A company needs to process real-time data streams. Which service should they use?
APub/Sub
BCloud Storage
CCloud Run
DBigQuery
Explanation
Pub/Sub is designed for real-time event streaming, while the others focus on storage or analytics.
Q192
What happens when you delete a Cloud Storage bucket with versioning enabled?
AAll versions are deleted permanently.
BOnly the latest version is deleted.
CVersions are retained until emptied.
DEmpty bucket can’t be deleted.
Explanation
Versions remain accessible even after bucket deletion; the others incorrectly state actions about versions' retention.
Q193
Which service can automate document processing using AI?
ADocument AI
BCloud Functions
CApp Engine
DCloud Run
Explanation
Document AI specializes in understanding and processing documents, while the others are compute services.
Q194
A company needs real-time data processing. Which Google Cloud service should they use?
ABigQuery
BCloud Pub/Sub
CCloud Storage
DFirestore
Explanation
Cloud Pub/Sub is designed for real-time messaging and data streaming, while the others serve different data processing needs.
Q195
You are configuring a machine learning model. What happens when you increase the learning rate too much?
ASlower convergence
BFaster convergence
COverfitting
DInstability in training
Explanation
A high learning rate can cause model training to become unstable, while the other options imply beneficial or different outcomes.
Q196
Which service provides a managed environment for training machine learning models?
AAI Platform
BGoogle Drive
CBigQuery
DCloud Storage
Explanation
AI Platform is specifically designed for ML model training, while others are for file storage or analytics.
Q197
A company needs to automatically increase VM instances when CPU utilization goes above 75%. Which Google Cloud functionality should they use?
AInstance Schedules
BLoad Balancing
CAutoscaler
DCompute Engine
Explanation
The Autoscaler dynamically adjusts instance count based on load, which fits the company's need.
Q198
You are configuring dataflow jobs in a GCP project. What happens when you enable Autoscaling?
AJob execution stops temporarily
BResources dynamically adjust during execution
CJob runs only on pre-allocated VMs
DIncreased latency in processing
Explanation
Autoscaling allows Dataflow jobs to dynamically adjust processing resources as needed.
Q199
Which service is best for deploying machine learning models on Google Cloud?
AAI Platform
BBigQuery
CCloud Storage
DCompute Engine
Explanation
AI Platform is specifically designed for ML model deployment; BigQuery handles data analytics, Cloud Storage is for file storage, and Compute Engine provides virtual machines.
Q200
A company needs to analyze streaming data in real time. Which combination of Google Cloud products should they use?
ABigQuery and Cloud Storage
BPub/Sub and Dataflow
CCloud Functions and Datastore
DCompute Engine and AI Platform
Explanation
Pub/Sub is for message ingestion, and Dataflow processes the streaming data; other options are incorrect based on use case.