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Exam Code: AWS Certified DevOps Engineer - Professional DOP-C02
Exam Name: AWS Certified DevOps Engineer - Professional DOP-C02
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AWS Certified DevOps Engineer - Professional DOP-C02 Practice Test 48

Question 470

The team has omitted the measure to route organization-wide audit evidence into a separately governed centralized log archive with restricted modification privileges. It operates in this setting: Audit logs from all member accounts currently reside only in those accounts, where local administrators can modify retention. Which resulting risk is MOST direct?

  1. Orphaned or ambiguously owned accounts can persist with unmanaged credentials and expenditure.
  2. A malicious workload administrator can erase local logs that document unauthorized actions.
  3. An authorized local administrator could bypass enterprise restrictions and weaken audit coverage.
  4. A moved account may retain formerly valid exceptions inconsistent with its new environment classification.

Explanation

Correct Answer

B:

The omitted control leaves this direct failure exposure: A malicious workload administrator can erase local logs that document unauthorized actions. This follows from the specific situation: Audit logs from all member accounts currently reside only in those accounts, where local administrators can modify retention. The proposed safeguard would be to route organization-wide audit evidence into a separately governed centralized log archive with restricted modification privileges. The governing engineering reason is that separating logging storage from workload administration limits the ability of a compromised account to alter evidence. A test would check that a member-account role cannot delete centralized audit objects and new member events reach the archive.

Incorrect Answers

A:

This failure could arise in a related but different scenario: Two teams independently create AWS accounts with duplicate email aliases and no clear business ownership. There the appropriate mitigation is to standardize governed account requests with unique identifiers, accountable owners and approved organizational-unit placement. The current environment is specifically audit logs from all member accounts currently reside only in those accounts, where local administrators can modify retention. Its omitted safeguard creates the more direct consequence: A malicious workload administrator can erase local logs that document unauthorized actions.

C:

This failure could arise in a related but different scenario: An organization wants to prevent member accounts from disabling organization-wide security settings even when local administrators are powerful. There the appropriate mitigation is to apply AWS Organizations service control policies at appropriate organizational-unit boundaries alongside IAM policies. The current environment is specifically audit logs from all member accounts currently reside only in those accounts, where local administrators can modify retention. Its omitted safeguard creates the more direct consequence: A malicious workload administrator can erase local logs that document unauthorized actions.

D:

This failure could arise in a related but different scenario: An account moves to a different AWS Organizations OU, yet its deployed security baselines and exception set are never rechecked. There the appropriate mitigation is to reconcile the account against the destination OU's policy and baseline requirements after organizational moves. The current environment is specifically audit logs from all member accounts currently reside only in those accounts, where local administrators can modify retention. Its omitted safeguard creates the more direct consequence: A malicious workload administrator can erase local logs that document unauthorized actions.

Question 471

The team has omitted the measure to apply AWS WAF web ACL rules and suitable rate-based controls at the relevant supported edge or ALB integration. It operates in this setting: A public API receives credential-stuffing bursts from many IP addresses and ordinary security groups cannot inspect HTTP request behavior. Which resulting risk is MOST direct?

  1. Unknown personally identifiable data may remain broadly accessible outside required privacy controls.
  2. Deleting a required key can render retained encrypted backups permanently unusable.
  3. Automated abusive requests may reach authentication services until downstream systems are exhausted.
  4. Accounts may drift into different security postures and unresolved violations can go unnoticed.

Explanation

Correct Answer

C:

The omitted control leaves this direct failure exposure: Automated abusive requests may reach authentication services until downstream systems are exhausted. This follows from the specific situation: A public API receives credential-stuffing bursts from many IP addresses and ordinary security groups cannot inspect HTTP request behavior. The proposed safeguard would be to apply AWS WAF web ACL rules and suitable rate-based controls at the relevant supported edge or ALB integration. The governing engineering reason is that layer-seven request filtering complements network-level authorization for web application threats. A test would check that a controlled malicious request burst is limited while legitimate authenticated traffic remains available.

Incorrect Answers

A:

This failure could arise in a related but different scenario: An enterprise stores regulated identifiers in thousands of S3 buckets and cannot tell which new datasets contain personal information. There the appropriate mitigation is to use Amazon Macie or approved sensitive-data discovery workflows with centralized findings and remediation ownership. The current environment is specifically a public API receives credential-stuffing bursts from many IP addresses and ordinary security groups cannot inspect HTTP request behavior. Its omitted safeguard creates the more direct consequence: Automated abusive requests may reach authentication services until downstream systems are exhausted.

B:

This failure could arise in a related but different scenario: A team rotates an encryption key but inadvertently loses access to historical backups needed for compliance restoration. There the appropriate mitigation is to use a supported KMS key lifecycle and key-policy process that preserves required decrypt availability during rotation. The current environment is specifically a public API receives credential-stuffing bursts from many IP addresses and ordinary security groups cannot inspect HTTP request behavior. Its omitted safeguard creates the more direct consequence: Automated abusive requests may reach authentication services until downstream systems are exhausted.

D:

This failure could arise in a related but different scenario: Multiple AWS accounts create custom security rules, and the central team needs consistent controls with controlled exceptions. There the appropriate mitigation is to use appropriate AWS Security Hub findings, AWS Organizations governance and automated remediation approval workflows. The current environment is specifically a public API receives credential-stuffing bursts from many IP addresses and ordinary security groups cannot inspect HTTP request behavior. Its omitted safeguard creates the more direct consequence: Automated abusive requests may reach authentication services until downstream systems are exhausted.

Question 472

An AWS DevOps engineer must address this situation: A compliance platform writes critical documents to an S3 bucket in one Region and has a requirement for regional disaster tolerance. Which implementation choice BEST meets the main operational requirement?

  1. Use an appropriate Amazon RDS Multi-AZ deployment and test the documented failover behavior.
  2. Design Aurora Global Database recovery with monitored replication lag and explicit cross-Region promotion and reconnection steps.
  3. Place the stateless web tier across multiple Availability Zones behind an Application Load Balancer with independent target health checks.
  4. Enable supported S3 cross-Region replication with versioning, permissions and validation against recovery needs.

Explanation

Correct Answer

D:

This response directly addresses the stated requirement: Enable supported S3 cross-Region replication with versioning, permissions and validation against recovery needs. The relevant technical mechanism is that cross-Region object replication can provide geographical data resilience but is asynchronous and requires configuration. Without this design, a regional outage may leave essential objects unavailable in the recovery Region or behind the needed RPO. An operational acceptance check should confirm that object-replication tests verify expected versions, ownership and replication status in the destination Region.

Incorrect Answers

A:

This design is appropriate for another AWS operational requirement: A production RDS database is deployed in a Single-AZ configuration although the business requires automated recovery from an AZ outage. In that situation the corresponding response would be to use an appropriate Amazon RDS Multi-AZ deployment and test the documented failover behavior. It does not directly mitigate the current failure mode, where a regional outage may leave essential objects unavailable in the recovery Region or behind the needed RPO. The current requirement instead calls for enable supported S3 cross-Region replication with versioning, permissions and validation against recovery needs.

B:

This design is appropriate for another AWS operational requirement: An Aurora application runs in two Regions but failover documentation assumes asynchronous replica lag is always zero. In that situation the corresponding response would be to design Aurora Global Database recovery with monitored replication lag and explicit cross-Region promotion and reconnection steps. It does not directly mitigate the current failure mode, where a regional outage may leave essential objects unavailable in the recovery Region or behind the needed RPO. The current requirement instead calls for enable supported S3 cross-Region replication with versioning, permissions and validation against recovery needs.

C:

This design is appropriate for another AWS operational requirement: A customer web tier uses three EC2 instances in one Availability Zone and must survive an entire AZ outage. In that situation the corresponding response would be to place the stateless web tier across multiple Availability Zones behind an Application Load Balancer with independent target health checks. It does not directly mitigate the current failure mode, where a regional outage may leave essential objects unavailable in the recovery Region or behind the needed RPO. The current requirement instead calls for enable supported S3 cross-Region replication with versioning, permissions and validation against recovery needs.

Question 473

An operations team deploys the following safeguard: Separate pipeline stage execution roles and grant narrowly scoped build and deployment permissions. Which observed result is the STRONGEST validation that the safeguard works?

  1. Access tests show the deployment role updates the intended ECS service but cannot delete logs or create IAM users.
  2. A clean-account deployment recreates the approved pipeline stages, roles and artifact permissions from versioned source.
  3. The hashes and source revision of the deployed production bundle match the integration-tested release artifact.
  4. A test build can retrieve an authorized secret while log inspection and unauthorized role tests show no disclosure.

Explanation

Correct Answer

A:

The best verification result is: Access tests show the deployment role updates the intended ECS service but cannot delete logs or create IAM users. It specifically demonstrates that the implemented safeguard to separate pipeline stage execution roles and grant narrowly scoped build and deployment permissions. is effective. This control matters where a deployment pipeline runs as one broad role that can delete organization logs and create IAM users although it only updates an ECS service. Without suitable evidence, the outstanding exposure is that compromising a routine build step could allow security log destruction or privilege escalation.

Incorrect Answers

B:

This measurement validates a different AWS control: Version and provision the pipeline and its supporting roles through reviewed infrastructure-as-code templates. It is most relevant where a microservice team stores a CodePipeline definition only in the console, and rebuilding the production pipeline after an outage is manual. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that access tests show the deployment role updates the intended ECS service but cannot delete logs or create IAM users.

C:

This measurement validates a different AWS control: Promote the identical immutable build artifact across environments and preserve checksum and source-revision traceability. It is most relevant where the team publishes an AWS CodeBuild artifact to S3 and then edits the binary in a separate account before production deployment. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that access tests show the deployment role updates the intended ECS service but cannot delete logs or create IAM users.

D:

This measurement validates a different AWS control: Resolve protected build secrets at execution time through Secrets Manager or encrypted Systems Manager parameters with least-privilege roles. It is most relevant where a pipeline downloads third-party package credentials from plaintext environment variables visible to build log readers. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that access tests show the deployment role updates the intended ECS service but cannot delete logs or create IAM users.

Question 474

An AWS DevOps engineer must address this situation: Production EC2 instances drift from their approved operating-system configuration after ad hoc troubleshooting. Which implementation choice BEST meets the main operational requirement?

  1. Use AWS AppConfig deployment strategies and validators with monitors to roll out configuration changes gradually.
  2. Apply Systems Manager State Manager associations for supported recurring desired-state tasks and detect noncompliance.
  3. Manage approved automation documents through version control, least-privilege execution and logged Systems Manager operations.
  4. Connect an approved AWS Config remediation to a scoped Systems Manager Automation action with monitoring and exceptions.

Explanation

Correct Answer

B:

This response directly addresses the stated requirement: Apply Systems Manager State Manager associations for supported recurring desired-state tasks and detect noncompliance. The relevant technical mechanism is that desired-state automation reasserts configuration standards and identifies out-of-policy hosts over time. Without this design, a troubleshooting change can persist indefinitely and create inconsistent security behavior across nodes. An operational acceptance check should confirm that a controlled configuration deviation is detected and reconciled by the approved association without changing unrelated settings.

Incorrect Answers

A:

This design is appropriate for another AWS operational requirement: A team deploys one feature-flag value to every application node instantly and causes a sudden spike in transaction failures. In that situation the corresponding response would be to use AWS AppConfig deployment strategies and validators with monitors to roll out configuration changes gradually. It does not directly mitigate the current failure mode, where a troubleshooting change can persist indefinitely and create inconsistent security behavior across nodes. The current requirement instead calls for apply Systems Manager State Manager associations for supported recurring desired-state tasks and detect noncompliance.

C:

This design is appropriate for another AWS operational requirement: Operators collect manual troubleshooting commands into unversioned shell scripts on a shared bastion server. In that situation the corresponding response would be to manage approved automation documents through version control, least-privilege execution and logged Systems Manager operations. It does not directly mitigate the current failure mode, where a troubleshooting change can persist indefinitely and create inconsistent security behavior across nodes. The current requirement instead calls for apply Systems Manager State Manager associations for supported recurring desired-state tasks and detect noncompliance.

D:

This design is appropriate for another AWS operational requirement: AWS Config reports a noncompliant S3 setting but the security team fixes each bucket only after weekly ticket review. In that situation the corresponding response would be to connect an approved AWS Config remediation to a scoped Systems Manager Automation action with monitoring and exceptions. It does not directly mitigate the current failure mode, where a troubleshooting change can persist indefinitely and create inconsistent security behavior across nodes. The current requirement instead calls for apply Systems Manager State Manager associations for supported recurring desired-state tasks and detect noncompliance.

Question 475

The team has omitted the measure to connect a narrowly scoped Config rule with approved automatic remediation and escalation when remediation fails. It operates in this setting: A public-facing security group is changed to allow unrestricted SSH, and AWS Config detects the violation without correcting it. Which resulting risk is MOST direct?

  1. On-call responders can be flooded with duplicated alerts for one underlying failure.
  2. A system may remain under the CPU trigger while users queue behind exhausted application connections.
  3. A prohibited rule may remain open for hours while the security team manually reviews a ticket.
  4. Troubleshooters may rely on copied logs or high-privilege credentials, delaying cross-account incident triage.

Explanation

Correct Answer

C:

The omitted control leaves this direct failure exposure: A prohibited rule may remain open for hours while the security team manually reviews a ticket. This follows from the specific situation: A public-facing security group is changed to allow unrestricted SSH, and AWS Config detects the violation without correcting it. The proposed safeguard would be to connect a narrowly scoped Config rule with approved automatic remediation and escalation when remediation fails. The governing engineering reason is that config compliance evaluation can trigger controlled, auditable actions that restore required configuration. A test would check that a test noncompliant security group is remediated and the compliance state returns to normal.

Incorrect Answers

A:

This failure could arise in a related but different scenario: An operations team receives separate alarms for instance CPU, error rate and latency, which generate three pages for one incident. There the appropriate mitigation is to use CloudWatch composite alarms and routing rules to express meaningful combined operational conditions. The current environment is specifically a public-facing security group is changed to allow unrestricted SSH, and AWS Config detects the violation without correcting it. Its omitted safeguard creates the more direct consequence: A prohibited rule may remain open for hours while the security team manually reviews a ticket.

B:

This failure could arise in a related but different scenario: An Auto Scaling group adds instances based on average CPU although the application hits a hard connection threshold first. There the appropriate mitigation is to publish and alarm on a meaningful application-capacity custom metric to drive supported scaling policies. The current environment is specifically a public-facing security group is changed to allow unrestricted SSH, and AWS Config detects the violation without correcting it. Its omitted safeguard creates the more direct consequence: A prohibited rule may remain open for hours while the security team manually reviews a ticket.

D:

This failure could arise in a related but different scenario: An operations team centralizes CloudWatch dashboards but cannot view logs from separate workload accounts without sharing administrator credentials. There the appropriate mitigation is to configure supported cross-account observability roles or CloudWatch observability links with least-privilege access. The current environment is specifically a public-facing security group is changed to allow unrestricted SSH, and AWS Config detects the violation without correcting it. Its omitted safeguard creates the more direct consequence: A prohibited rule may remain open for hours while the security team manually reviews a ticket.

Question 476

The team has omitted the measure to associate appropriate CloudWatch alarms and configure supported automatic CodeDeploy deployment rollback. It operates in this setting: A CodeDeploy deployment experiences high error rates after shifting traffic but the pipeline continues unless an engineer manually intervenes. Which resulting risk is MOST direct?

  1. An in-place change can remove all healthy application instances before its replacement is verified.
  2. An unhealthy release can be judged successful while its customer-facing endpoint remains unavailable.
  3. A shared application defect may take down both production Regions simultaneously.
  4. A release regression can continue serving users after clear failure metrics have breached policy.

Explanation

Correct Answer

D:

The omitted control leaves this direct failure exposure: A release regression can continue serving users after clear failure metrics have breached policy. This follows from the specific situation: A CodeDeploy deployment experiences high error rates after shifting traffic but the pipeline continues unless an engineer manually intervenes. The proposed safeguard would be to associate appropriate CloudWatch alarms and configure supported automatic CodeDeploy deployment rollback. The governing engineering reason is that deployment safety depends on machine-readable health thresholds linked to the deployment controller. A test would check that a test 5xx alarm stops the deployment and restores traffic to the last known-good target group.

Incorrect Answers

A:

This failure could arise in a related but different scenario: A web application on EC2 requires low-risk production deployment with traffic shifting and quick return to the old fleet. There the appropriate mitigation is to use CodeDeploy blue/green deployment with separate target groups and validated Application Load Balancer traffic switching. The current environment is specifically a CodeDeploy deployment experiences high error rates after shifting traffic but the pipeline continues unless an engineer manually intervenes. Its omitted safeguard creates the more direct consequence: A release regression can continue serving users after clear failure metrics have breached policy.

B:

This failure could arise in a related but different scenario: A CodeDeploy release frequently fails because the application-start lifecycle hook is successful before the service is actually usable. There the appropriate mitigation is to implement lifecycle hook health validation and fail the deployment when required readiness checks do not pass. The current environment is specifically a CodeDeploy deployment experiences high error rates after shifting traffic but the pipeline continues unless an engineer manually intervenes. Its omitted safeguard creates the more direct consequence: A release regression can continue serving users after clear failure metrics have breached policy.

C:

This failure could arise in a related but different scenario: An application is deployed in two AWS Regions and the team switches global traffic to both new versions before validating either Region. There the appropriate mitigation is to stage regional releases with explicit health gates and controlled Route 53 or front-door traffic transitions. The current environment is specifically a CodeDeploy deployment experiences high error rates after shifting traffic but the pipeline continues unless an engineer manually intervenes. Its omitted safeguard creates the more direct consequence: A release regression can continue serving users after clear failure metrics have breached policy.

Question 477

An operations team deploys the following safeguard: Publish and alarm on a meaningful application-capacity custom metric to drive supported scaling policies. Which observed result is the STRONGEST validation that the safeguard works?

  1. A connection-pressure load test triggers scaling before the approved latency limit is exceeded.
  2. A test noncompliant security group is remediated and the compliance state returns to normal.
  3. An induced database failure changes the appropriate health status and shifts new requests to a healthy endpoint.
  4. A controlled matching Health event or replay routes an actionable notification to the service owner.

Explanation

Correct Answer

A:

The best verification result is: A connection-pressure load test triggers scaling before the approved latency limit is exceeded. It specifically demonstrates that the implemented safeguard to publish and alarm on a meaningful application-capacity custom metric to drive supported scaling policies. is effective. This control matters where an Auto Scaling group adds instances based on average CPU although the application hits a hard connection threshold first. Without suitable evidence, the outstanding exposure is that a system may remain under the CPU trigger while users queue behind exhausted application connections.

Incorrect Answers

B:

This measurement validates a different AWS control: Connect a narrowly scoped Config rule with approved automatic remediation and escalation when remediation fails. It is most relevant where a public-facing security group is changed to allow unrestricted SSH, and AWS Config detects the violation without correcting it. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that a connection-pressure load test triggers scaling before the approved latency limit is exceeded.

C:

This measurement validates a different AWS control: Configure health checks that reflect required service dependencies and test failover routing behavior. It is most relevant where a Route 53 failover record uses a health check against a shallow endpoint that stays up when the application database is unavailable. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that a connection-pressure load test triggers scaling before the approved latency limit is exceeded.

D:

This measurement validates a different AWS control: Route AWS Health EventBridge events to the appropriate SNS or incident workflow with account and resource context. It is most relevant where aWS Health publishes an event for one account but its owner relies on staff manually checking the console. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that a connection-pressure load test triggers scaling before the approved latency limit is exceeded.

Question 478

An operations team deploys the following safeguard: Use a supported ECS blue/green deployment strategy with CodeDeploy, target groups and application health validation. Which observed result is the STRONGEST validation that the safeguard works?

  1. Test traffic reaches the replacement target group before the production listener switches and rollback restores the old group.
  2. A rehearsal observes separate task sets, validates green targets and rolls traffic back after an induced fault.
  3. An intentionally slow-to-initialize pod receives no service traffic until its readiness probe succeeds.
  4. A controlled release routes a measured small percentage to the new version and returns to the previous alias on alarm.

Explanation

Correct Answer

B:

The best verification result is: A rehearsal observes separate task sets, validates green targets and rolls traffic back after an induced fault. It specifically demonstrates that the implemented safeguard to use a supported ECS blue/green deployment strategy with CodeDeploy, target groups and application health validation. is effective. This control matters where an Amazon ECS service must deploy a new task definition while preserving the existing healthy service during validation. Without suitable evidence, the outstanding exposure is that a flawed new task definition can remove healthy serving capacity before error rates are measured.

Incorrect Answers

A:

This measurement validates a different AWS control: Use CodeDeploy blue/green deployment with separate target groups and validated Application Load Balancer traffic switching. It is most relevant where a web application on EC2 requires low-risk production deployment with traffic shifting and quick return to the old fleet. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that a rehearsal observes separate task sets, validates green targets and rolls traffic back after an induced fault.

C:

This measurement validates a different AWS control: Configure readiness probes and controlled rolling-update availability settings before routing requests to new pods. It is most relevant where an EKS Deployment replaces pods that are not ready, causing intermittent 503 responses at the ingress. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that a rehearsal observes separate task sets, validates green targets and rolls traffic back after an induced fault.

D:

This measurement validates a different AWS control: Publish a Lambda version and shift an alias's traffic gradually with monitored deployment alarms and rollback. It is most relevant where a Lambda function has unpredictable failures under new code and the team currently switches every caller to the latest version at once. It would not establish whether the current safeguard is effective; the required acceptance evidence is specifically that a rehearsal observes separate task sets, validates green targets and rolls traffic back after an induced fault.

Question 479

An AWS DevOps engineer must address this situation: A delegated security team needs to view organization-wide GuardDuty findings without obtaining root or administrator access to each member account. Which implementation choice BEST meets the main operational requirement?

  1. Use AWS Control Tower Account Factory or a governed AWS Organizations account-vending process to automate baseline provisioning.
  2. Standardize governed account requests with unique identifiers, accountable owners and approved organizational-unit placement.
  3. Configure supported organization delegated administrator and member enrollment for centrally managed detection services.
  4. Deploy governed CloudFormation StackSets with appropriate service-managed permissions and organization targeting.

Explanation

Correct Answer

C:

This response directly addresses the stated requirement: Configure supported organization delegated administrator and member enrollment for centrally managed detection services. The relevant technical mechanism is that delegated security administration can centralize coverage while preserving workload account isolation. Without this design, security findings can remain siloed and untriaged across newly added member accounts. An operational acceptance check should confirm that the delegated security account can view findings from a newly enrolled member without local root access.

Incorrect Answers

A:

This design is appropriate for another AWS operational requirement: Business units request new AWS accounts by email and the central team often forgets to enable logging and security baselines. In that situation the corresponding response would be to use AWS Control Tower Account Factory or a governed AWS Organizations account-vending process to automate baseline provisioning. It does not directly mitigate the current failure mode, where security findings can remain siloed and untriaged across newly added member accounts. The current requirement instead calls for configure supported organization delegated administrator and member enrollment for centrally managed detection services.

B:

This design is appropriate for another AWS operational requirement: Two teams independently create AWS accounts with duplicate email aliases and no clear business ownership. In that situation the corresponding response would be to standardize governed account requests with unique identifiers, accountable owners and approved organizational-unit placement. It does not directly mitigate the current failure mode, where security findings can remain siloed and untriaged across newly added member accounts. The current requirement instead calls for configure supported organization delegated administrator and member enrollment for centrally managed detection services.

D:

This design is appropriate for another AWS operational requirement: A central security stack must provision identical AWS Config settings into accounts in multiple Regions. In that situation the corresponding response would be to deploy governed CloudFormation StackSets with appropriate service-managed permissions and organization targeting. It does not directly mitigate the current failure mode, where security findings can remain siloed and untriaged across newly added member accounts. The current requirement instead calls for configure supported organization delegated administrator and member enrollment for centrally managed detection services.

Question 480

A team proposes this change: Apply appropriate API Gateway throttling, quotas and AWS WAF controls aligned to legitimate clients. The environment is: A public API Gateway endpoint receives large bot traffic bursts that threaten backend concurrency quotas. Which AWS engineering principle most directly supports the proposal?

  1. Serverless scaling must respect downstream system capacity; more parallel invocations are not always safer.
  2. Container-task scaling only works when cluster capacity grows with the requested task demand.
  3. Dynamic scaling should respond to measured workload pressure instead of fixed guesses about traffic peaks.
  4. Managed API entry points should limit abusive demand before it consumes scarce downstream resources.

Explanation

Correct Answer

D:

The central principle is that managed API entry points should limit abusive demand before it consumes scarce downstream resources. It supports the decision to apply appropriate API Gateway throttling, quotas and AWS WAF controls aligned to legitimate clients. because the workload problem is: A public API Gateway endpoint receives large bot traffic bursts that threaten backend concurrency quotas. The consequence of ignoring the principle is: Unbounded incoming requests can cause costly or disruptive backend saturation. The design can be tested by confirming that a controlled burst hits the intended rate limit while allowed clients maintain the required success rate.

Incorrect Answers

A:

This principle concerns the different situation in which a Lambda workload experiences a traffic spike that overwhelms a downstream database because invocations scale far beyond safe connections. It explains the alternative control to apply reserved concurrency and downstream-aware throttling or queue-based buffering to bound concurrent work. For the present workload, a public API Gateway endpoint receives large bot traffic bursts that threaten backend concurrency quotas. the design rationale is instead that managed API entry points should limit abusive demand before it consumes scarce downstream resources.

B:

This principle concerns the different situation in which an ECS service scales task count, but its EC2 capacity pool cannot place more tasks during peak traffic. It explains the alternative control to configure an appropriate ECS capacity provider and scaling for the underlying compute capacity. For the present workload, a public API Gateway endpoint receives large bot traffic bursts that threaten backend concurrency quotas. the design rationale is instead that managed API entry points should limit abusive demand before it consumes scarce downstream resources.

C:

This principle concerns the different situation in which an EC2 Auto Scaling group is scheduled to add two instances every day, but demand varies unpredictably by traffic and time. It explains the alternative control to use target tracking or another appropriate metric-based Auto Scaling policy tied to application demand. For the present workload, a public API Gateway endpoint receives large bot traffic bursts that threaten backend concurrency quotas. the design rationale is instead that managed API entry points should limit abusive demand before it consumes scarce downstream resources.

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