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Answer : B

A key aspect of cloud risk management is taking a structured approach to identify, assess, and address risks related to using cloud services. This includes evaluating potential risks such as security vulnerabilities, data privacy issues, service outages, and compliance challenges. Effective risk management helps organizations proactively mitigate potential threats, ensuring the cloud environment is secure, compliant, and resilient.

A structured approach for performance optimization of cloud services is more related to performance management, not risk management. A structured approach to establishing the different what/if scenarios for cloud vs on-premise decisions refers to decision-making scenarios, not the identification and management of risks. A structured approach to SWOT analysis) is a strategic planning tool that focuses on strengths, weaknesses, opportunities, and threats, but it is not specifically focused on cloud risk management.

Answer : B

Differential privacy is a strategy designed to protect data confidentiality by ensuring that the output of a machine learning model does not expose sensitive information about individual data points. In the context of model inversion attacks, where attackers try to infer confidential data from the model, differential privacy introduces noise into the model's output in a way that prevents attackers from accurately reconstructing the input data. This helps safeguard against attacks that threaten the privacy of the data used to train the model.

Secure multi-party computation is useful for enabling collaborative computation on encrypted data but does not specifically address model inversion attacks. Encryption is important for securing data at rest or in transit but does not directly protect against model inversion attacks. Model hardening refers to general measures to make models more robust to adversarial attacks, but it does not directly mitigate the specific risk of model inversion attacks related to data confidentiality.

Answer : B

One of the primary risks associated with cloud storage services is unauthorized access due to misconfigured security settings. Cloud storage providers typically offer a range of configuration options for managing access, but if these settings are not properly configured (e.g., improper access control lists, missing encryption, or inadequate permissions), it can lead to unauthorized users gaining access to sensitive data. This is a common and significant risk in cloud environments, which is why securing and correctly configuring access controls is critical.

Answer : B

The multi-tenant nature of cloud computing refers to the model where multiple cloud customers share a common pool of resources (such as computing power, storage, etc.), but each customer's data and applications are segregated and isolated from the others to ensure privacy, security, and independent performance. This approach allows cloud providers to efficiently use resources while ensuring that each tenant's environment is protected and operates independently.

Answer : A

The most direct benefit of automated deployment pipelines in addressing continuous security and reliability is that they enable consistent and repeatable deployment processes. This ensures that the same steps are followed every time code is deployed, reducing human error and inconsistencies that could introduce vulnerabilities or reliability issues. Automated pipelines can also include security checks, such as static code analysis, vulnerability scanning, and automated testing, all of which help ensure that security and reliability are maintained continuously.

Enhancing collaboration through shared tools is a benefit of automated pipelines but doesn't directly address security and reliability. Providing detailed reports on team performance is useful for team management but doesn't directly contribute to security or reliability. Ensure code quality through regular reviews can improve security indirectly but is not the most direct benefit when it comes to continuous security and reliability in the deployment process.