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Google Cloud Certification Practice Exam (Associate Cloud Engineer & Professional Data Engineer)Questions and correct detailed answers{verified answers}|already graded A+

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1. Which GCP service is best for hosting a containerized web application? A. Compute Engine B. Google Kubernetes Engine (GKE) C. App Engine Standard D. Cloud Functions GKE provides managed Kubernetes clusters ideal for running scalable containerized applications. 2. You need to store large, unstructured data for analytics. Which service is most appropriate? A. Cloud SQL B. Cloud Storage C. Bigtable D. Cloud Spanner Cloud Storage is designed for storing large, unstructured objects like images, videos, and backups. 3. Which command-line tool is primarily used to interact with GCP services? A. gsutil B. bq C. gcloud D. kubectl The gcloud CLI manages most Google Cloud services, from compute to networking. 4. To deploy an application automatically when code is pushed to GitHub, you should use: A. Cloud Build B. Cloud Build with Cloud Source Repositories trigger C. App Engine deploy manually D. Compute Engine startup script Cloud Build integrates with source repositories to enable continuous deployment pipelines. 5. Which GCP service provides fully managed relational databases? A. Bigtable B. Cloud SQL C. Datastore D. BigQuery Cloud SQL supports MySQL, PostgreSQL, and SQL Server in a fully managed environment. 6. What’s the default network type created in a new GCP project? A. Auto-mode VPC B. Default VPC (auto-mode) C. Custom VPC D. Legacy network New projects come with a default auto-mode VPC that spans all regions. 7. Which GCP IAM role provides full control over a specific Compute Engine instance? A. roles/r B. roles/nceAdmin C. roles/owner D. roles/editor The Instance Admin role allows managing instances, including start/stop and configuration. 8. Which GCP service provides a serverless data warehouse? A. Cloud SQL B. Bigtable C. BigQuery D. Dataproc BigQuery is a fully managed, serverless data warehouse for large-scale analytics. .

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Google Cloud Certification Practice Exam
(Associate Cloud Engineer & Professional Data
Engineer) Questions and correct detailed
answers{verified answers}|already graded A+

1. Which GCP service is best for hosting a containerized web application?
A. Compute Engine
B. Google Kubernetes Engine (GKE)
C. App Engine Standard
D. Cloud Functions
GKE provides managed Kubernetes clusters ideal for running scalable
containerized applications.


2. You need to store large, unstructured data for analytics. Which service is
most appropriate?
A. Cloud SQL
B. Cloud Storage
C. Bigtable
D. Cloud Spanner
Cloud Storage is designed for storing large, unstructured objects like images,
videos, and backups.


3. Which command-line tool is primarily used to interact with GCP services?
A. gsutil
B. bq
C. gcloud
D. kubectl
The gcloud CLI manages most Google Cloud services, from compute to
networking.

,4. To deploy an application automatically when code is pushed to GitHub,
you should use:
A. Cloud Build
B. Cloud Build with Cloud Source Repositories trigger
C. App Engine deploy manually
D. Compute Engine startup script
Cloud Build integrates with source repositories to enable continuous
deployment pipelines.


5. Which GCP service provides fully managed relational databases?
A. Bigtable
B. Cloud SQL
C. Datastore
D. BigQuery
Cloud SQL supports MySQL, PostgreSQL, and SQL Server in a fully managed
environment.


6. What’s the default network type created in a new GCP project?
A. Auto-mode VPC
B. Default VPC (auto-mode)
C. Custom VPC
D. Legacy network
New projects come with a default auto-mode VPC that spans all regions.


7. Which GCP IAM role provides full control over a specific Compute Engine
instance?
A. roles/compute.viewer
B. roles/compute.instanceAdmin
C. roles/owner
D. roles/editor
The Instance Admin role allows managing instances, including start/stop and
configuration.

, 8. Which GCP service provides a serverless data warehouse?
A. Cloud SQL
B. Bigtable
C. BigQuery
D. Dataproc
BigQuery is a fully managed, serverless data warehouse for large-scale
analytics.


9. You need real-time stream processing. Which service do you use?
A. Dataflow
B. Dataflow with Pub/Sub
C. Dataproc
D. Composer
Pub/Sub handles ingestion and Dataflow processes the streaming data
pipelines.


10. What is the smallest unit of IAM policy assignment in GCP?
A. Project
B. Resource
C. Organization
D. Folder
IAM policies can be applied to any resource level (resource, project, folder, org).


11. Which tool is best for visualizing BigQuery data?
A. Cloud Console Logs
B. Looker Studio (formerly Data Studio)
C. Cloud Monitoring
D. Cloud Trace
Looker Studio integrates with BigQuery to provide rich visualization
dashboards.


12. Which GCP product automatically scales applications based on traffic?
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