification

• Every option explained — why the right answer wins and why each distractor loses for this question

• Every item cites the official exam-guide section it maps to and a primary reference

• 42 local study-map skills, all covered, so you can revise by weakness rather than by exam number

WHAT THIS IS NOT

Google does not publish a passing score, so no target percentage is claimed here and a practice percentage is not a scaled score. The live exam delivers 50–60 questions; these sets are 100 items each so every study area can be diagnosed. Lab tasks and interactive console items cannot be reproduced in a CSV, so they are excluded and disclosed rather than imitated.

WHO IT IS FOR

Data practitioners, analysts, data engineers, and cloud administrators preparing for the Associate Data Practitioner exam, plus anyone who has to defend a storage, ingestion, or access decision to a reviewer.

30-day refund per platform policy. Nothing here guarantees a pass.