Cloud Functions can be integrated with Google Cloud _______ to perform actions in response to data changes.

  • Firestore
  • Spanner
  • Bigtable
  • Cloud Storage
Integrating Cloud Functions with Google Cloud services like Firestore enables developers to build event-driven applications and automate business processes based on real-time data changes. Understanding this integration expands the capabilities of Cloud Functions and enhances application development on Google Cloud Platform.

Which Google Cloud service provides security perimeters for VPC resources?

  • VPC Service Controls
  • Cloud Armor
  • Identity-Aware Proxy (IAP)
  • Cloud Identity
Knowing which Google Cloud service provides security perimeters for VPC resources is essential for designing and implementing secure networking environments in Google Cloud. VPC Service Controls play a critical role in protecting sensitive data and resources from unauthorized access and data exfiltration.

_______ is a service within AI Platform that allows users to create end-to-end machine learning pipelines.

  • AI Platform Pipelines
  • AI Platform Notebooks
  • AI Platform Training
  • AI Platform Prediction
AI Platform Pipelines is a powerful service for building end-to-end machine learning workflows, facilitating automation, scalability, and reproducibility. Understanding this service is essential for orchestrating complex ML pipelines on AI Platform efficiently.

Scenario: A company requires granular control over network traffic within its Virtual Private Cloud (VPC) environment. Which Google Cloud feature would allow them to define and enforce such policies?

  • VPC Firewall
  • VPC Service Controls
  • Cloud Armor
  • VPC Flow Logs
Granular control over network traffic is essential for enforcing security and compliance requirements within a Virtual Private Cloud environment. VPC firewall enables organizations to define and enforce specific rules to regulate traffic flow within the VPC.

In what ways does Stackdriver Monitoring contribute to cost optimization in cloud environments?

  • Resource Right-Sizing
  • Automated Billing
  • Reserved Instance Recommendations
  • Network Traffic Analysis
Stackdriver Monitoring plays a crucial role in cost optimization by enabling users to identify and eliminate resource inefficiencies, right-size deployments, and leverage cost-saving opportunities such as Reserved Instances, ultimately optimizing cloud spending and maximizing ROI.

AI Platform facilitates the _______ of machine learning workflows.

  • Orchestration
  • Optimization
  • Visualization
  • Auditing
Understanding how AI Platform streamlines the orchestration of machine learning workflows helps users efficiently develop and deploy models at scale, driving innovation and productivity.

_______ provides replication of Persistent Disk data across multiple zones for high availability.

  • Regional Persistent Disk
  • Zonal Persistent Disk
  • Multi-zone Persistent Disk
  • Global Persistent Disk
Understanding the replication options available for Persistent Disk is essential for designing resilient and highly available architectures on Google Cloud. Regional replication provides redundancy and fault tolerance by distributing data across multiple zones within a region, ensuring business continuity and data integrity in the event of zone failures.

Scenario: A company needs to process large amounts of streaming data in real-time. Which Google Cloud service would be the most suitable for this requirement?

  • Google Cloud Dataflow
  • Google BigQuery
  • Google Cloud Dataprep
  • Google Cloud Pub/Sub
Understanding the capabilities and use cases of different Google Cloud services is essential for selecting the right tool for specific data processing requirements. In this scenario, Google Cloud Dataflow stands out as the most suitable option for processing large amounts of streaming data in real-time.

_______ is a feature of Cloud Storage that enables data to be stored across multiple regions for redundancy and disaster recovery.

  • Multi-Regional
  • Regional
  • Nearline
  • Coldline
Understanding the different storage classes offered by Google Cloud Storage, including their features and use cases, is essential for optimizing storage costs and ensuring data availability and durability. Multi-Regional storage provides redundancy across geographically diverse locations, making it suitable for critical data requiring high availability and disaster recovery capabilities.

Which component of AI Platform facilitates the deployment of trained machine learning models?

  • AI Platform Prediction
  • AI Platform Training
  • AI Platform Notebooks
  • AI Platform Vertex
Understanding the components of AI Platform and their respective functionalities is crucial for designing and deploying machine learning solutions on Google Cloud Platform. Knowing which component handles model deployment helps streamline the development and deployment process.