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GOOGLE · Professional Cloud Developer

Google Professional Cloud Developer Exam Practice Questions

99% pass rateUpdated 1 Nov 2026379 questions2 PDFs by email
5.01 review
(1 customer review)

US$39

Every question with the correct answer and why the other options are wrong.

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99% pass rate. Pass or your money back.Fail the exam after using this pack and we refund it, or swap it for any other pack. How the guarantee works
Development tasks in questions were tricky, but the exam practice questions made me more familiar. I passed GCP‑Cloud Developer. The study resources were reliable and clear.
Pragya SuriProfessional Cloud Developer
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Three of the 379 questions in this pack

Question 1

Your company has a BigQuery dataset named "Master" that keeps information about employee travel and expenses. This information is organized by employee department. That means employees should only be able to view information for their department. You want to apply a security framework to enforce this requirement with the minimum number of steps. What should you do?

  1. Create a separate dataset for each department. Create a view with an appropriate WHERE clause to select records from a particular dataset for the specific department. Authorize this view to access records from your Master dataset. Give employees the permission to this department-specific dataset.
  2. Create a separate dataset for each department. Create a data pipeline for each department to copy appropriate information from the Master dataset to the specific dataset for the department. Give employees the permission to this department-specific dataset.
  3. Create a dataset named Master dataset. Create a separate view for each department in the Master dataset. Give employees access to the specific view for their department.
  4. Create a dataset named Master dataset. Create a separate table for each department in the Master dataset. Give employees access to the specific table for their department.
Show answer and explanation

Correct answer: C. Create a dataset named Master dataset. Create a separate view for each department in the Master dataset. Give employees access to the specific view for their department.

Creating separate views for each department within the Master dataset is the minimum-steps approach to enforce row-level security. Views can filter records using WHERE clauses based on the user's department, and BigQuery's authorized views feature allows you to grant access at the view level rather than the underlying table. This avoids the complexity and cost of maintaining multiple datasets or data pipelines while achieving the same security objective.

Why the other options are wrong

  • A. Creating multiple datasets and views adds unnecessary complexity when a single dataset with departmental views suffices.
  • B. Data pipelines introduce operational overhead and redundant data storage; views provide the same access control without duplication.
  • D. Separate tables per department require manual access management and don't scale well compared to view-based filtering.

Question 2

You want to upload files from an on-premises virtual machine to Google Cloud Storage as part of a data migration. These files will be consumed by Cloud DataProc Hadoop cluster in a GCP environment. Which command should you use?

  1. gsutil cp [LOCAL_OBJECT] gs://[DESTINATION_BUCKET_NAME]/
  2. gcloud cp [LOCAL_OBJECT] gs://[DESTINATION_BUCKET_NAME]/
  3. hadoop fs cp [LOCAL_OBJECT] gs://[DESTINATION_BUCKET_NAME]/
  4. gcloud dataproc cp [LOCAL_OBJECT] gs://[DESTINATION_BUCKET_NAME]/
Show answer and explanation

Correct answer: A. gsutil cp [LOCAL_OBJECT] gs://[DESTINATION_BUCKET_NAME]/

gsutil is the correct command-line tool for interacting with Google Cloud Storage. The cp command copies files, and the gs:// protocol specifies the Cloud Storage destination. This is the standard method for uploading files to GCS from on-premises systems, and the files will be accessible to Cloud Dataproc clusters.

Why the other options are wrong

  • B. gcloud cp is not a valid gcloud command; gcloud does not have a direct cp subcommand for file operations.
  • C. hadoop fs cp is for Hadoop distributed file systems, not for uploading to Cloud Storage from local machines.
  • D. gcloud dataproc cp does not exist; Dataproc uses gsutil for Cloud Storage operations.

Question 3

You migrated your applications to Google Cloud Platform and kept your existing monitoring platform. You now find that your notification system is too slow for time critical problems. What should you do?

  1. Replace your entire monitoring platform with Stackdriver.
  2. Install the Stackdriver agents on your Compute Engine instances.
  3. Use Stackdriver to capture and alert on logs, then ship them to your existing platform.
  4. Migrate some traffic back to your old platform and perform AB testing on the two platforms concurrently.
Show answer and explanation

Correct answer: C. Use Stackdriver to capture and alert on logs, then ship them to your existing platform.

Using Stackdriver to capture logs and alerts while shipping them to your existing monitoring platform allows you to leverage Stackdriver's faster alerting capabilities for time-critical problems without replacing your entire existing platform. This hybrid approach maintains your current infrastructure while improving notification speed.

Why the other options are wrong

  • A. Replacing the entire monitoring platform is unnecessarily disruptive and doesn't preserve your existing investment.
  • B. Installing Stackdriver agents alone does not solve the notification latency problem if you continue relying on the old platform for alerts.
  • D. A/B testing is not a solution to slow notifications; it adds complexity without addressing the core issue.

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REVIEWS

1 review for Google Professional Cloud Developer Exam Practice Questions

  1. Pragya Suri –

    Development tasks in questions were tricky, but the exam practice questions made me more familiar. I passed GCP‑Cloud Developer. The study resources were reliable and clear.

Only logged in customers who have purchased this product may leave a review.

How much of the Google Professional Cloud Developer bank is free?

379 questions in the bank

Each step includes the one before, so buying only adds new questions.

  • You are here10questionsFree sampleThree on this page, all ten as a PDF.Download the sample
  • 9525% of the bankPractice pageFree on the site, every answer explained.Go to the practice page
  • 14438% of the bankHalf PackFree by email, as one PDF, every answer explained.Get the Half Pack
  • 379100%, the whole bankFull pack, US$39Plus the questions-only PDF, monthly updates, refund if you fail.Get the full pack
ABOUT THIS PACK

What’s in the Google Professional Cloud Developer pack

  • 379 questions mapped to the Professional Cloud Developer exam guide
  • Answers and explanations for every question, including the wrong options
  • A questions-only PDF for timed practice runs
  • Delivered by email shortly after checkout
  • Free monthly updates for as long as the exam is live
  • Pass or your money back

A Professional Cloud Developer attempt costs US$200. This pack is US$39, paid once.

What makes the Professional Cloud Developer exam hard

The Professional Cloud Developer exam guide was rewritten around AI-assisted development. The current version expects candidates to use generative AI APIs in applications and to work with AI coding assistants, MCP servers, Gemini Cloud Assist and AI-assisted observability as part of the job, and it dropped the old App Engine and Cloud Functions emphasis in favour of Cloud Run and GKE. A bank built on the 2023 guide is missing a whole layer.

Designing scalable, secure and reliable cloud-native applications is about a third of the exam: choosing between Compute Engine, GKE and Cloud Run, REST and gRPC APIs, event-driven integration with Eventarc and Pub/Sub, security with IAP, Secret Manager and Workload Identity Federation, and choosing between AlloyDB, Spanner, Bigtable, Firestore, Cloud SQL, Cloud Storage and BigQuery with their consistency models.

Configuring for deployment at about 24% is Cloud Run from source, Eventarc triggers and GKE autoscaling. Building and testing at about 23% covers Cloud Build, Artifact Registry and AI-written unit tests. Integrating at about 21% covers datastore connections, messaging and Google Cloud Observability.

About the exam

The Google Cloud Professional Cloud Developer certification covers designing scalable, secure and reliable cloud-native applications, building and testing applications, configuring cloud-native applications for deployment on Cloud Run and GKE, and integrating applications with Google Cloud services. There are no prerequisites; Google recommends three or more years of industry experience including one or more year on Google Cloud.

Exam sections

  • Designing highly scalable, secure, and reliable cloud-native applications: about 32%
  • Building and testing applications: about 23%
  • Configuring cloud-native applications for deployment: about 24%
  • Integrating applications with Google Cloud services: about 21%

50 to 60 multiple choice and multiple select questions, 120 minutes, US$200 per attempt, online proctored or at a Pearson VUE test centre, certification valid for two years. Google does not publish a fixed passing score.

Questions before you buy

How quickly do I receive it?

Your PDF is prepared and sent to your email address after checkout, and you get a confirmation as soon as it is on its way.

Are updates included?

Yes. The pack is updated every month for as long as the exam is live, and updates are free for everyone who has bought it.

What if I fail the exam?

We refund the pack, or swap it for any other pack if you would rather keep studying. Sit the exam 7 to 30 days after buying, then send your official score report within 7 days of the exam date, as set out in the refund policy.

What is your pass rate?

99% of customers who prepare with a CertStash pack pass. If you do not, we refund the pack, or swap it for another pack.

Can I share it with colleagues?

Each purchase is licensed to one person. For a team, school or training organisation, email support@certstash.com for a licence that fits.