Google Cloud Certified: Professional Data Engineer (PDE) validates ability to design, build, operationalize, and secure data processing systems on Google Cloud. Heavy focus on BigQuery, Dataflow, Pub/Sub, and ML integration.
A visual preview of how exclam.ai turns a 12-week PDE plan into daily domain coverage, flashcard, quiz, review, and mock streaks. Adjust the start date and review week to fit your exam timeline.
50-60 multiple choice questions, 120 minutes.
3+ years data engineering experience recommended.
$200 USD
The 5 domains tested on PDE, with approximate weights from the official exam guide. exclam.ai weights your study plan according to these percentages.
| Domain | Approximate weight |
|---|---|
| Designing data processing systems | ~22% |
| Ingesting and processing the data | ~25% |
| Storing the data | ~20% |
| Preparing and using data for analysis | ~15% |
| Maintaining and automating data workloads | ~18% |
Source: official PDE exam guide published by Google Cloud Platform.
How the 5-domain PDE plan distributes across 12 weeks at the start date you picked above. Heavier-weight domains get more time; lighter ones may pair into a single week. Adjust the controls in the tracker to re-slot review and mocks.
Cover Designing data processing systems end-to-end. Build flashcards covering every learning objective and quiz yourself before moving to the next module.
Cover Ingesting and processing the data end-to-end. Build flashcards covering every learning objective and quiz yourself before moving to the next module.
Cover Storing the data end-to-end. Build flashcards covering every learning objective and quiz yourself before moving to the next module.
Cover Preparing and using data for analysis end-to-end. Build flashcards covering every learning objective and quiz yourself before moving to the next module.
Cover Maintaining and automating data workloads end-to-end. Build flashcards covering every learning objective and quiz yourself before moving to the next module.
Weak-topic drilling. exclam.ai surfaces topics where you underperformed during coverage and re-quizzes them. Daily FSRS flashcard reps across all 5 topics to prevent decay. Start doing timed question batches focused on the heaviest-weight sections.
Full-length PDE practice exams under timed conditions. Target one mock every 3–5 days. Same-day error review: for every question you miss, re-derive the solution from scratch. Taper in the final 3 days — light flashcards only.
Google Cloud Platform publishes the PDE exam guide as a free HTML page. Download it, upload it to exclam.ai, and get a fully guided study plan with adaptive flashcards and quizzes in minutes.
Upload the PDE exam guide and exclam.ai generates flashcards for each of the 5 domains, mapped to the approximate exam weights.
Quizzes pull more questions from heavier domains. exclam.ai tracks which domains you're weakest on and weights future practice accordingly.
Coverage phase, review phase, and mocks — distributed across your target timeline. Falls behind automatically rebalance without re-planning.
exclam.ai works alongside whichever video course or practice exam provider you prefer. We do not reproduce or redistribute any commercial prep content, upload your own notes taken while studying.
Heavy. You need real experience with BigQuery, Dataflow, Pub/Sub, and Cloud Storage. Pure theoretical prep rarely passes this exam.
Pick the timeline that matches your exam date. Each plan distributes ~120 hours across the 5 PDE domains in syllabus order, with review and mock phases following coverage.
Upload the free GCP PDE exam guide and exclam.ai builds a fully guided study plan. Free to start.