Which Google Cloud service is best for deploying serverless applications?
AGoogle Cloud Functions
BGoogle App Engine
CGoogle Kubernetes Engine
DGoogle Compute Engine
Explanation
Google Cloud Functions is specifically designed for serverless applications, while others involve infrastructure management or orchestration.
Q272
A company needs to process real-time analytics from streaming data. Which approach should they use?
ABatch processing with Dataflow
BCloud Pub/Sub with Dataflow
CCloud Storage with BigQuery
DFirestore with App Engine
Explanation
Cloud Pub/Sub combined with Dataflow provides real-time data streaming and processing capabilities, unlike batch or storage options.
Q273
What happens when you increase the number of replicas in a Cloud Run service?
AImproved response time primarily
BHigher deployment cost overall
CGreater availability during failures
DDecreased scaling speed
Explanation
Increasing replicas enhances availability and load handling, while other options misunderstand the implications of replication.
Q274
Which service is specifically designed for machine learning model training in Google Cloud?
AAI Platform
BCloud Functions
CDataflow
DBigQuery
Explanation
AI Platform is tailored for ML training; others serve different purposes.
Q275
A company needs real-time data analysis of streaming logs. Which service should they use?
ACloud Run
BDataflow
CCloud Storage
DBigQuery
Explanation
Dataflow supports real-time stream processing; others are not optimized for streaming.
Q276
What happens when using an untrained generative AI model for inference?
AProduces accurate predictions
BGenerates random outputs
CErrors due to model mismatch
DUtilizes cloud resources inefficiently
Explanation
An untrained model generates random outputs; accuracy requires training.
Q277
Which Google Cloud service is best for real-time data processing?
ADataflow
BCloud Storage
CBigQuery
DCloud Spanner
Explanation
Dataflow is designed for real-time processing, while others are optimized for storage and analysis.
Q278
A company needs to analyze customer sentiment from social media feeds using NLP. Which tool should they use?
AVertex AI
BGoogle Cloud Functions
CDataform
DCloud Run
Explanation
Vertex AI provides advanced NLP capabilities, while others are not specifically designed for this task.
Q279
What happens when you exceed your Google Cloud project quota?
AAll services stop immediately
BYou receive a warning email
CYou must request an increase
DYour account is temporarily suspended
Explanation
Exceeding a quota requires a manual request for increase; services may continue within limits.
Q280
Which service allows for automated machine learning model training?
ACloud AutoML
BCloud Run
CBigQuery ML
DCloud Functions
Explanation
Cloud AutoML is designed for automating model training; the others do not focus on this specific task.