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Professional Data Engineer practice exams

Original questions written from the published objectives and cited to official documentation, never recalled exam content. How we verify, why not dumps.

Exam code
PDE
Cost
$200USD
Questions
40-50
Duration
120minutes
Passing score
Not published by Google Cloud
Level
Advanced
Study guide
How to prepare
Sources
13official pages
Format
Multiple choice and multiple select

Data Engineer practice exams

2 full-length forms, 40 questions each, apportioned to the published domain weightings.

PDEProfessional Data Engineer

An engineer opens the Parallel processing chart for a Streaming Engine job to see why extra workers changed nothing. What does that chart approximate?

The answer

How many keys each stage has in use

Checked against

The Parallel processing chart shows the approximate number of keys in use for data processing for each stage.

cloud.google.com, checked August 2026
Answer five like it, free

What the exam tests

Exam domains and official weightings

The percentage is the exam weighting; the bar is how many verified questions we hold there, so a short bar is where our bank is thin.

5domains
  • Designing data processing systems22%
    18 verified
  • Ingesting and processing the data25%
    20 verified
  • Storing the data20%
    16 verified
  • Preparing and using data for analysis15%
    12 verified
  • Maintaining and automating data workloads18%
    14 verified

Where to focus: Ingesting and processing is the largest section at 25 percent, and pairing it with designing data processing systems puts pipeline work at 47 percent of the exam. The two smallest sections, preparing data for analysis at 15 and maintaining workloads at 18, are where most people underprepare because they read as operational rather than architectural.

Every Data Engineer objective, with practice questions mapped to each one

What the exam actually asks you to do

Multiple choice and multiple select, in Google's own words. No labs, no console access, and nothing to configure during the exam.

Item formats

  • Multiple choice
  • Multiple response

Nothing here needs a lab. Reading carefully and eliminating options is the whole skill. Google Cloud, Professional Data Engineer exam details ↗

Between sittings

The same bank the numbered forms are assembled from.

  • Quick Practice

    Open now

    All 80 verified questions, untimed, with the explanation after each answer.

  • Domain Drill

    Open now

    Every domain on its own, for the area a score report says is weakest.

  • Review Missed

    Fills as you go

    Re-asks the questions you got wrong. Nothing to review until you miss something.

Open Data Engineer practice

Google Cloud’s free resources

Study from the source. The page below is free to read, and it is what our own questions are written from.

Official Data Engineer exam page & objectives ↗

Keep reading

Every guide and cost breakdown, by vendor

Frequently asked questions

Do I need Associate Cloud Engineer first?

No. Google states no prerequisite for any professional certification, and plenty of people go straight to Data Engineer from a data background. It is listed as a prerequisite here because the Associate covers the projects, IAM and networking groundwork this exam assumes you already have, and skipping it usually means learning that groundwork anyway under exam pressure.

How much of this is BigQuery?

More than any other single service, but less than people expect. Storing the data is 20 percent of the exam and the warehouse sub-objective is one part of that. Ingesting and processing is the largest section at 25 percent, and that is Dataflow, Pub/Sub and Dataproc territory.

Is it a written exam or hands-on?

Written. Forty to fifty multiple choice and multiple select questions in two hours, with no lab component. The questions are scenario-heavy, so knowing which service fits a described constraint matters more than recalling syntax.

How long does it stay valid?

Two years, which is shorter than the three years foundational and associate certifications get. Renewal means passing the exam again.