A company needs to analyze large datasets in real time. What should they use?
ABatch processing pipelines
BBigQuery with streaming inserts
CCloud Functions for data processing
DCloud Storage for archival data
Explanation
BigQuery supports real-time analytics with streaming inserts, unlike the others which are not optimized for real-time analysis.
Q472
Which service is best for automating model training in GCP?
AVertex AI
BBigQuery
CCloud Functions
DApp Engine
Explanation
Vertex AI specializes in automating ML processes, while others serve different purposes.
Q473
A financial services company needs to ensure sensitive customer data is encrypted at rest. Which GCP service can achieve this?
ACloud KMS
BCloud Pub/Sub
CCloud Storage
DCloud Functions
Explanation
Cloud KMS provides cryptographic key management for data encryption, whereas others do not focus on encryption functions.
Q474
What happens when you set the `max_tokens` parameter to zero in a Generative AI API request?
AThe model outputs no text.
BAn error is raised.
CThe model returns default text.
DThe request is ignored.
Explanation
Setting `max_tokens` to zero results in no tokens generated, while the other options suggest incorrect behaviors.
Q475
Which service is ideal for building conversational agents in Google Cloud?
ADialogflow
BBigQuery
CVertex AI
DCompute Engine
Explanation
Dialogflow is specifically designed for building conversational agents, while others serve different purposes.
Q476
A company needs to analyze large datasets quickly. What service should they use?
ACloud Storage
BDataflow
CCloud Functions
DApp Engine
Explanation
Dataflow is designed for processing and analyzing large datasets in real-time.
Q477
You are configuring IAM roles for a new project. What happens if a user has multiple roles with conflicting permissions?
AAll permissions are denied.
BLeast restrictive privileges apply.
CConflicting permissions cancel out.
DPermissions depend on the last role.
Explanation
In IAM, the least restrictive privileges apply to a user with multiple roles, granting wider access.
Q478
Which service can optimize machine learning workflows using managed training?
AVertex AI
BCloud Functions
CCloud Pub/Sub
DBigQuery
Explanation
Vertex AI is specifically designed for managing ML workflows, while the others focus on different functionalities.
Q479
A company needs to expose a RESTful API securely. What should they use?
ACloud Run with IAM
BCloud Storage with CORS
CCompute Engine with no security
DStatic hosting with a free service
Explanation
Cloud Run with IAM ensures secure API access, unlike other options that lack an appropriate security mechanism.
Q480
What happens when you exceed the quota limits in Google Cloud?
AResources are throttled
BAll services cease instantly
CUsage continues without changes
DQuota refreshes automatically
Explanation
Exceeding quotas typically results in resource throttling to prevent overload, while other options are incorrect as they misrepresent quota behavior.