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Question: 1
A security administrator is setting up a new AWS account. The security administrator wants to secure the data that a company stores in an Amazon S3 bucket. The security administrator also wants to reduce the chance of unintended data exposure and the potential for misconfiguration of objects that are in the S3 bucket.
Which solution will meet these requirements with the LEAST operational overhead?

A. Configure the S3 Block Public Access feature for the AWS account.
B. Configure the S3 Block Public Access feature for all objects that are in the bucket.
C. Deactivate ACLs for objects that are in the bucket.
D. Use AWS PrivateLink for Amazon S3 to access the bucket.

Answer: A
Explanation:
Amazon S3 Block Public Access configured at the AWS account level is the recommended and most effective approach to protect data stored in Amazon S3 while minimizing operational overhead. AWS Security Specialty documentation explains that S3 Block Public Access provides centralized, preventative controls designed to block public access to S3 buckets and objects regardless of individual bucket policies or object-level ACL configurations. When enabled at the account level,
these controls automatically apply to all existing and newly created buckets, significantly reducing the risk of accidental exposure caused by misconfigured permissions.
The AWS Certified Security – Specialty Study Guide emphasizes that public access misconfiguration is a leading cause of data leaks in cloud environments. Account-level S3 Block Public Access acts as a guardrail by overriding any attempt to grant public permissions through bucket policies or ACLs. This eliminates the need to manage security settings on a per-bucket or per-object basis, thereby reducing administrative complexity and human error.
Configuring Block Public Access at the object level, as in option B, requires continuous monitoring and manual configuration, which increases operational overhead. Disabling ACLs alone, as described in option C, does not fully prevent public access because bucket policies can still allow public permissions. Using AWS PrivateLink, as in option D, controls network access but does not protect against public exposure through misconfigured S3 policies.
AWS security best practices explicitly recommend enabling S3 Block Public Access at the account level as the primary mechanism for preventing unintended public data exposure with minimal management effort.
Referenced AWS Specialty Documents:
AWS Certified Security – Specialty Official Study Guide Amazon S3 Security Best Practices Documentation Amazon S3 Block Public Access Overview
AWS Well-Architected Framework – Security Pillar

Question: 2
A company’s developers are using AWS Lambda function URLs to invoke functions directly. The company must ensure that developers cannot configure or deploy unauthenticated functions in production accounts. The company wants to meet this requirement by using AWS Organizations. The solution must not require additional work for the developers.
Which solution will meet these requirements?

A. Require the developers to configure all function URLs to support cross-origin resource sharing (CORS) when the functions are called from a different domain.
B. Use an AWS WAF delegated administrator account to view and block unauthenticated access to function URLs in production accounts, based on the OU of accounts that are using the functions.
C. Use SCPs to allow all lambda:CreateFunctionUrlConfig and lambda:UpdateFunctionUrlConfig actions that have a lambda:FunctionUrlAuthType condition key value of AWS_IAM.
D. Use SCPs to deny all lambda:CreateFunctionUrlConfig and lambda:UpdateFunctionUrlConfig actions that have a lambda:FunctionUrlAuthType condition key value of NONE.

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QUESTION 70
A security team has received an alert from Amazon GuardDuty that AWS CloudTrail logging has been disabled. The security team’s account has AWS Config, Amazon Inspector, Amazon Detective, and AWS Security Hub enabled. The security team wants to identify who disabled CloudTrail and what actions were performed while CloudTrail was disabled.
What should the security team do to obtain this information?

A. Use AWS Config to search for the CLOUD_TRAIL_ENABLED event. Use the configuration recorder to find all activity that occurred when CloudTrail was disabled.
B. Use Amazon Inspector to find the details of the CloudTrailLoggingDisabled event from GuardDuly, including the user name and all activity that occurred when CloudTrail was disabled.
C. Use Detective to find the details of the CloudTrailLoggingDisabled event from GuardDuty, including the user name and all activity that occurred when CloudTrail was disabled.
D. Use GuardDuty to find which user generated the CloudTrailLoggingDisabled event. Use Security Hub to find the trace of activity related to the event.

Answer: C
Explanation:
Findings detected by GuardDuty
GuardDuty uses your log data to uncover suspected instances of malicious or high-risk activity. Detective provides resources that help you investigate these findings.
For each finding, Detective provides the associated finding details. Detective also shows the entities, such as IP addresses and AWS accounts, that are connected to the finding.
You can then explore the activity for the involved entities to determine whether the detected activity from the finding is a genuine cause for concern.
https://docs.aws.amazon.com/detective/latest/userguide/investigation-phases-starts.html

QUESTION 71
A company has a requirement that none of its Amazon RDS resources can be publicly accessible. A security engineer needs to set up monitoring for this requirement and must receive a near-real-time notification if any RDS resource is noncompliant.
Which combination of steps should the security engineer take to meet these requirements? (Choose three.)

A. Configure RDS event notifications on each RDS resource. Target an AWS Lambda function that notifies AWS Config of a change to the RDS public access setting
B. Configure the rds-instance-public-access-check AWS Config managed rule to monitor the RDS resources.
C. Configure the Amazon EventBridge (Amazon CloudWatch Events) rule to target an Amazon Simple Notification Service (Amazon SNS) topic to provide a notification to the security engineer.
D. Configure RDS event notifications to post events to an Amazon Simple Queue Service (Amazon SQS) queue. Subscribe the SQS queue to an Amazon Simple Notification Service (Amazon SNS) topic to provide a notification to the security engineer.
E. Configure an Amazon EventBridge (Amazon CloudWatch Events) rule that is invoked by a compliance change event from the rds-instance-public-access-check rule.
F. Configure an Amazon EventBridge (Amazon CloudWatch Events) rule that is invoked when the AWS Lambda function notifies AWS Config of an RDS event change.

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QUESTION 241
A SysOps administrator is responsible for managing a company’s cloud infrastructure with AWS CloudFormation. The SysOps administrator needs to create a single resource that consists of multiple AWS services. The resource must support creation and deletion through the CloudFormation console.
Which CloudFormation resource type should the SysOps administrator create to meet these requirements?

A. AWS::EC2::Instance with a cfn-init helper script
B. AWS::OpsWorks::Instance
C. AWS::SSM::Document
D. Custom::MyCustomType

Answer: D
Explanation:
Custom resources enable you to write custom provisioning logic in templates that AWS CloudFormation runs anytime you create, update (if you changed the custom resource), or delete stacks. For example, you might want to include resources that aren’t available as AWS CloudFormation resource types. You can include those resources by using custom resources. That way you can still manage all your related resources in a single stack.
https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/template-custom-resources.html

QUESTION 242
A company is implementing security and compliance by using AWS Trusted Advisor. The company’s SysOps team is validating the list of Trusted Advisor checks that it can access.
Which factor will affect the quantity of available Trusted Advisor checks?

A. Whether at least one Amazon EC2 instance is in the running state
B. The AWS Support plan
C. An AWS Organizations service control policy (SCP)
D. Whether the AWS account root user has multi-factor authentication (MFA) enabled

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QUESTION 175
A company is developing a new service that will be accessed using TCP on a static port. A solutions architect must ensure that the service is highly available, has redundancy across Availability Zones, and is accessible using the DNS name my.service.com, which is publicly accessible. The service must use fixed address assignments so other companies can add the addresses to their allow lists.
Assuming that resources are deployed in multiple Availability Zones in a single Region, which solution will meet these requirements?

A. Create Amazon EC2 instances with an Elastic IP address for each instance. Create a Network Load Balancer (NLB) and expose the static TCP port. Register EC2 instances with the NLB. Create a new name server record set named my.service.com, and assign the Elastic IP addresses of the EC2 instances to the record set. Provide the Elastic IP addresses of the EC2 instances to the other companies to add to their allow lists.
B. Create an Amazon ECS cluster and a service definition for the application. Create and assign public IP addresses for the ECS cluster. Create a Network Load Balancer (NLB) and expose the TCP port. Create a target group and assign the ECS cluster name to the NLB. Create a new A record set named my.service.com, and assign the public IP addresses of the ECS cluster to the record set. Provide the public IP addresses of the ECS cluster to the other companies to add to their allow lists.
C. Create Amazon EC2 instances for the service. Create one Elastic IP address for each Availability Zone. Create a Network Load Balancer (NLB) and expose the assigned TCP port. Assign the Elastic IP addresses to the NLB for each Availability Zone. Create a target group and register the EC2 instances with the NLB. Create a new A (alias) record set named my.service.com, and assign the NLB DNS name to the record set.
D. Create an Amazon ECS cluster and a service definition for the application. Create and assign public IP address for each host in the cluster. Create an Application Load Balancer (ALB) and expose the static TCP port. Create a target group and assign the ECS service definition name to the ALB. Create a new CNAME record set and associate the public IP addresses to the record set. Provide the Elastic IP addresses of the Amazon EC2 instances to the other companies to add to their allow lists.

Answer: C
Explanation:
NLB with one Elastic IP per AZ to handle TCP traffic. Alias record set named my.service.com.
https://docs.aws.amazon.com/Route53/latest/DeveloperGuide/routing-to-elb-load-balancer.html
https://docs.aws.amazon.com/Route53/latest/DeveloperGuide/routing-to-elb-load-balancer.html

QUESTION 176
A company is running multiple workloads in the AWS Cloud. The company has separate units for software development. The company uses AWS Organizations and federation with SAML to give permissions to developers lo manage resources m their AWS accounts. The development units each deploy their production workloads into a common production account.
Recently, an incident occurred in the production account in which members of a development unit terminated an EC2 instance that belonged to a different development unit.
A solutions architect must create u solution that prevents a similar incident from happening in the future.
The solution also must allow developers the possibility to manage the instances used for their workloads.
Which strategy will meet these requirements?

A. Create separate OUs in AWS Organizations for each development unit.
Assign the created OUs to the company AWS accounts.
Create separate SCPs with a deny action and a StringNotEquals condition for the DevelopmentUnit resource tag that matches the development unit name.
Assign the SCP to the corresponding OU.
B. Pass an attribute for DevelopmentUnit as an AWS Security Token Service (AWS STS) session tag during SAML federation.
Update the AM policy for the developers’assumed IAM role with a deny action and a StringNotEquals condition for the DevelopmentUnit resource lag and aws:PrincipalTag/’DevelopmentUnit.
C. Pass an attribute for DevelopmentUnit as an AWS Security Token Service (AWS STS) session tag curing SAML federation.
Create an SCP with an allow action and a StringEquals condition for the DevelopmentUnit resource tag and aws:PrincipalTag/DevelopmentUnit.
Assign the SCP to the root OU.
D. Create separate IAM policies for each development unit.
For every IAM policy, add an allow action and a StringEquals condition for the DevelopmentUnit resource tag and the development unit name.
During SAML federation, use AWS Security Token Service (AWS STS) to assign the IAN’ policy and match the development unit name to the assumed IAM role.

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QUESTION 976
A company uses Amazon S3 to host its static website. The company wants to add a contact form to the webpage. The contact form will have dynamic server-side components for users to input their name, email address, phone number, and user message.
The company expects fewer than 100 site visits each month. The contact form must notify the company by email when a customer fills out the form.
Which solution will meet these requirements MOST cost-effectively?

A. Host the dynamic contact form in Amazon Elastic Container Service (Amazon ECS). Set up Amazon Simple Email Service (Amazon SES) to connect to a third-party email provider.
B. Create an Amazon API Gateway endpoint that returns the contact form from an AWS Lambda function. Configure another Lambda function on the API Gateway to publish a message to an Amazon Simple Notification Service (Amazon SNS) topic.
C. Host the website by using AWS Amplify Hosting for static content and dynamic content. Use server-side scripting to build the contact form. Configure Amazon Simple Queue Service (Amazon SQS) to deliver the message to the company.
D. Migrate the website from Amazon S3 to Amazon EC2 instances that run Windows Server. Use Internet Information Services (IIS) for Windows Server to host the webpage. Use client-side scripting to build the contact form. Integrate the form with Amazon WorkMail.

Answer: B
Explanation:
Using API Gateway and Lambda enables serverless handling of form submissions with minimal cost and infrastructure. When coupled with Amazon SNS, it allows instant email notifications without running servers, making it ideal for low-traffic workloads.

QUESTION 977
A company creates dedicated AWS accounts in AWS Organizations for its business units. Recently, an important notification was sent to the root user email address of a business unit account instead of the assigned account owner. The company wants to ensure that all future notifications can be sent to different employees based on the notification categories of billing, operations, or security.
Which solution will meet these requirements MOST securely?

A. Configure each AWS account to use a single email address that the company manages. Ensure that all account owners can access the email account to receive notifications. Configure alternate contacts for each AWS account with corresponding distribution lists for the billing team, the security team, and the operations team for each business unit.
B. Configure each AWS account to use a different email distribution list for each business unit that the company manages. Configure each distribution list with administrator email addresses that can respond to alerts. Configure alternate contacts for each AWS account with corresponding distribution lists for the billing team, the security team, and the operations team for each business unit.
C. Configure each AWS account root user email address to be the individual company managed email address of one person from each business unit. Configure alternate contacts for each AWS account with corresponding distribution lists for the billing team, the security team, and the operations team for each business unit.
D. Configure each AWS account root user to use email aliases that go to a centralized mailbox. Configure alternate contacts for each account by using a single business managed email distribution list each for the billing team, the security team, and the operations team.

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QUESTION 78
A company is planning to use Amazon SageMaker to make classification ratings that are based on images. The company has 6 衣 of training data that is stored on an Amazon FSx for NetApp ONTAP system virtual machine (SVM). The SVM is in the same VPC as SageMaker.
An ML engineer must make the training data accessible for ML models that are in the SageMaker environment.
Which solution will meet these requirements?

A. Mount the FSx for ONTAP file system as a volume to the SageMaker Instance.
B. Create an Amazon S3 bucket. Use Mountpoint for Amazon S3 to link the S3 bucket to the FSx for ONTAP file system.
C. Create a catalog connection from SageMaker Data Wrangler to the FSx for ONTAP file system.
D. Create a direct connection from SageMaker Data Wrangler to the FSx for ONTAP file system.

Answer: A

QUESTION 79
A company regularly receives new training data from the vendor of an ML model. The vendor delivers cleaned and prepared data to the company’s Amazon S3 bucket every 3-4 days.
The company has an Amazon SageMaker pipeline to retrain the model. An ML engineer needs to implement a solution to run the pipeline when new data is uploaded to the S3 bucket.
Which solution will meet these requirements with the LEAST operational effort?

A. Create an S3 Lifecycle rule to transfer the data to the SageMaker training instance and to initiate training.
B. Create an AWS Lambda function that scans the S3 bucket. Program the Lambda function to initiate the pipeline when new data is uploaded.
C. Create an Amazon EventBridge rule that has an event pattern that matches the S3 upload. Configure the pipeline as the target of the rule.
D. Use Amazon Managed Workflows for Apache Airflow (Amazon MWAA) to orchestrate the pipeline when new data is uploaded.

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QUESTION 259
An ecommerce company is collecting structured data and unstructured data from its website, mobile apps, and IoT devices. The data is stored in several databases and Amazon S3 buckets. The company is implementing a scalable repository to store structured data and unstructured data. The company must implement a solution that provides a central data catalog, self-service access to the data, and granular data access policies and encryption to protect the data.
Which combination of actions will meet these requirements with the LEAST amount of setup? (Choose three.)

A. Identify the existing data in the databases and S3 buckets. Link the data to AWS Lake Formation.
B. Identify the existing data in the databases and S3 buckets. Link the data to AWS Glue.
C. Run AWS Glue crawlers on the linked data sources to create a central data catalog.
D. Apply granular access policies by using AWS Identity and Access Management (IAM). Configure server-side encryption on each data source.
E. Apply granular access policies and encryption by using AWS Lake Formation.
F. Apply granular access policies and encryption by using AWS Glue.

Answer: ACE
Explanation:
https://docs.aws.amazon.com/lake-formation/latest/dg/what-is-lake-formation.html

QUESTION 260
A machine learning (ML) specialist is developing a deep learning sentiment analysis model that is based on data from movie reviews. After the ML specialist trains the model and reviews the model results on the validation set, the ML specialist discovers that the model is overfitting.
Which solutions will MOST improve the model generalization and reduce overfitting? (Choose three.)

A. Shuffle the dataset with a different seed.
B. Decrease the learning rate.
C. Increase the number of layers in the network.
D. Add L1 regularization and L2 regularization.
E. Add dropout.
F. Decrease the number of layers in the network.

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QUESTION 440
A developer is building a microservice that uses AWS Lambda to process messages from an Amazon Simple Queue Service (Amazon SQS) standard queue. The Lambda function calls external APIs to enrich the SQS message data before loading the data into an Amazon Redshift data warehouse. The SQS queue must handle a maximum of 1,000 messages per second.
During initial testing, the Lambda function repeatedly inserted duplicate data into the Amazon Redshift table. The duplicate data led to a problem with data analysis. All duplicate messages were submitted to the queue within 1 minute of each other.
How should the developer resolve this issue?

A. Create an SQS FIFO queue. Enable message deduplication on the SQS FIFO queue.
B. Reduce the maximum Lambda concurrency that the SQS queue can invoke.
C. Use Lambda’s temporary storage to keep track of processed message identifiers
D. Configure a message group ID for every sent message. Enable message deduplication on the SQS standard queue.

Answer: A

QUESTION 441
A company has an application that uses an Amazon API Gateway API to invoke an AWS Lambda function. The application is latency sensitive.
A developer needs to configure the Lambda function to reduce the cold start time that is associated with default scaling.
What should the developer do to meet these requirements?

A. Publish a new version of the Lambda function. Configure provisioned concurrency. Set the provisioned concurrency limit to meet the company requirements.
B. Increase the Lambda function’s memory to the maximum amount. Increase the Lambda function’s reserved concurrency limit.
C. Increase the reserved concurrency of the Lambda function to a number that matches the current production load.
D. Use Service Quotas to request an increase in the Lambda function’s concurrency limit for the AWS account where the function is deployed.

Answer: A

QUESTION 442
A developer is deploying an application on Amazon EC2 instances that run in Account A. The application needs to read data from an existing Amazon Kinesis data stream in Account B.
Which actions should the developer take to provide the application with access to the stream? (Choose two.)

A. Update the instance profile role in Account A with stream read permissions.
B. Create an IAM role with stream read permissions in Account B.
C. Add a trust policy to the instance profile role and IAM role in Account B to allow the instance profile role to assume the IAM role.
D. Add a trust policy to the instance profile role and IAM role in Account B to allow reads from the stream.
E. Add a resource-based policy in Account B to allow read access from the instance profile role.

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QUESTION 340
A company uses Amazon Redshift as its data warehouse solution. The company wants to create a dashboard to view changes to the Redshift users and the queries the users perform.
Which combination of steps will meet this requirement? (Choose two.)

A. Create an Amazon CloudWatch log group. Create an AWS CloudTrail trail that writes to the CloudWatch log group.
B. Create a new Amazon S3 bucket. Configure default audit logging on the Redshift cluster. Configure the S3 bucket as the target.
C. Configure the Redshift cluster database audit logging to include user activity logs. Configure Amazon CloudWatch as the target.
D. Create an Amazon CloudWatch dashboard that has a log widget. Configure the widget to display user details from the Redshift logs.
E. Create an AWS Lambda function that uses Amazon Athena to query the Redshift logs. Create an Amazon CloudWatch dashboard that has a custom widget type that uses the Lambda function.

Answer: BC
Explanation:
Amazon Redshift audit logging allows you to capture information about the activities performed on the database, including changes to users and the queries executed. By enabling default audit logging and specifying an S3 bucket as the target, you can store the logs in a centralized location. This step ensures that user activity and database changes are captured.
Redshift’s database audit logging can include user activity logs, which track the SQL queries performed by users and the changes they make. By configuring these logs and sending them to Amazon CloudWatch, you can monitor user activity in real time, making it easier to integrate with a monitoring and alerting dashboard.
By enabling audit logging for Amazon Redshift and sending the logs to S3 and CloudWatch, you can track changes to Redshift users and queries effectively and integrate the data into a dashboard for monitoring purposes.

QUESTION 341
A company uses an organization in AWS Organizations to manage its 500 AWS accounts. The organization has all features enabled. The AWS accounts are in a single OU. The developers need to use the CostCenter tag key for all resources in the organization’s member accounts. Some teams do not use the CostCenter tag key to tag their Amazon EC2 instances.
The cloud team wrote a script that scans all EC2 instances in the organization’s member accounts. If the EC2 instances do not have a CostCenter tag key, the script will notify AWS account administrators. To avoid this notification, some developers use the CostCenter tag key with an arbitrary string in the tag value.
The cloud team needs to ensure that all EC2 instances in the organization use a CostCenter tag key with the appropriate cost center value.
Which solution will meet these requirements?

A. Create an SCP that prevents the creation of EC2 instances without the CostCenter tag key. Create a tag policy that requires the CostCenter tag to be values from a known list of cost centers for all EC2 instances. Attach the policy to the OU. Update the script to scan the tag keys and tag values.
Modify the script to update noncompliant resources with a default approved tag value for the CostCenter tag key.
B. Create an SCP that prevents the creation of EC2 instances without the CostCenter tag key. Attach the policy to the OU. Update the script to scan the tag keys and tag values and notify the administrators when the tag values are not valid.
C. Create an SCP that prevents the creation of EC2 instances without the CostCenter tag key. Attach the policy to the OU. Create an IAM permission boundary in the organization’s member accounts that restricts the CostCenter tag values to a list of valid cost centers.
D. Create a tag policy that requires the CostCenter tag to be values from a known list of cost centers for all EC2 instances. Attach the policy to the OU.
Configure an AWS Lambda function that adds an empty CostCenter tag key to an EC2 instance. Create an Amazon EventBridge rule that matches events to the RunInstances API action with the Lambda function as the target.

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QUESTION 316
Which AWS service or resource can provide discounts on some AWS service costs in exchange for a spending commitment?

A. Amazon Detective
B. AWS Pricing Calculator
C. Savings Plans
D. Basic Support

Answer: C
Explanation:
Savings Plans offer significant savings over On-Demand Instances, in exchange for a commitment to use a specific amount of compute power for a one or three-year period.
https://docs.aws.amazon.com/whitepapers/latest/cost-optimization-reservation-models/savings-plans.html

QUESTION 317
Which of the following are pillars of the AWS Well-Architected Framework? (Choose two.)

A. High availability
B. Performance efficiency
C. Cost optimization
D. Going global in minutes
E. Continuous development

Answer: B
Explanation:
Performance efficiency and Cost optimization are the pillars of the Framework from the choose.

QUESTION 318
A company wants to use Amazon EC2 instances to provide a static website to users all over the world. The company needs to minimize latency for the users.
Which solution meets these requirements?

A. Use EC2 instances in multiple edge locations.
B. Use EC2 instances in the same Availability Zone but in different AWS Regions.
C. Use Amazon CloudFront with the EC2 instances configured as the source.
D. Use EC2 instances in the same Availability Zone but in different AWS accounts.

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QUESTION 105
A company has a data warehouse that contains a table that is named Sales. The company stores the table in Amazon Redshift. The table includes a column that is named city_name. The company wants to query the table to find all rows that have a city_name that starts with “San” or “El”.
Which SQL query will meet this requirement?

A. Select * from Sales where city_name ~ ‘$(San|El)*’;
B. Select * from Sales where city_name ~ ‘^(San|El)*’;
C. Select * from Sales where city_name ~’$(San&El)*’;
D. Select * from Sales where city_name ~ ‘^(San&El)*’;

Answer: B
Explanation:
This query uses a regular expression pattern with the ~ operator. The caret ^ at the beginning of the pattern indicates that the match must start at the beginning of the string. (San|El) matches either “San” or “El”, and * means zero or more of the preceding element. So this query will return all rows where city_name starts with either “San” or “El”.

QUESTION 106
A company needs to send customer call data from its on-premises PostgreSQL database to AWS to generate near real-time insights. The solution must capture and load updates from operational data stores that run in the PostgreSQL database. The data changes continuously.
A data engineer configures an AWS Database Migration Service (AWS DMS) ongoing replication task. The task reads changes in near real time from the PostgreSQL source database transaction logs for each table. The task then sends the data to an Amazon Redshift cluster for processing.
The data engineer discovers latency issues during the change data capture (CDC) of the task. The data engineer thinks that the PostgreSQL source database is causing the high latency.
Which solution will confirm that the PostgreSQL database is the source of the high latency?

A. Use Amazon CloudWatch to monitor the DMS task. Examine the CDCIncomingChanges metric to identify delays in the CDC from the source database.
B. Verify that logical replication of the source database is configured in the postgresql.conf configuration file.
C. Enable Amazon CloudWatch Logs for the DMS endpoint of the source database. Check for error messages.
D. Use Amazon CloudWatch to monitor the DMS task. Examine the CDCLatencySource metric to identify delays in the CDC from the source database.

Answer: D
Explanation:
https://docs.aws.amazon.com/dms/latest/userguide/CHAP_Troubleshooting_Latency.html
A high CDCLatencySource metric indicates that the process of capturing changes from the source is delayed.

QUESTION 107
A lab uses IoT sensors to monitor humidity, temperature, and pressure for a project. The sensors send 100 KB of data every 10 seconds. A downstream process will read the data from an Amazon S3 bucket every 30 seconds.
Which solution will deliver the data to the S3 bucket with the LEAST latency?

A. Use Amazon Kinesis Data Streams and Amazon Kinesis Data Firehose to deliver the data to the S3 bucket. Use the default buffer interval for Kinesis Data Firehose.
B. Use Amazon Kinesis Data Streams to deliver the data to the S3 bucket. Configure the stream to use 5 provisioned shards.
C. Use Amazon Kinesis Data Streams and call the Kinesis Client Library to deliver the data to the S3 bucket. Use a 5 second buffer interval from an application.
D. Use Amazon Managed Service for Apache Flink (previously known as Amazon Kinesis Data Analytics) and Amazon Kinesis Data Firehose to deliver the data to the S3 bucket. Use a 5 second buffer interval for Kinesis Data Firehose.

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QUESTION 121
An AI practitioner wants to predict the classification of flowers based on petal length, petal width, sepal length, and sepal width.
Which algorithm meets these requirements?

A. K-nearest neighbors (k-NN)
B. K-mean
C. Autoregressive Integrated Moving Average (ARIMA)
D. Linear regression

Answer: A

QUESTION 122
A company is using custom models in Amazon Bedrock for a generative AI application. The company wants to use a company managed encryption key to encrypt the model artifacts that the model customization jobs create.
Which AWS service meets these requirements?

A. AWS Key Management Service (AWS KMS)
B. Amazon Inspector
C. Amazon Macie
D. AWS Secrets Manager

Answer: A

QUESTION 123
A company wants to use large language models (LLMs) to produce code from natural language code comments.
Which LLM feature meets these requirements?

A. Text summarization
B. Text generation
C. Text completion
D. Text classification

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QUESTION 143
A company has set up hybrid connectivity between its VPCs and its on-premises data center. The company has the on-premises.example.com subdomain configured at its DNS server in the on-premises data center. The company is using the aws.example.com subdomain for workloads that run on AWS across different VPCs and accounts. Resources in both environments can access each other by using IP addresses. The company wants workloads in the VPCs to be able to access resources on premises by using the on-premises.example.com DNS names.
Which solution will meet these requirements with MINIMUM management of resources?

A. Create an Amazon Route 53 Resolver outbound endpoint. Configure a Resolver rule that conditionally forwards DNS queries for on-premises.example.com to the on-premises DNS server. Associate the rule with the VPCs.
B. Create an Amazon Route 53 Resolver inbound endpoint and a Resolver outbound endpoint. Configure a Resolver rule that conditionally forwards DNS queries for on-premises.example.com to the on-premises DNS server. Associate the rule with the VPCs.
C. Launch an Amazon EC2 instance. Install and configure BIND software to conditionally forward DNS queries for on-premises.example.com to the on-premises DNS server. Configure the EC2 instance’s IP address as a custom DNS server in each VPC.
D. Launch an Amazon EC2 instance in each VPC. Install and configure BIND software to conditionally forward DNS queries for on-premises.example.com to the on-premises DNS server. Configure the EC2 instance’s IP address as a custom DNS server in each VPC.

Answer: A
Explanation:
We need an outbound endpoint because we want to resolve it with an on-premises DNS query.

QUESTION 144
A company is in the early stage of AWS Cloud adoption. The company has an application that is running in an on-premises data center in Asia. The company needs to deploy new applications in the us-east-1 Region. The applications in the cloud need connectivity to the on-premises data center.
The company needs to set up a communication channel between AWS and the data center. The solution must improve latency, minimize the possibility of performance impact from transcontinental routing over the public internet, and encrypt data in transit.
Which solution will meet these requirements in the LEAST amount of time?

A. Create an AWS Site-to-Site VPN connection with acceleration turned on. Create a virtual private gateway. Attach the Site-to-Site VPN connection to the virtual private gateway. Attach the virtual private gateway to the VPC where the applications will be deployed.
B. Create an AWS Site-to-Site VPN connection with acceleration turned on. Create a transit gateway. Attach the Site-to-Site VPN connection to the transit gateway. Create a transit gateway attachment to the VPC where the applications will be deployed.
C. Create an AWS Direct Connect connection. Create a virtual private gateway. Create a public VIF and a private VIF that use the virtual private gateway. Create an AWS Site-to-Site VPN connection over the public VIF.
D. Create an AWS Site-to-Site VPN connection with acceleration turned off. Create a transit gateway. Attach the Site-to-Site VPN connection to the transit gateway. Create a transit gateway attachment to the VPC where the applications will be deployed.

Answer: B
Explanation:
Acceleration is only supported for Site-to-Site VPN connections that are attached to a transit gateway. Virtual private gateways do not support accelerated VPN connections.
https://docs.aws.amazon.com/vpn/latest/s2svpn/accelerated-vpn.html

QUESTION 145
A company is moving its record-keeping application to the AWS Cloud. All traffic between the company’s on-premises data center and AWS must be encrypted at all times and at every transit device during the migration.
The application will reside across multiple Availability Zones in a single AWS Region. The application will use existing 10 Gbps AWS Direct Connect dedicated connections with a MACsec capable port. A network engineer must ensure that the Direct Connect connection is secured accordingly at every transit device.
The network engineer creates a Connection Key Name and Connectivity Association Key (CKN/CAK) pair for the MACsec secret key.
Which combination of additional steps should the network engineer take to meet the requirements? (Choose two.)

A. Configure the on-premises router with the MACsec secret key.
B. Update the connection’s MACsec encryption mode to must_encrypt. Then associate the CKN/CAK pair with the connection.
C. Update the connection’s MACsec encryption mode to should encrypt. Then associate the CKN/CAK pair with the connection.
D. Associate the CKN/CAK pair with the connection. Then update the connection’s MACsec encryption mode to must_encrypt.
E. Associate the CKN/CAK pair with the connection. Then update the connection’s MACsec encryption mode to should_encrypt.

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QUESTION 1
A medical research company uses an Amazon Bedrock powered AI assistant with agents and knowledge bases to provide physicians quick access to medical study protocols. The company needs to generate audit reports that contain user identities, usage data for Bedrock agents, access data for knowledge bases, and interaction parameters.
Which solution will meet these requirements?

A. Use AWS CloudTrail to log API events from generative AI workloads. Store the events in CloudTrail Lake. Use SQL-like queries to generate reports.
B. Use Amazon CloudWatch to capture generative AI application logs. Stream the logs to Amazon OpenSearch Service. Use an OpenSearch dashboard visualization to generate reports.
C. Use Amazon CloudWatch to log API events from generative AI workloads. Send the events to an Amazon S3 bucket. Use Amazon Athena queries to generate reports.
D. Use AWS CloudTrail to capture generative AI application logs. Stream the logs to Amazon Managed Service for Apache Flink. Use SQL queries to generate reports.

Answer: A
Explanation:
As per AWS Cloud Operations, Bedrock, and Governance documentation, AWS CloudTrail is the authoritative service for capturing API activity and audit trails across AWS accounts. For Amazon Bedrock, CloudTrail records all user-initiated API calls, including interactions with agents, knowledge bases, and generative AI model parameters.
Using CloudTrail Lake, organizations can store, query, and analyze CloudTrail events directly without needing to export data. CloudTrail Lake supports SQL-like queries for generating audit and compliance reports, enabling the company to retrieve information such as user identity, API usage, timestamp, model or agent ID, and invocation parameters.
In contrast, CloudWatch focuses on operational metrics and log streaming, not API-level identity data. OpenSearch or Flink would add unnecessary complexity and cost for this use case.
Thus, the AWS-recommended CloudOps best practice is to leverage CloudTrail with CloudTrail Lake to maintain auditable, queryable API activity for Bedrock workloads, fulfilling governance and compliance requirements.

QUESTION 2
A company needs to enforce tagging requirements for Amazon DynamoDB tables in its AWS accounts. A CloudOps engineer must implement a solution to identify and remediate all DynamoDB tables that do not have the appropriate tags.
Which solution will meet these requirements with the LEAST operational overhead?

A. Create a custom AWS Lambda function to evaluate and remediate all DynamoDB tables. Create an Amazon EventBridge scheduled rule to invoke the Lambda function.
B. Create a custom AWS Lambda function to evaluate and remediate all DynamoDB tables. Create an AWS Config custom rule to invoke the Lambda function.
C. Use the required-tags AWS Config managed rule to evaluate all DynamoDB tables for the appropriate tags. Configure an automatic remediation action that uses an AWS Systems Manager Automation custom runbook.
D. Create an Amazon EventBridge managed rule to evaluate all DynamoDB tables for the appropriate tags. Configure the EventBridge rule to run an AWS Systems Manager Automation custom runbook for remediation.

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QUESTION 343
A developer is storing many objects in a single Amazon S3 bucket. The developer needs to optimize the S3 bucket for high request rates.
How should the developer store the objects to meet this requirement?

A. Store the objects by using S3 Intelligent-Tiering.
B. Store the objects at the root of the S3 bucket.
C. Store the objects by using object key names distributed across multiple prefixes.
D. Store each object with an object tag named “prefix” that contains a unique value.

Answer: C
Explanation:
https://docs.aws.amazon.com/AmazonS3/latest/userguide/optimizing-performance.html

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