1Which is a common security issue in cloud computing?
Security Issues in Cloud Computing
Easy
A.Unauthorized access
B.Faster processing
C.Lower electricity use
D.Automatic scaling
Correct Answer: Unauthorized access
Explanation:
Unauthorized access can expose cloud resources and data to people who do not have permission.
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2In a shared responsibility model, who usually secures the physical cloud infrastructure?
Shared Responsibility Architecture
Easy
A.The network visitor
B.The database reader
C.The application user
D.The cloud provider
Correct Answer: The cloud provider
Explanation:
The cloud provider is generally responsible for securing data centers, physical servers, and core infrastructure.
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3In most cloud service models, who is responsible for protecting user data and access settings?
Shared Responsibility Architecture
Easy
A.The customer
B.The hardware vendor
C.The office manager
D.The internet provider
Correct Answer: The customer
Explanation:
Customers typically manage their data, identities, permissions, and service configurations.
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4What does security by design mean?
Security by Design Principles
Easy
A.Removing security during testing
B.Adding security after deployment
C.Including security from the start
D.Using security only for hardware
Correct Answer: Including security from the start
Explanation:
Security by design builds security requirements and controls into a system during planning and development.
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5Which principle gives users only the permissions they need?
Security by Design Principles
Easy
A.Shared ownership
B.Least privilege
C.Maximum access
D.Open connectivity
Correct Answer: Least privilege
Explanation:
Least privilege limits each user or service to the minimum permissions required for its tasks.
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6What is the main purpose of Identity and Access Management (IAM)?
Identity and Access Management
Easy
A.Replacing physical servers
B.Increasing screen resolution
C.Controlling resource access
D.Compressing network traffic
Correct Answer: Controlling resource access
Explanation:
IAM manages identities and determines which users or services can access specific resources.
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7What does multi-factor authentication require?
Identity and Access Management
Easy
A.A single short password
B.A shared administrator account
C.A public username only
D.More than one verification method
Correct Answer: More than one verification method
Explanation:
Multi-factor authentication combines two or more factors, such as a password and a security code.
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8Which layer protects applications from unauthorized use?
Cloud Security Layers Illustration
Easy
A.Application layer
B.Physical layer
C.Power layer
D.Building layer
Correct Answer: Application layer
Explanation:
The application layer includes controls that protect software, APIs, and application functions.
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9What is the purpose of a cloud firewall?
Cloud Network Security Concepts
Easy
A.Creating user passwords
B.Updating application code
C.Encrypting hard drives
D.Filtering network traffic
Correct Answer: Filtering network traffic
Explanation:
A firewall allows or blocks network traffic according to defined security rules.
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10What does a virtual private cloud provide?
Cloud Network Security Concepts
Easy
A.A physical office network
B.An unprotected data store
C.An isolated virtual network
D.A public social network
Correct Answer: An isolated virtual network
Explanation:
A virtual private cloud provides logically isolated networking resources within a public cloud.
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11Which action is a basic host security practice?
Host Security Concepts
Easy
A.Removing system updates
B.Sharing administrator passwords
C.Applying security patches
D.Disabling all backups
Correct Answer: Applying security patches
Explanation:
Security patches fix known vulnerabilities in operating systems and host software.
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12What is endpoint protection designed to secure?
Host Security Concepts
Easy
A.Billing invoices
B.Individual devices
C.Internet advertisements
D.Weather conditions
Correct Answer: Individual devices
Explanation:
Endpoint protection helps secure devices such as virtual machines, laptops, and servers.
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13What is encryption used for?
Data Security Concepts
Easy
A.Reducing user accounts
B.Protecting data confidentiality
C.Removing audit records
D.Increasing storage capacity
Correct Answer: Protecting data confidentiality
Explanation:
Encryption converts readable data into protected information that requires a key to decode.
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14What is data encryption at rest?
Data Security Concepts
Easy
A.Protecting stored data
B.Copying data between users
C.Protecting moving data
D.Deleting unused data
Correct Answer: Protecting stored data
Explanation:
Encryption at rest protects data stored on disks, databases, and other storage systems.
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15What is the main purpose of a security information and event management system?
Security Operations and Major Cloud Service Provider Tools
Easy
A.Increasing processor speed
B.Managing office equipment
C.Designing application interfaces
D.Collecting and analyzing security events
Correct Answer: Collecting and analyzing security events
Explanation:
A SIEM collects logs and security events to help identify suspicious activity.
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16What does security compliance mean?
Security Compliance and Regulations
Easy
A.Following required security standards
B.Allowing unrestricted access
C.Using only private hardware
D.Avoiding all security policies
Correct Answer: Following required security standards
Explanation:
Security compliance involves meeting laws, regulations, industry standards, or organizational requirements.
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17What is a common cloud interoperability challenge?
Interoperability Challenges
Easy
A.Identical service formats
B.Matching security policies
C.Universal data structures
D.Different provider interfaces
Correct Answer: Different provider interfaces
Explanation:
Different cloud providers may use different interfaces, formats, and APIs, making integration more difficult.
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18What does cloud monitoring primarily track?
Monitoring and Performance Management
Easy
A.Building paint quality
B.Employee vacation plans
C.Product packaging sizes
D.System health and activity
Correct Answer: System health and activity
Explanation:
Cloud monitoring tracks metrics, logs, availability, performance, and unusual activity.
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19Which technology is increasingly used to detect unusual cloud security behavior?
Future Trends and Innovations
Easy
A.Manual labeling
B.Paper filing
C.Analog broadcasting
D.Artificial intelligence
Correct Answer: Artificial intelligence
Explanation:
Artificial intelligence can analyze large amounts of activity data and help identify unusual patterns.
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20What is a key benefit of processing data at the edge?
Edge computing and AI
Easy
A.More centralized processing
B.Lower response latency
C.Slower local decisions
D.Longer network distances
Correct Answer: Lower response latency
Explanation:
Edge computing processes data closer to where it is generated, which can reduce network delay.
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21A company discovers that confidential reports stored in a cloud object-storage bucket are publicly accessible. Which action most directly addresses the root security issue?
Security Issues in Cloud Computing
Medium
A.Enable private access and review bucket policies
B.Increase the storage capacity of the bucket
C.Enable compression for all stored reports
D.Move the reports to a different region
Correct Answer: Enable private access and review bucket policies
Explanation:
Public exposure usually results from misconfigured access controls. Restricting public access and correcting bucket policies directly addresses the issue.
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22An organization runs virtual machines using an Infrastructure as a Service (IaaS) provider. Who is normally responsible for installing security patches on the guest operating systems?
Shared Responsibility Architecture
Medium
A.The cloud customer
B.The hardware vendor
C.The network carrier
D.The cloud provider
Correct Answer: The cloud customer
Explanation:
In IaaS, the provider secures the physical infrastructure and hypervisor, while the customer manages and patches guest operating systems.
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23A company uses a Software as a Service (SaaS) customer relationship management platform. Which security task generally remains the company's responsibility?
Shared Responsibility Architecture
Medium
A.Maintaining the platform's virtualization layer
B.Securing the provider's physical data center
C.Patching the platform's operating system
D.Configuring user roles and access permissions
Correct Answer: Configuring user roles and access permissions
Explanation:
The SaaS provider manages the application infrastructure, but the customer must manage identities, roles, permissions, and appropriate data usage.
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24A development team is designing a payment microservice. Which activity best applies security by design before implementation begins?
Security by Design Principles
Medium
A.Create backups after the first security incident
B.Add security tests after production deployment
C.Increase server capacity for expected traffic
D.Perform threat modeling on planned data flows
Correct Answer: Perform threat modeling on planned data flows
Explanation:
Threat modeling identifies assets, trust boundaries, attack paths, and suitable controls while the architecture can still be changed efficiently.
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25A new API endpoint should be accessible only to explicitly authorized services. Which default configuration best follows secure design principles?
Security by Design Principles
Medium
A.Deny all requests unless a policy permits them
B.Trust requests originating from any private address
C.Permit anonymous requests during low-traffic periods
D.Allow all requests unless a policy blocks them
Correct Answer: Deny all requests unless a policy permits them
Explanation:
A deny-by-default design minimizes unintended access and requires every allowed interaction to be explicitly authorized.
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26A microservice needs temporary access to a cloud database without storing long-lived credentials in its container image. Which approach is most appropriate?
Identity and Access Management
Medium
A.Store a permanent key in source control
B.Assign a workload role with temporary credentials
C.Embed an administrator key in the image
D.Share one password across all microservices
Correct Answer: Assign a workload role with temporary credentials
Explanation:
A workload identity or role supplies short-lived credentials and avoids distributing permanent secrets with application images.
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27Employees must access several cloud applications using their existing corporate identities. Which solution most directly supports this requirement?
Identity and Access Management
Medium
A.Anonymous access from the corporate network
B.Shared administrator credentials for each department
C.Federated identity with single sign-on
D.Separate local accounts for each application
Correct Answer: Federated identity with single sign-on
Explanation:
Federation allows cloud applications to trust the corporate identity provider, enabling centralized authentication and single sign-on.
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28A cloud application uses a web application firewall, private subnets, hardened virtual machines, and database encryption. What security concept does this layered arrangement illustrate?
Cloud Security Layers Illustration
Medium
A.Single sign-on
B.Defense in depth
C.Eventual consistency
D.Elastic scaling
Correct Answer: Defense in depth
Explanation:
Defense in depth applies controls at multiple layers so that failure of one control does not expose the entire system.
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29Two microservices must communicate internally, but neither should accept traffic from the public internet. Which configuration best meets this requirement?
Cloud Network Security Concepts
Medium
A.Expose both services through an open load balancer
B.Use private subnets and restrictive security groups
C.Assign public addresses with shared API keys
D.Use public subnets and unrestricted firewall rules
Correct Answer: Use private subnets and restrictive security groups
Explanation:
Private subnets reduce direct internet exposure, while security groups restrict traffic to the required service ports and sources.
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30Instances in a private subnet must download operating-system updates without accepting inbound internet connections. Which component should be used?
Cloud Network Security Concepts
Medium
A.A VPN gateway accepting anonymous clients
B.A NAT gateway for outbound connections
C.A DNS server with public zone transfers
D.A public load balancer for inbound connections
Correct Answer: A NAT gateway for outbound connections
Explanation:
A NAT gateway lets private instances initiate outbound internet connections while preventing unsolicited inbound internet connections.
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31A vulnerability scanner finds a critical library flaw in the base image used by several containers. What is the most appropriate remediation?
Host Security Concepts
Medium
A.Increase CPU limits for affected containers
B.Disable container logging on affected hosts
C.Rebuild and redeploy from a patched base image
D.Move the containers to another subnet
Correct Answer: Rebuild and redeploy from a patched base image
Explanation:
Immutable deployment practices favor updating the base image, rebuilding the application image, and replacing vulnerable containers.
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32A cloud application encrypts each data object with a unique data key and then encrypts that key with a centrally managed master key. Which technique is being used?
Data Security Concepts
Medium
A.Network segmentation
B.Password hashing
C.Envelope encryption
D.Data deduplication
Correct Answer: Envelope encryption
Explanation:
Envelope encryption uses data-encryption keys for content and protects those keys with a key-encryption key managed by a key service.
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33A testing team needs realistic customer records but must not receive actual credit card numbers. Which control best satisfies this requirement?
Data Security Concepts
Medium
A.Compress card numbers before transferring them
B.Rename the card-number database column
C.Replicate card numbers into a private subnet
D.Replace card numbers with reversible tokens
Correct Answer: Replace card numbers with reversible tokens
Explanation:
Tokenization substitutes sensitive values with non-sensitive tokens while keeping the original values protected in a controlled token vault.
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34An incident responder must determine which identity changed an AWS security group and when the change occurred. Which AWS service provides the most relevant audit record?
Security Operations and Major Cloud Service Provider Tools
Medium
A.AWS Auto Scaling
B.Amazon CloudFront
C.Amazon Route 53
D.AWS CloudTrail
Correct Answer: AWS CloudTrail
Explanation:
AWS CloudTrail records API activity, including the acting identity, action, target resource, source, and event time.
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35A regulation requires customer records to remain within an approved geographic region. Which combination best supports compliance?
Security Compliance and Regulations
Medium
A.Dynamic scaling with cross-region traffic balancing
B.Global replication with unrestricted administrator access
C.Public backups with client-side compression enabled
D.Region restrictions with auditable storage policies
Correct Answer: Region restrictions with auditable storage policies
Explanation:
Region restrictions enforce data residency, while auditable policies and logs provide evidence that storage locations remain compliant.
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36A retailer wants to reduce the number of systems included in its Payment Card Industry Data Security Standard (PCI DSS) assessment. Which design change is most effective?
Security Compliance and Regulations
Medium
A.Tokenize card data and isolate payment services
B.Grant every service read access to card data
C.Store card data in centralized application logs
D.Replicate card data across all application services
Correct Answer: Tokenize card data and isolate payment services
Explanation:
Tokenization and segmentation reduce the systems that store, process, or transmit cardholder data, thereby reducing PCI DSS scope.
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37A company plans to move an event-driven microservice between cloud providers. Which design choice most improves portability?
Interoperability Challenges
Medium
A.Use open event formats behind adapter interfaces
B.Depend on one provider's proprietary event schema
C.Embed provider-specific APIs throughout business logic
D.Store deployment settings directly in source methods
Correct Answer: Use open event formats behind adapter interfaces
Explanation:
Open formats and adapter interfaces isolate provider-specific integrations, reducing the changes required when moving to another platform.
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38Users report intermittent delays in a request that passes through six microservices. Which observability capability is most useful for locating the slow service?
Monitoring and Performance Management
Medium
A.Daily backups of each service database
B.Monthly billing reports grouped by service
C.Distributed tracing with correlated request identifiers
D.Static code formatting across all repositories
Correct Answer: Distributed tracing with correlated request identifiers
Explanation:
Distributed tracing follows one request across services and shows the duration of each operation, making latency bottlenecks easier to locate.
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39A healthcare organization wants cloud servers to process sensitive data while reducing exposure to the host operating system and hypervisor. Which emerging technology best fits this goal?
Future Trends and Innovations
Medium
A.Content delivery networks with regional edge caches
B.Confidential computing with trusted execution environments
C.Autoscaling groups with predictive capacity policies
D.Object storage with cross-region replication
Correct Answer: Confidential computing with trusted execution environments
Explanation:
Confidential computing protects data while it is in use by processing it inside hardware-backed trusted execution environments.
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40Several edge devices must collaboratively train an AI model without uploading their raw sensor data to the cloud. Which approach is most suitable?
Edge computing and AI
Medium
A.Public storage with unrestricted dataset downloads
B.Manual training with shared device administrator accounts
C.Federated learning with protected model updates
D.Centralized training with complete raw-data uploads
Correct Answer: Federated learning with protected model updates
Explanation:
Federated learning trains models locally and shares model updates rather than raw data. Protecting updates further reduces privacy and tampering risks.
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41A cloud-hosted URL preview service must retrieve user-supplied external URLs. An attacker attempts SSRF against the instance metadata service to steal temporary credentials. Which control combination most directly mitigates this attack while preserving the preview feature?
Security Issues in Cloud Computing
Hard
A.Route retrieval through an egress proxy that blocks link-local addresses and require token-based metadata access
B.Place the service behind a web application firewall and allow unrestricted outbound HTTPS
C.Enable storage encryption and rotate the instance credentials once every ninety days
D.Replicate the service across multiple regions, enable detailed load-balancer logging, and retain all application logs for forensic analysis
Correct Answer: Route retrieval through an egress proxy that blocks link-local addresses and require token-based metadata access
Explanation:
Blocking link-local destinations such as 169.254.169.254 prevents metadata access, while token-based metadata protocols add another barrier against SSRF-based credential theft.
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42An organization runs workloads on a managed Kubernetes service where the provider operates the control plane, while the organization manages worker nodes. A vulnerable container runtime on a worker node causes a breach. Which responsibility assignment is most accurate?
Shared Responsibility Architecture
Hard
A.The provider is responsible because Kubernetes is advertised as a managed service
B.The provider and customer are equally responsible for every control in the cluster
C.Responsibility is transferred to the container image vendor that supplied the base image
D.The customer is responsible for patching the runtime on customer-managed worker nodes
Correct Answer: The customer is responsible for patching the runtime on customer-managed worker nodes
Explanation:
A managed control plane does not transfer responsibility for customer-managed nodes. The customer must patch and harden the operating system and container runtime on those nodes.
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43A company migrates from self-managed databases on virtual machines to a managed relational database service. Which responsibility most clearly remains with the customer after migration?
Shared Responsibility Architecture
Hard
A.Replacing failed physical disks in the database host
B.Configuring database identities and restricting data access
C.Patching the underlying database operating system
D.Securing the provider's data-center network perimeter
Correct Answer: Configuring database identities and restricting data access
Explanation:
The provider generally manages physical infrastructure, the host OS, and service patching. The customer still controls identities, permissions, schemas, data classification, and authorized use.
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44A microservices platform currently allows administrators to patch production containers interactively. Which redesign best applies immutability and secure supply-chain principles?
Security by Design Principles
Hard
A.Permit emergency SSH access but record every administrator command in an audit system
B.Give each operations engineer a separate privileged account protected by multifactor authentication
C.Maintain one reusable production image and apply all security patches manually to running containers whenever a critical vulnerability is announced
D.Deploy signed, scanned images through a policy-enforced pipeline and replace compromised instances
Correct Answer: Deploy signed, scanned images through a policy-enforced pipeline and replace compromised instances
Explanation:
Immutable deployment replaces rather than modifies running instances. Signing, scanning, and admission policies also ensure that only approved artifacts reach production.
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45A payment API loses connectivity to its external authorization policy service. Which behavior best reflects fail-secure design without unnecessarily disrupting already validated operations?
Security by Design Principles
Hard
A.Deny new privileged actions while honoring narrowly scoped cached decisions
B.Disable authentication and rely temporarily on network source addresses
C.Allow all requests until policy connectivity returns
D.Retry every request indefinitely while holding its database transaction open
Correct Answer: Deny new privileged actions while honoring narrowly scoped cached decisions
Explanation:
Fail-secure behavior denies actions that cannot be safely authorized. Short-lived, narrowly scoped cached decisions can preserve availability without changing the default to allow.
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46A SaaS platform assumes roles in customer cloud accounts. An attacker creates a different SaaS account and tries to make the platform assume a victim's role, creating a confused-deputy risk. Which condition best mitigates this risk?
Identity and Access Management
Hard
A.Permit role assumption only during the customer's local business hours
B.Require a unique customer-bound external identifier in the role trust policy
C.Store long-lived access keys for every customer in a secrets manager
D.Require the SaaS platform to use the same role name in every account
Correct Answer: Require a unique customer-bound external identifier in the role trust policy
Explanation:
A customer-specific external identifier binds the role-assumption request to the intended tenant, preventing another tenant from directing the SaaS provider to assume the victim's role.
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47A multi-cloud service currently stores static cloud access keys in Kubernetes secrets. Which architecture most effectively reduces credential theft and rotation risk?
Identity and Access Management
Hard
A.Store one privileged key in each cluster's control-plane database
B.Use workload identity federation to obtain short-lived scoped credentials
C.Encrypt the static keys with a cluster-wide symmetric key
D.Rotate static keys monthly and restart all pods after rotation
Correct Answer: Use workload identity federation to obtain short-lived scoped credentials
Explanation:
Federation exchanges an attested workload identity for short-lived credentials. This eliminates embedded long-lived secrets and limits the value of stolen tokens.
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48A multi-tenant API has a defect in its object-level authorization code. Which layered control design is most likely to prevent the defect from exposing another tenant's database rows?
Cloud Security Layers Illustration
Hard
A.Place the database in a private subnet and increase application log retention
B.Use autoscaling at the service layer and rate limiting at the API gateway
C.Validate the JWT at the gateway and enforce tenant-bound row-level database policies
D.Enable TLS at the load balancer and encrypt database backups with a provider key
Correct Answer: Validate the JWT at the gateway and enforce tenant-bound row-level database policies
Explanation:
Gateway validation authenticates the request, while tenant-aware row-level policies provide an independent data-layer authorization boundary if application logic fails.
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49A workload accesses object storage through a private service endpoint. Security testing shows that compromised code can still upload data to an attacker's bucket through that endpoint. Which change most directly blocks this exfiltration path?
Cloud Network Security Concepts
Hard
A.Add another network ACL allowing only the object-storage service's published IP ranges
B.Require the workload to resolve object-storage names through private DNS
C.Restrict the endpoint policy to approved accounts and resources
D.Replace all private endpoints with a centralized internet gateway that performs TLS interception, packet capture, malware inspection, and geographic filtering
Correct Answer: Restrict the endpoint policy to approved accounts and resources
Explanation:
A private endpoint controls the network path but does not automatically restrict destination ownership. An endpoint policy can limit access to specifically approved buckets, accounts, or resources.
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50All services in a mesh use mutual TLS, but one pod is compromised and makes unauthorized calls using its valid workload certificate. Which additional control most directly addresses this limitation?
Cloud Network Security Concepts
Hard
A.Move every service into one subnet protected by a shared firewall
B.Apply identity-aware authorization policies to each service operation
C.Increase certificate validity so that services reconnect less frequently
D.Capture and retain all encrypted service-mesh traffic indefinitely so investigators can reconstruct the unauthorized request after an incident
Correct Answer: Apply identity-aware authorization policies to each service operation
Explanation:
Mutual TLS authenticates workloads and protects traffic, but it does not authorize every operation. Fine-grained service policies must decide which identities may invoke each method or resource.
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51A cluster runs untrusted third-party containers. A kernel vulnerability could allow a container escape even though Linux capabilities and privileged mode are disabled. Which mitigation most strongly reduces the resulting host-level blast radius?
Host Security Concepts
Hard
A.Use sandboxed runtimes on isolated, rapidly patched node pools
B.Run the containers with read-only root filesystems
C.Scan container images only when they enter the registry
D.Apply namespace labels that identify each third-party workload
Correct Answer: Use sandboxed runtimes on isolated, rapidly patched node pools
Explanation:
Sandboxed runtimes add an isolation boundary beyond ordinary namespaces, while dedicated node pools limit exposure and rapid host patching removes the vulnerable kernel.
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52A storage system uses envelope encryption: each object is encrypted with a data-encryption key, and each data-encryption key is wrapped by a key-encryption key in a KMS. The key-encryption key must be rotated without rewriting petabytes of object data. What should the system do?
Data Security Concepts
Hard
A.Retain the old key-encryption key and update only its display alias
B.Hash the old key-encryption key and use the hash as the replacement key
C.Rewrap the data-encryption keys under the new key-encryption key
D.Decrypt and re-encrypt every object with the new key-encryption key
Correct Answer: Rewrap the data-encryption keys under the new key-encryption key
Explanation:
Envelope encryption permits rotation by decrypting and re-encrypting only the small data-encryption keys. The much larger encrypted objects do not need to be rewritten.
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53An organization needs backups that remain undeletable for seven years even if its primary cloud administrator account is compromised. Which design provides the strongest protection?
Data Security Concepts
Hard
A.Enable object versioning in the production account and hide older versions
B.Replicate backups to another region using the same administrator credentials
C.Encrypt backups with a key that the primary administrator can delete
D.Enable compliance-mode object retention in a separately administered backup account
Correct Answer: Enable compliance-mode object retention in a separately administered backup account
Explanation:
Compliance-mode retention prevents deletion or shortening of retention periods, while a separately administered account reduces the chance that compromised production credentials can affect backups.
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54Which mapping of AWS security services to their primary functions is correct?
Security Operations and Major Cloud Service Provider Tools
Hard
CloudTrail records account and API activity, GuardDuty analyzes signals for suspicious behavior, and Security Hub consolidates findings and security-posture information.
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55An EU company replicates personal data to a US region where support personnel may access plaintext records. The company uses strong encryption at rest. Which action is still required to address GDPR international-transfer obligations?
Security Compliance and Regulations
Hard
A.Treat encryption at rest as sufficient because all regulatory transfer restrictions automatically cease when a cloud provider manages the encryption keys
B.Establish a valid transfer mechanism and assess necessary supplementary safeguards
C.Increase the encryption key size from 256 bits to 512 bits
D.Publish the storage region in the application's privacy dashboard
Correct Answer: Establish a valid transfer mechanism and assess necessary supplementary safeguards
Explanation:
Encryption at rest does not eliminate transfer obligations when personnel in another jurisdiction can access plaintext. A valid Chapter V mechanism and transfer-risk assessment are still needed.
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56A merchant wants to reduce PCI DSS scope by replacing card numbers with tokens. Which architecture provides the strongest basis for excluding ordinary application services from the cardholder data environment?
Security Compliance and Regulations
Hard
A.Isolate the token vault and prevent ordinary services from retrieving card numbers
B.Mask card numbers in the user interface while retaining unrestricted backend access
C.Hash card numbers without a salt and use the hash as the payment credential
D.Store reversible tokens and card numbers together in the application database
Correct Answer: Isolate the token vault and prevent ordinary services from retrieving card numbers
Explanation:
Tokenization can reduce scope only when systems outside the isolated token environment cannot store, process, transmit, or retrieve the underlying cardholder data.
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57A company must express equivalent authorization intent across cloud providers whose IAM systems differ in resource hierarchies, deny semantics, and condition operators. Which approach best balances portability and provider-specific correctness?
Interoperability Challenges
Hard
A.Define canonical application roles and generate provider policies with conformance tests
B.Grant administrator access everywhere and enforce restrictions solely in documentation
C.Use only network allowlists because identity policies cannot be portable
D.Copy one provider's policy documents unchanged into every other provider
Correct Answer: Define canonical application roles and generate provider policies with conformance tests
Explanation:
A canonical authorization model improves portability, while provider-specific generators and tests account for semantic differences that a literal policy translation would miss.
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58A service has a 30-day availability SLO of . During one hour, of requests fail. Assuming request volume is uniform, approximately what fraction of the entire 30-day error budget is consumed?
Monitoring and Performance Management
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The budget is bad minutes. The incident contributes bad minutes, so consumption is .
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59A company wants to process sensitive data on cloud hosts while reducing trust in the cloud administrator and hypervisor. Which emerging architecture most directly addresses this requirement?
Future Trends and Innovations
Hard
A.Use ordinary virtual machines with encrypted disks and public IP addresses
B.Use remotely attested confidential-computing enclaves for data in use
C.Use client-side compression before transferring data to the cloud
D.Use a trusted execution environment because it eliminates every software vulnerability, side channel, denial-of-service condition, and application-level authorization error
Correct Answer: Use remotely attested confidential-computing enclaves for data in use
Explanation:
Confidential computing uses hardware-protected execution and attestation to protect data in use from privileged infrastructure. It does not eliminate application flaws or every side channel.
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60An edge-based federated learning system uses secure aggregation, but an attacker controls many participating devices and submits poisoned model updates. Which design most directly reduces poisoning risk while preserving update confidentiality?
Edge computing and AI
Hard
A.Increase the number of local training epochs on every participating device
B.Replace secure aggregation with plaintext updates stored in a public audit log
C.Encrypt the final global model with one shared key distributed to all devices
D.Use protocol-enforced update bounds, Sybil resistance, and robust aggregation
Correct Answer: Use protocol-enforced update bounds, Sybil resistance, and robust aggregation
Explanation:
Secure aggregation protects update confidentiality but does not ensure update integrity. Bounded contributions, resistance to fake participants, and Byzantine-robust aggregation limit malicious influence.
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