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Work through the complete question bank by official exam domain, save questions, and revisit incorrect answers.

GooglePDE
Professional Data Engineer covers the whole life of data on Google Cloud: designing processing systems, building batch and streaming pipelines, choosing where data is stored, preparing it for analysis and ML, and keeping workloads reliable and cost-efficient. Practise across all five official sections with full 40-question papers and a score breakdown per section.
Work through the complete question bank by official exam domain, save questions, and revisit incorrect answers.
Take 40-question simulations with a 120-minute timer and saved progress.
Review your score, every answer, and your performance across each exam domain.
Security and compliance, reliability and data fidelity, portability, and planning data migrations.
Planning, building and running batch and streaming pipelines with Dataflow, Pub/Sub, Dataproc and related services.
Choosing storage systems, planning a BigQuery data warehouse, using a data lake, and designing a data platform.
Preparing data for visualisation and for AI and ML, and sharing data securely.
Optimising resources, automating and scheduling workloads, monitoring and troubleshooting, and handling failures.
One question written for this page, in the same style as the questions in the bank.
Ingesting and processing the data
Click events reach a Pub/Sub topic, and some arrive several minutes late. A Dataflow pipeline must produce per-minute counts based on when each click happened, and late events must still be counted. What should you do?
40–50 multiple choice and multiple select questions in two hours. ReadyForCert papers use 40 questions in 120 minutes.
Google does not publish a passing score or your numeric result — you receive a pass or fail. Because there is no published bar, aim comfortably above a bare pass: ReadyForCert scores you against a 72% threshold so you have a concrete target.
Registration is USD $200 plus tax where applicable, and the certification is valid for 2 years.
No. These are practice questions written against the current official exam guide. Google's exam content is confidential and the bank is rotated, so practising against leaked questions does not survive an exam refresh.
Same format, same price, same free quiz.