EMT Practice Test

1. Question Content...


Question List

Question1: A finance company is running its business-critical application on current-generation Linux EC2 instances. The application includes a self-managed MySQL database performing heavy I/O operations. The application is working fine to handle a moderate amount of traffic during the month. However, it slows down during the final three days of each month due to month-end reporting, even though the company is using Elastic Load Balancers and Auto Scaling within its infrastructure to meet the increased demand.
Which of the following actions would allow the database to handle the month-end load with the LEAST impact on performance?

Question2: A Solutions Architect must design a highly available, stateless, REST service. The service will require multiple persistent storage layers for service object meta information and the delivery of content. Each request needs to be authenticated and securely processed. There is a requirement to keep costs as low as possible?
How can these requirements be met?

Question3: As a part of building large applications in the AWS Cloud, the Solutions Architect is required to implement the perimeter security protection. Applications running on AWS have the following endpoints:
* Application Load Balancer
* Amazon API Gateway regional endpoint
* Elastic IP address-based EC2 instances.
* Amazon S3 hosted websites.
* Classic Load Balancer
The Solutions Architect must design a solution to protect all of the listed web front ends and provide the following security capabilities:
* DDoS protection
* SQL injection protection
* IP address whitelist/blacklist
* HTTP flood protection
* Bad bot scraper protection
How should the Solutions Architect design the solution?

Question4: A solutions architect is designing a publicly accessible web application that is on an Amazon CloudFront distribution with an Amazon S3 website endpoint as the origin When the solution is deployed the website returns an Error 403: Access Denied message Which steps should the solutions architect take to correct the issue1? (Select TWO )

Question5: A company is planning to migrate an existing high performance computing (HPE) solution to the AWS Cloud.
The existing solution consists of a 12-node cluster running Linux with high speed interconnectivity developed on a single rack. A solution architect needs to optimize the performance of the HPE cluster.
Which combination of steps will meet these requirements? (Select TWO.)

Question6: A company is storing data on premises on a Windows file server. The company produces 5 GB of new data daily.
The company migrated part of its Windows-based workload to AWS and needs the data to be available on a file system in the cloud. The company already has established an AWS Direct Connect connection between the on-premises network and AWS.
Which data migration strategy should the company use?

Question7: A company has a requirement that only allows specially hardened AMIs to be launched into public subnets in a VPC, and for the AMIs to be associated with a specific security group. Allowing non-compliant instances to launch into the public subnet could present a significant security risk if they are allowed to operate.
A mapping of approved AMIs to subnets to security groups exists in an Amazon DynamoDB table in the same AWS account. The company created an AWS Lambda function that, when invoked, will terminate a given Amazon EC2 instance if the combination of AMI, subnet, and security group are not approved in the DynamoDB table.
What should the Solutions Architect do to MOST quickly mitigate the risk of compliance deviations?

Question8: A company has an application that sells tickets online and experiences bursts of demand even/ 7 days. The application has a stateless presentation layer running on Amazon EC2 an Oracle database to store unstructured data catalog information and a backend API layer. The front-end layer uses an Elastic Load Balancer to distribute the load across nine On-Demand instances over three Availability Zones (AZs). The Oracle database is running on a single EC2 instance The company is experiencing performance issues when running more than two concurrent campaigns. A solutions architect must design a solution that meets the following requirements
* Address scalability issues
* Increase the level of concurrency
* Eliminate licensing costs
* improve reliability
Which set of steps should the solutions architect take?

Question9: A company is using an existing orchestration tool to manage thousands of Amazon EC2 instances. A recent penetration test found a vulnerability in the company's software stack. This vulnerability has prompted the company to perform a full evaluation of its current production environment. The analysis determined that the following vulnerabilities exist within the environment
* Operating systems with outdated libraries and known vulnerabilities are being used in production
* Relational databases hosted and managed by the company are running unsupported versions with known vulnerabilities
* Data stored in databases is not encrypted
The solutions architect intends to use AWS Contig to continuously audit and assess the compliance ot the company's AWS resource configurations with the company's policies and guidelines What additional steps will enable the company to secure its environments and track resources while adhering to best practices?

Question10: A company has multiple AWS accounts hosting IT applications. An Amazon CloudWatch Logs agent is installed on all Amazon EC2 instances. The company wants to aggregate all security events in a centralized AWS account dedicated to log storage.
Security Administrators need to perform near-real-time gathering and correlating of events across multiple AWS accounts.
Which solution satisfies these requirements?

Question11: A company requires that all internal application connectivity use private IP addresses To facilitate this policy a solutions architect has created interface endpoints to connect to AWS public services Upon testing the solutions architect notices that the service names are resolving to public IP addresses and that internal services cannot connect to the interface endpoints Which step should the solutions architect take to resolve this issue?

Question12: A company is running a two-tier web-based application in an on-premises data center, The application user consists of a single server running a stateful application. The application connect to a PostSQL data use running on a separate server. the application's user base is expected to grow significantly, so the company is migrating the application and database to AWS. The solution will use Amazon Aurora PostgreSQL. Amazon EC2 Auto Scaling and Elastic Load Balancing.
Which solution will provide a consistent user experience that will allow the application and database tiers to scale?

Question13: A company wants to use Amazon WorkSpaces in combination with the client devices to replace aging desktops. Employees use the desktops to access applications that work with clinical trial data. Corporate security policy states that access to the applications must be restricted to only company branch office locations. The company is considering adding an additional branch in the next 6 months.
Which solution meets these requirements with the Most operational efficiency?

Question14: A development team has created a new flight tracker application that provides near-real-time data to users. The application has a front end that consists of an Applicate Load Balancer (ALB) in front of two large Amazon EC2 instances in a single Availability Zone. Data is stored in a single Amazon RDS MySQL DB instance. An Amazon Route 53 DNS record points to the ALB.
Management wants the development team to improve the solution to achieve maximum reliability with the least amount of operational overhead.
Which set of actions should the team take?

Question15: A company has a VPC with two domain controllers running Active Directory in the default configuration. The VPC DHCP options set is configured to use the IP addresses of the two domain controllers. There is a VPC interface endpoint defined; but instances within the VPC are not able to resolve the private endpoint addresses.
Which strategies would resolve this issue? (Select TWO)

Question16: A company is in the process of implementing AWS Organizations to constrain its developers to use only Amazon. EC2, and Amazon S3, and Amazon DynamoDB. The developers account resides in a dedicated organizational unit (OU). The Solution Architect has implemented the following SCP on the Developers account:

When this policy is deployed, IAM users in the Developers account are still to use AWS services that are not listed in the policy.
What should the Solution Architect do to eliminate the developers' ability to use services outside the scope of this policy?

Question17: A company needs to create and manage multiple AWS accounts for a number of departments from a central location. The security team requires read-only access to all accounts from its own AWS account. The company is using AWS Organizations and created an account for the security team.
How should a solutions architect meet these requirements?

Question18: A company has a Microsoft SOL Server database in its data center and plans to migrate data to Amazon Aurora MySQL. The company has already used Vie AWS Schema Conversion Tool to migrate triggers, stored procedures and other schema objects to Aurora MySQL The database contains 1 TB of data and grows toss than 1 M6 per day The company's data center is connected to AWS through a dedicated 1Gbps AWS Direct Connect connection.
The company would like to migrate data to Aurora MySQL and perform reconfigurations with minimal downtime to the applications.
Which solution meets the company's requirements?

Question19: A company has a complex web application that leverages Amazon CloudFront for global scalability and performance. Over time, Users report that the web application is slowing down.
The company's operations team reports that the CloudFront cache hit ratio has been dropping steadily. The cache metrics report indicates that query strings on some URLs are inconsistently ordered and are specified sometimes in mixed-case letters and sometimes in lowercase letters.
Which set of actions should the solutions architect take to increase the cache hit ratio as quickly as possible?

Question20: A company hosts a web application on AWS in the us-east-1 Region. The application server are distributed across three Availability Zones behind an Application Load Balancer. The database is hosted in MYSQL database on an Amazon EC2 instance. A solutions architect needs to design a cross-Region data recovery solution using AWS services with an RTO of less than 5 minutes and an RPO of less than 1 minute. The solutions architect is deploying application servers in us-west-2, and has configured Amazon Route 53 hearth checks and DNS failover to us-west-2.
Which additional step should the solutions architect take?

Question21: A company hosts a large on-premises MySQL database at its mam office that supports an issue tracking system used by employees around the world The company already uses AWS for some workloads and has created an Amazon Route 53 entry for the database endpoint that points to the on-premises database Management is concerned about the database being a single point of failure and wants a solutions architect to migrate the database to AWS without any data loss or downtime Which set of actions should the solutions architect implement?

Question22: A Solutions Architect is migrating a 10 TB PostgreSQL database to Amazon RDS for PostgreSQL. The company's internet link is 50 MB with a VPN in the Amazon VPC, and the Solutions Architect needs to migrate the data and synchronize the changes before the cutover. The cutover must take place within an 8-day period.
What is the LEAST complex method of migrating the database securely and reliably?

Question23: A Solutions Architect is building a containerized NET Core application that will run in AWS Fargate The backend of the application requires Microsoft SQL Server with high availability All tiers of the application must be highly available The credentials used for the connection string to SQL Server should not be stored on disk within the .NET Core front-end containers.
Which strategies should the Solutions Architect use to meet these requirements'?

Question24: A Solution Architect is designing a deployment strategy for an application tier and gas the following requirements.
* The application code will need a 500 HB static dataset to be present before application startup.
* The application tier be able to scale Up and down based on demand with as little startup time as possible.
* The development team should be able to update the code multiple times each day.
* Critical operating system (OS) patches must be installed within 48 hours of being released.
Which deployment strategy meets these requirements?

Question25: A company has an application written using an in-house software framework. The framework installation takes 30 minutes and is performed with a user data script. Company Developers deploy changes to the application frequently. The framework installation is becoming a bottleneck in this process.
Which of the following would speed up this process?

Question26: A bank is re-architecting its mainframe-based credit card approval processing application to a cloud-native application on the AWS cloud.
The new application will receive up to 1,000 requests per second at peak load. There are multiple steps to each transaction, and each step must receive the result of the previous step. The entire request must return an authorization response within less than 2 seconds with zero data loss. Every request must receive a response.
The solution must be Payment Card Industry Data Security Standard (PCI DSS)-compliant.
Which option will meet all of the bank's objectives with the LEAST complexity and LOWEST cost while also meeting compliance requirements?

Question27: A company has an on-premises monitoring solution using a PostgreSQL database for persistence of events.
The database is unable to scale due to heavy ingestion and it frequently runs out of storage.
The company wants to create a hybrid solution and has already set up a VPN connection between its network and AWS. The solution should include the following attributes:
*Managed AWS services to minimize operational complexity.
*A buffer that automatically scales to match the throughput of data and requires no ongoing administration.
*A visualization tool to create dashboards to observe events in near-real time.
*Support for semi-structured JSON data and dynamic schemas.
Which combination of components will enable the company to create a monitoring solution that will satisfy these requirements? (Select TWO.)

Question28: A company that tracks medical devices wants to migrate its existing storage solution to the AWS Cloud. The company equips all of its devices with sensors that collect location and usage information. The sensor data is sent tin unpredictable patterns with large spikes.
The data is stored in a MySQL database running on premises at each hospital. The company wants the cloud storage solution to scale with usage.
The company's analytics team uses the sensor data to calculate usage by device type and hospital. The learn needs to keep analysis tools running locally while fetching data from the cloud. The team also needs to use existing Java application and SQL queries with as few changes as possible.
How should a solutions architect meet these requirements while ensuring the sensor data is secure?

Question29: The following AWS Identity and Access Management (IAM) customer managed policy has been attached to an IAM user:

which statement describes the access that this policy provides to the user?

Question30: A company operates pipelines across North America and South America. The company assesses pipeline inspection gauges with imagery and ultrasonic sensor data to monitor the condition of its pipelines. The pipelines are in areas with intermittent or unavailable internet connectivity. The imager data at each site requires terabytes of storage each month. The company wants a solution to collect the data at each site in monthly intervals and to store the data with high durability. The imagery captured must be preprocessed and uploaded to a central location for persistent Storage.
Which actions should a solutions architect take to meet these requirements?

Question31: A company has a legacy application running on servers on premises. To increase the application's reliability, the company wants to gain actionable insights using application logs. A Solutions Architect has been given following requirements for the solution:
* Aggregate logs using AWS.
* Automate log analysis for errors.
* Notify the Operations team when errors go beyond a specified threshold.
What solution meets the requirements?

Question32: A company is planning to deploy a new business analytics application that requires 10.000 hours of compute time each month. The compute resources can have flexible availability, but must be as cost-effective as possible. The company will also provide a reporting service to distribute analytics reports, which needs to run at all times How should the solutions architect design a solution that meets these requirements?

Question33: A large global financial services company has multiple business units. The company wants to allow Developers to try new services, but there are multiple compliance requirements for different workloads. The Security team is concerned about the access strategy for on-premises and AWS implementations. They would like to enforce governance for AWS services used by business team for regulatory workloads, including Payment Card Industry (PCI) requirements.
Which solution will address the Security team's concerns and allow the Developers to try new services?

Question34: A company has several teams, and each team has their own Amazon RDS database that totals 100 TB The company is building a data query platform for Business Intelligence Analysts to generate a weekly business report The new system must run ad-hoc SQL queries What is the MOST cost-effective solution?

Question35: A financial company is building a system to generate monthly, immutable bank account statements for its users Statements are stored in Amazon S3 Users should have immediate access to their monthly statements for up to 2 years Some users access then statements frequently whereas others rarely access their statements. The company's security and compliance policy requires that the statements be retained for at least 7 years What is the MOST cost-effective solution to meet the company's needs?

Question36: A company has been using a third-party provider for its content delivery network and recently decided to switch to Amazon CloudFront the Development team wants to maximize performance for the global user base.
The company uses a content management system (CMS) that serves both static and dynamic content. The CMS is both md an Application Load Balancer (ALB) which is set as the default origin for the distribution.
Static assets are served from an Amazon S3 bucket. The Origin Access Identity (OAI) was created property d the S3 bucket policy has been updated to allow the GetObject action from the OAI, but static assets are receiving a 404 error Which combination of steps should the Solutions Architect take to fix the error? (Select TWO. )

Question37: An internal security audit of AWS resources within a company found that a number of Amazon EC2 instances running Microsoft Windows workloads were missing several important operating system-level patches. A Solutions Architect has been asked to fix existing patch deficiencies, and to develop a workflow to ensure that future patching requirements are identified and taken care of quickly. The Solutions Architect has decided to use AWS Systems Manager. It is important that EC2 instance reboots do not occur at the same time on all Windows workloads to meet organizational uptime requirements.
Which workflow will meet these requirements in an automated manner?

Question38: A media company has a 30-TB repository of digital news videos. These videos are stored on tape in an on-premises tape library and referenced by a Media Asset Management (MAM) system. The company wants to enrich the metadata for these videos in an automated fashion and put them into a searchable catalog by using a MAM feature. The company must be able to search based on information in the video, such as objects, scenery items, or people's faces. A catalog is available that contains faces of people who have appeared in the videos that include an image of each person. The company would like to migrate these videos to AWS.
The company has a high-speed AWS Direct Connect connection with AWS and would like to move the MAM solution video content directly from its current file system.
How can these requirements be met by using the LEAST amount of ongoing management overhead and causing MINIMAL disruption to the existing system?

Question39: A solutions architect has been assigned to migrate a 50 TB Oracle data warehouse that contains sales data from on-premises to Amazon Redshift Major updates to the sales data occur on the final calendar day of the month. For the remainder of the month the data warehouse only receives minor daily updates and is primarily used for reading and reporting Because of this the migration process must start on the first day of the month and must be complete before the next set of updates occur. This provides approximately 30 days to complete the migration and ensure that the minor daily changes have been synchronized with the Amazon Redshift data warehouse Because the migration cannot impact normal business network operations the bandwidth allocated to the migration for moving data over the internet is 50 Mbps. The company wants to keep data migration costs low Which steps will allow the solutions architect to perform the migration within the specified timeline?

Question40: A Solutions Architect is redesigning an image-viewing and messaging platform to be delivered as SaaS.
Currently, there is a farm of virtual desktop infrastructure (VDI) that runs a desktop image-viewing application and a desktop messaging application. Both applications use a shared database to manage user accounts and sharing. Users log in from a web portal that launches the applications and streams the view of the application on the user's machine. The Development Operations team wants to move away from using VDI and wants to rewrite the application.
What is the MOST cost-effective architecture that offers both security and ease of management?

Question41: A Development team is deploying new APIs as serverless applications within a company. The team is currently using the AWS Management Console to provision Amazon API Gateway, AWS Lambda, and Amazon DynamoDB resources. A Solutions Architect has been tasked with automating the future deployments of these serverless APIs.
How can this be accomplished?

Question42: A retail company processes point-of-state data on application servers in its data center and writes outputs to Amazon DynamoDB table. The data center is connected to the company's VPC with an AWS Direct Connect (DX) connection, and the application servers require a consistent network connection at speed greater than 2 Gbps.
The company decides that the DynamoDB table needs to be highly available and fault tolerant. The company policy states that the data should be available across two regions.
What changes should the company make to meet these requirements?

Question43: A large company experienced a drastic increase in its monthly AWS spend. This is after Developers accidentally launched Amazon EC2 instances in unexpected regions. The company has established practices around least privileges for Developers and controls access to on-premises resources using Active Directory groups. The company now wants to control costs by restricting the level of access that Developers have to the AWS Management Console without impacting their productivity. The company would also like to allow Developers to launch Amazon EC2 in only one region, without limiting access to other services in any region.
How can this company achieve these new security requirements while minimizing the administrative burden on the Operations team?

Question44: A company has a media metadata extraction pipeline running on AWS. Notifications containing a reference to a file m Amazon S3 are sent to an Amazon Simple Notification Service (Amazon SNS) topic The pipeline consists of a number of AWS Lambda functions that are subscribed to the SNS topic The Lambda functions extract the S3 file and write metadata to an Amazon RDS PostgreSQL DB instance Users report that updates to the metadata are sometimes slow to appear 01 are lost During these times, the CPU utilization on the database is high and the number of failed Lambda invocations increases Which combination of actions should a solutions architect take to help resolve this issue? (Select TWO)

Question45: A utility company wants to collect usage data every 5 minutes from its smart meters to facilitate time-of-use metering When a meter sends data to AWS the data is sent to Amazon API Gateway, processed by an AWS Lambda function and stored in an Amazon DynamoDB table During the pilot phase, the Lambda functions took from 3 to 5 seconds to complete As more smart meters are deployed, the Engineers notice the Lambda functions are taking from 1 to 2 minutes to complete The functions are also increasing in duration as new types of metrics are collected from the devices There are many ProvisionedThroughputExceededException errors while performing PUT operations on DynamoDB and there are also many TooMany Requests Exception errors from Lambda.
Which combination of changes will resolve these issues? (Select TWO )

Question46: A company runs a Windows Server host in a public subnet that is configured to allow a team of administrators to connect over RDP to troubleshoot issues with hosts in a private subnet. The host must be available at all times outside of a scheduled maintenance window, and needs to receive the latest operating system updates within 3 days of release.
What should be done to manage the host with the LEAST amount of administrative effort?

Question47: A company is running an email application across multiple AWS Regions. The company uses Ohio (us-east-2) as the primary Region and Northern Virginia (us-east-1) as the Disaster Recovery (DR) Region. The data is continuously replicated from the primary Region to the DR Region by a single instance on the public subnet in both Regions. The replication messages between the Regions have a significant backlog during certain times of the day. The backlog clears on its own after a short time, but it affects the application's RPO.
Which of the following solutions should help remediate this performance problem? (Select TWO)

Question48: A company would like to implement a serverless application by using Amazon API Gateway, AWS Lambda and Amazon DynamoDB. They deployed a proof of concept and stated that the average response time is greater than what their upstream services can accept Amazon CloudWatch metrics did not indicate any issues with DynamoDB but showed that some Lambda functions were hitting their timeout.
Which of the following actions should the Solutions Architect consider to improve performance? (Choose two.)

Question49: A company built an application based on AWS Lambda deployed in an AWS Cloud Formation stack The last production release of the web application introduced an issue that resulted in an outage lasting several minutes A solutions architect must adjust the deployment process to support a canary release Which solution will meet these requirements?

Question50: A company has an application that sends newsletters through email to users The application runs on two Amazon EC2 instances in a VPC The first EC2 instance contains the email application that sends email directly to users The second EC2 instance contains a MySQL database that is heavily dependent upon relational data Each EC2 instance is controlled by its own Auto Scaling group with a minimum and maximum of one instance Management wants improved application reliability and support for personalized email Which set of steps should a solutions architect take to meet these requirements?

Question51: A company that provides wireless services needs a solution to store and analyze log files about user activities.
Currently, log files are delivered daily to Amazon Linux on Amazon EC2 instance. A batch script is run once a day to aggregate data used for analysis by a third-party tool. The data pushed to the third-party tool is used to generate a visualization for end users. The batch script is cumbersome to maintain, and it takes several hours to deliver the ever-increasing data volumes to the third-party tool. The company wants to lower costs, and is open to considering a new tool that minimizes development effort and lowers administrative overhead. The company wants to build a more agile solution that can store and perform the analysis in near-real time, with minimal overhead. The solution needs to be cost effective and scalable to meet the company's end-user base growth.
Which solution meets the company's requirements?

Question52: A company is migrating to the cloud. It wants to evaluate the configurations of virtual machines in its existing data center environment to ensure that it can size new Amazon EC2 instances accurately. The company wants to collect metrics, such as CPU, memory, and disk utilization, and it needs an inventory of what processes are running on each instance. The company would also like to monitor network connections to map communications between servers.
Which would enable the collection of this data MOST cost effectively?

Question53: A company has deployed an application to multiple environments in AWS, including production and testing.
The company has separate accounts for production and testing, and users are allowed to create additional application users for team members or services, as needed. The Security team has asked the Operations team for better isolation between production and testing with centralized controls on security credentials and improved management of permissions between environments.
Which of the following options would MOST securely accomplish this goal?

Question54: A company is running a commercial Apache Hadoop cluster on Amazon EC2. This cluster is being used daily to query large files on Amazon S3. The data on Amazon S3 has been curated and does not require any additional transformations steps. The company is using a commercial business intelligence (BI) tool on Amazon EC2 to run queries against the Hadoop cluster and visualize the data.
The company wants to reduce or eliminate the overhead costs associated with managing the Hadoop cluster and the BI tool. The company would like to remove to a more cost-effective solution with minimal effort. The visualization is simple and requires performing some basic aggregation steps only.
Which option will meet the company's requirements?

Question55: The CISO of a large enterprise with multiple IT departments, each with its own AWS account, wants one central place where AWS permissions for users can be managed and users authentication credentials can be synchronized with the company's existing on-premises solution.
Which solution will meet the CISO's requirements?

Question56: A company has several Amazon EC2 instates to both public and private subnets within a VPC that is not connected to the corporate network. A security group associated with the EC2 instances allows the company to use the Windows remote desktop protocol (RDP) over the internet to access the instances. The security team has noticed connection attempts from unknown sources. The company wants to implement a more secure solution to access the EC2 instances.
Which strategy should a solutions architect implement?

Question57: A solutions architect is designing a disaster recovery strategy for a three-tier application. The application has an RTO of 30 minutes and an RPO of 5 minutes for the data tier. The application and web tiers are stateless and leverage a fleet of Amazon EC2 instances. The data tier consists of an 50 TB Amazon Aurora database.
Which combination of steps satisfies the RTO and RPO requirements while optimizing costs? (Select Two.)

Question58: A company has a three tier application running on AWS with a web server, an application server, and an Amazon RDS MySQL DB instance A solutions architect is designing a disaster recovery (DR) solution with an RPO of 5 minutes Which solution will meet the company's requirements?

Question59: A company uses AWS Organizations with a single OU named Production to manage multiple accounts. All accounts are members of the Production OU. Administrators use deny list SCPs in the root of the organization to manage access to restricted services.
The company recently acquired a new business unit and invited the new unit's existing AWS account to the organization Once onboarded, the administrators of the new business unit discovered that they are not able to update existing AWS Config rules to meet the company's policies.
Which option will allow administrators to make changes and continue to enforce the current policies without introducing additional long-term maintenance?

Question60: An online retailer needs to regularly process large product catalogs, which are handled in batches. These are sent out to be processed by people using the Amazon Mechanical Turk service, but the retailer has asked its Solutions Architect to design a workflow orchestration system that allows it to handle multiple concurrent Mechanical Turk operations, deal with the result assessment process, and reprocess failures.
Which of the following options gives the retailer the ability to interrogate the state of every workflow with the LEAST amount of implementation effort?

Question61: A media storage application uploads user photos to Amazon S3 for processing. End users are reporting that some uploaded photos are not being processed properly. The Application Developers trace the logs and find that AWS Lambda is experiencing execution issues when thousands of users are on the system simultaneously.
Issues are caused by:
* Limits around concurrent executions.
* The performance of Amazon DynamoDB when saving data.
Which actions can be taken to increase the performance and reliability of the application? (Choose two.)

Question62: A company recently transformed its legacy infrastructure provisioning scripts to AWS CloudFormation templates. The newly developed templates are hosted in the company's private GitHub repository. Since adopting CloudFortmation, the company has encountered several issues with updates to the CloudFormation templates, causing execution or creating environment Management is concerned by the increase in errors and has asked a Solutions architect to design the automated testing of CloudFortmation template updates.
What should the Solution Architecture do to meet these requirements?

Question63: A large global company wants to migrate a stateless mission-critical application to AWS. The application is based on IBM WebSphere (application and integration middleware), IBM MQ (messaging middleware), and IBM DB2 (database software) on a z/OS operating system.
How should the Solutions Architect migrate the application to AWS?

Question64: A mobile app has become very popular and usage has gone from a few hundred to millions of users Users capture and upload images of activities within a city and provide ratings and recommendations Data access patterns are unpredictable The current application is hosted on Amazon EC2 instances behind an Application Load Balancer (ALB) The application is experiencing slowdowns and costs are growing rapidly.
Which changes should a solutions architect mane to tr*e application architecture to control costs and improve performance?

Question65: A company operating a website on AWS requires high levels of scalability, availability and performance. The company is running a Ruby on Rails application on Amazon EC2. It has a data tier on MySQL 5.6 on Amazon EC2 using 16 TB of Amazon EBS storage. Amazon CloudFront is used to cache application content. The Operations team is reporting continuous and unexpected growth of EBS volumes assigned to the MySQL database. The Solutions Architect has been asked to design a highly scalable, highly available, and high-performing solution.
Which solution is the MOST cost-effective at scale?

Question66: A company needs to move its on-premises resources to AWS. The current environment consists of 100 virtual machines (VMs) with a total of 40 TB of storage. Most of the VMs can be taken offline because they support functions during business hours only; however, some are mission critical, so downtime must be minimized.
The administrator of the on-premises network provisioned 10 Mbps of internet bandwidth for the migration.
The on-premises network throughput has reached capacity and would be costly to increase. A solutions architect must design a migration solution that can be performed within the next 3 months.
Which method would fulfill these requirements?

Question67: A company has released a new version of a website to target an audience in Asia and South America. The website's media assets are hosted on Amazon S3 and have an Amazon CloudFront distribution to improve end-user performance. However, users are having a poor login experience the authentication service is only available in the us-east-1 AWS Region.
How can the Solutions Architect improve the login experience and maintain high security and performance with minimal management overhead?

Question68: A company has an internal AWS Elastic Beanstalk worker environment inside a VPC that must access an external payment gateway API available on an HTTPS endpoint the public internet Because of security policies, the payment gateway's Application team can grant access to only one public IP address.
Which architecture will set up an Elastic Beanstalk environment to access the company's application without making multiple changes on the company's end?

Question69: A company has multiple AWS accounts as part of an organization created with AWS Organizations Each account has a VPC in the us-east-2 Region and is used for either production or development workloads Amazon EC2 instances across production accounts need to communicate with each other and EC2 instances across development accounts need to communicate with each other but production and development instances should not be able to communicate with each other To facilitate connectivity, the company created a common network account The company used AWS Transit Gateway to create a transit gateway in the us-east-2 Region in the network account and shared the transit gateway with the entire organization by using AWS Resource Access Manager Network administrators then attached VPCs in each account to the transit gateway after which the EC2 instances were able to communicate across accounts However production and development accounts were also able to communicate with one another Which set of steps should a solutions architect take to ensure production traffic and development traffic are completely isolated?

Question70: A company currently has data hosted in an IBM Db2 database A web application calls an API that runs stored procedures on the database to retrieve user information data that is read-only. This data is historical in nature and changes on a daily basis. When a user logs in to the application, this data needs to be retrieved within 3 seconds. Each time a user logs in. the stored procedures run. Users log in several times a day to check stock prices.
Running this database has become cost-prohibitive due to Db2 CPU licensing. Performance goals are not being met. Timeouts from Db2 are common due to long-running queries Which approach should a solutions architect take to migrate this solution to AWS?

Question71: A fleet of Amazon ECS instances is used to poll an Amazon SQS queue and update items in an Amazon DynamoDB database. Items in the table are not being updated, and the SQS queue is filling up. Amazon CloudWatch Logs are showing consistent 400 errors when attempting to update the table. The provisioned write capacity units are appropriately configured, and no throttling is occurring.
What is the LIKELY cause of the failure?

Question72: An online e-commerce business is running a workload on AWS. The application architecture includes a web tier, an application tier for business logic, and a database tier for user and transactional data management. The database server has a 100 GB memory requirement. The business requires cost-efficient disaster recovery for the application with an RTO of 5 minutes and an RPO of 1 hour. The business also has a regulatory for out-of region disaster recovery with a minimum distance between the primary and alternate sites of 250 miles.
Which of the following options can the Solutions Architect design to create a comprehensive solution for this customer that meets the disaster recovery requirements?

Question73: A company runs an IoT platform on AWS. IoT sensors in various locations send data to the company's Node.js API servers on Amazon EC2 instances running behind an Application Load Balancer. The data is stored in an Amazon RDS MySQL DB instance that uses a 4 TB General Purpose SSD volume.
The number of sensors the company has deployed in the field has increased over time, and is expected to grow significantly. The API servers are consistently overloaded and RDS metrics show high write latency.
Which of the following steps together will resolve the issues permanently and enable growth as new sensors are provisioned, while keeping this platform cost-efficient? (Choose two.)

Question74: A company is developing a web application that runs on Amazon EC2 instances in an Auto Scaling group behind a public facing Application Load Balancer (ALB). Only users from a specific country are allowed to access the application. The company needs the ability to log the access requests that have been blocked. The solution should require the least possible maintenance.
Which solution meets these requirements?

Question75: A startup company hosts a fleet of Amazon EC2 instances in private subnets using the latest Amazon Linux 2 AMI The company's engineers rely heavily on SSH access to the instances for troubleshooting.
The company's existing architecture includes the following
* A VPC with private and public subnets, and a NAT gateway
* Site-to-Site VPN for connectivity with the on-premises environment
* EC2 security groups with direct SSH access from the on-premises environment The company needs to increase security controls around SSH access and provide auditing of commands executed by the engineers Which strategy should a solutions architect use''

Question76: A large company has many business units. Each business unit has multiple AWS accounts for different purposes. The CIO of the company sees that each business unit has data that would be useful to share with other parts of the company. In total, there are about 10 PB of data that needs to be shared with users in 1,000 AWS accounts. The data is proprietary, so some of it should only be available to users with specific job types.
Some of the data is used for throughput of intensive workloads, such as simulations. The number of accounts changes frequently because of new initiatives, acquisitions, and divestitures.
A Solutions Architect has been asked to design a system that will allow for sharing data for use in AWS with all of the employees in the company.
Which approach will allow for secure data sharing in scalable way?

Question77: A financial services company logs personality identifiable information to its application logs stored in Amazon S3. Due to regulatory compliance requirements, the log files must be encrypted at rest. The Security team has mandated that the company's on-premises hardware security modules (HSMs) be used to generate the CMK material.
Which steps should the Solution Architected take to meet these requirements?

Question78: A company's service for video game recommendations has just gone viral The company has new users from all over the world The website for the service is hosted on a set of Amazon EC2 instances in an Auto Scaling group behind an Application Load Balancer (ALB). The website consists of static content with different resources being loaded depending on the device type.
Users recently reported that the load time for the website has increased Administrators are reporting high loads on the EC2 instances that host the service.
Which set actions should a solutions architect take to improve response times?

Question79: A company is operating a large customer service call center, and stores and processes call recordings with a custom application Approximately 2% of the call recording are transcribed by an offshore team for quality assurance purposes. These recordings take days. The company uses Linux servers for processing the call recording and managing the transcription queue. There is also a web application for the quality assurance staff to review and score call recordings.
The company plans to migrate the system to AWS to reduce storage costs and the time required to transcribe calls.
Which set of actions should be taken to meet the company's objectives?

Question80: A company has a website that enables users to upload videos Company policy states the uploaded videos must be analyzed for restricted content An uploaded video is placed in Amazon S3, and a message is pushed to an Amazon SQS queue with the video's location A backend application pulls this location from Amazon SQS and analyzes the video The video analysis is compute-intensive and occurs sporadically during the day The website scales with demand The video analysis application runs on a fixed number of instances Peak demand occurs during the holidays, so the company must add instances to the application during this time All instances used are currently on-demand Amazon EC2 T2 instances The company wants to reduce the cost of the current solution.
Which of the following solutions is MOST cost-effective?

Question81: A Solutions Architect is responsible for redesigning a legacy Java application to improve its availability, data durability, and scalability. Currently, the application runs on a single high-memory Amazon EC2 instance. It accepts HTTP requests from upstream clients, adds them to an in-memory queue, and responds with a 200 status. A separate application thread reads items from the queue, processes them, and persists the results to an Amazon RDS MySQL instance. The processing time for each item takes 90 seconds on average., most of which is spent waiting on external service calls, but the application is written to process multiple items in parallel.
Traffic to this service is unpredictable. During periods of high load, items may sit in the internal queue for over an hour while the application processes the backing. In addition, the current system has issues with availability and data if the single application node fails.
Clients that access this service cannot be modified. They expect to receive a response to each HTTP request they send within 10 seconds before they will time out and retry the request.
Which approach would improve the availability and durability of the system while decreasing the processing latency and minimizing costs?

Question82: A company stores sales transaction data in Amazon DynamoDB tables. To detect anomalous behaviors and respond quickly, all changes to the items stored in the DynamoDB tables must be logged within 30 minutes.
Which solution meets the requirements?

Question83: A solutions architect is implementing federated access to AWS for users of the company's mobile application.
Due to regulatory and security requirements, the application must use a custom-built solution for authenticating users and must use IAM roles for authorization.
Which of the following actions would enable authentication and authorization and satisfy the requirements?
(Select TWO.)

Question84: A company will several AWS accounts is using AWS Organizations and service control policies (SCPs). An Administrator created the following SCP and has attached it to an organizational unit (OU) that contains AWS account 1111-1111-1111:

Developers working in account 1111-1111-1111 complain that they cannot create Amazon S3 buckets. How should the Administrator address this problem?

Question85: A company wants to allow its Marketing team to perform SQL queries on customer records to identify market segments. The data is spread across hundreds of files. The records must be encrypted in transit and at rest. The Team Manager must have the ability to manage users and groups, but no team members should have access to services or resources not required for the SQL queries. Additionally, Administrators need to audit the queries made and receive notifications when a query violates rules defined by the Security team.
AWS Organizations has been used to create a new account and an AWS IAM user with administrator permissions for the Team Manager.
Which design meets these requirements?

Question86: A Solutions Architect has been asked to look at a company's Amazon Redshift cluster, which has quickly become an integral part of its technology and supports key business process. The Solutions Architect is to increase the reliability and availability of the cluster and provide options to ensure that if an issue arises, the cluster can either operate or be restored within four hours.
Which of the following solution options BEST addresses the business need in the most cost-effective manner?

Question87: A company wants to migrate its website from an on-premises data center onto AWS. At the same time, it wants to migrate the website to a containerized microservice-based architecture to improve the availability and cost efficiency. The company's security policy states that privileges and network permissions must be configured according to best practice, using least privilege.
A Solutions Architect must create a containerized architecture that meets the security requirements and has deployed the application to an Amazon ECS cluster.
What steps are required after the deployment to meet the requirements? (Choose two.)

Question88: A company has a web application that allows users to upload short videos. The videos are stored on Amazon EBS volumes and analyzed by custom recognition software for categorization.
The website contains static content that has variable traffic with peaks in certain months. The architecture consists of Amazon EC2 instances running in an Auto Scaling group for the web application and EC2 instances running in an Auto Scaling group to process an Amazon SQS-queue. The company wants to re-architect the application to reduce operational overhead using AWS managed services where possible and remove dependencies on third-party software.
Which solution meets these requirements?

Question89: A company is running an application in a single VPC on an Amazon EC2 instance with Amazon RDS as the datastore. The application does not support encryption in transit Security guidelines do not allow SSH access to any resource within the VPC.
The Application has issues throughout the day which causes outages in the production environment. The issues are not present in nonproduction environments Application logs have been given to a vendor to troubleshoot the application. The vendor also requires IP packets for its analysis.
Which solution allows for the IP packets to be extracted for troubleshooting?

Question90: A company runs a dynamic mission-critical web application that has an SLA of 99.99%. Global application users access the application 24/7. The application is currently hosted on premises and routinely fails to meet its SLA, especially when millions of users access the application concurrently. Remote users complain of latency.
How should this application be redesigned to be scalable and allow for automatic failover at the lowest cost?

Question91: A solutions architect is designing an application to accept timesheet entries from employees on their mobile devices. Timesheets will be submitted weekly, with most of the submissions occurring on Friday. The data must be stored in a format that allows payroll administrators to run monthly reports. The infrastructure must be highly available and scale to match the rate of incoming data and reporting requests.
Which combination of steps meets these requirements while minimizing operational overhead? (Select TWO.)

Question92: A company has several applications running in an on-premises data center. The data center runs a mix of Windows and Linux VMs managed by VMware vCenter. A solution architect needs to create a plan to migrate the application to AWS. However, the solution architect discovers that the documentation for the applications is not up to date and that there are no complete infrastructure diagrams. The company's developers lack time to discuss their applications and current usage with the solutions architect.
What should the solutions architect do the gather the required information?

Question93: A large multinational company runs a timesheet application on AWS that is used by staff across the world.
The application runs on Amazon EC2 instances in an Auto Scaling group behind an Elastic Load Balancing (ELB) load balancer, and stores in an Amazon RDS MySQL Multi-AZ database instance.
The CFO is concerned about the impact on the business if the application is not available. The application must not be down for more than two hours, but the solution must be as cost-effective as possible.
How should the Solutions Architect meet the CFO's requirements while minimizing data loss?

Question94: A group of research institutions and hospitals are in a partnership to study 2 PBs of genomic data. The institute that owns the data stores it in an Amazon S3 bucket and updates it regularly. The institute would like to give all of the organizations in the partnership read access to the data. All members of the partnership are extremely cost-conscious, and the institute that owns the account with the S3 bucket is concerned about covering the costs for requests and data transfers from Amazon S3.
Which solution allows for secure datasharing without causing the institute that owns the bucket to assume all the costs for S3 requests and data transfers?

Question95: A company wants to provide desktop as a service (DaaS) to a number of employees using Amazon WorkSpaces. Workspaces will need to access files and services hosted on premises with authorization based on the company's Active Directory Network connectivity will be provided through an existing AWS Direct Connect connection.
The solution has the following requirements
* Credentials from Active Directory should be used to access on-premises files and services
* Credentials from Active Directory should not be stored outside the company
* End users should haw single sign-on (SSO) to on-premises files and services once connected to Workspaces Which strategy should the solutions architect use for and user authentication?

Question96: A financial company needs to create a separate AWS account for a new digital wallet application. The company uses AWS Organizations to manage its accounts. A solutions architect uses the IAM user Support1 from the master account to create a new member account with [email protected] as the email address.
What should the solutions architect do to create IAM users in the new member account?

Question97: A company is migrating its three-tier web application from on-premises to the AWS Cloud. The company has the following requirements for the migration process
* Ingest machine images from the on-premises environment
* Synchronize changes from the on-premises environment to the AWS environment until the production cutover
* Minimize downtime when executing the production cutover
* Migrate the virtual machines' root volumes and data volumes
Which solution will satisfy these requirements with minimal operational overhead?

Question98: A company runs its containerized batch jobs on Amazon ECS. The jobs are scheduled by submitting a container image, a task definition, and the relevant data to an Amazon S3 bucket. Container images may be unique per job. Running the jobs as quickly as possible is of utmost importance, so submitting jobs artifacts to the S3 bucket triggers the job to run immediately. Sometimes there may no jobs running at all. However, jobs of any size can be submitted with no prior warning to the IT Operations team. Job definitions include CPU and memory resource requirements.
What solution will allow the batch jobs to complete as quickly as possible after being scheduled?

Question99: An IoT company has rolled out a fleet of sensors for monitoring temperatures in remote locations. Each device connect to AWS IoT Core and sends a message 30 seconds, updating an Amazon DynamoDB table. A System Administrator users AWS IoT to verify the devices are still sending messages to AWS IoT Core: the database is not updating.
What should a Solution Architect check to determine why the database is not being updated?

Question100: A company receives clickstream data files to Amazon S3 every five minutes. A Python script runs as a cron job once a day on an Amazon EC2 instance to process each file and load it into a database hosted on Amazon RDS. The cron job takes 15 to 30 minutes to process 24 hours of data. The data consumers ask for the data be available as soon as possible.
Which solution would accomplish the desired outcome?

Question101: A company is migrating a subset of its application APIs from Amazon EC2 instances to run on a serverless infrastructure. The company has set up Amazon API Gateway, AWS Lambda, and Amazon DynamoDB for the new application. The primary responsibility of the Lambda function is to obtain data from a third-party Software as a Service (SaaS) provider. For consistency, the Lambda function is attached to the same virtual private cloud (VPC) as the original EC2 instances.
Test users report an inability to use this newly moved functionality, and the company is receiving 5xx errors from API Gateway. Monitoring reports from the SaaS provider shows that the requests never made it to its systems. The company notices that Amazon CloudWatch Logs are being generated by the Lambda functions.
When the same functionality is tested against the EC2 systems, it works as expected.
What is causing the issue?

Question102: A company has multiple lines of business (LOBs) that roll up to the parent company. The company has asked its solutions architect to develop a solution with the following requirements:
* Produce a single AWS invoice for all of the AWS accounts used by its LOBs
* The costs for each LOB account should be broken out on the invoice
* Provide the ability to restrict services and features in the LOB accounts, as defined by the company's governance policy
* Each LOB account should be delegated full administrator permissions, regardless of the governance policy Which combination of steps should the solutions architect take to meet these requirements? (Select TWO.)

Question103: A company is using AWS for production and development workloads. Each business unit has its own AWS account for production, and a separate AWS account to develop and deploy its applications. The Information Security department has introduced new security policies that limit access for terminating certain Amazon ECs instances in all accounts to a small group of individuals from the Security team.
How can the Solutions Architect meet these requirements?

Question104: A company runs a public-facing application that uses a Java-based web sen/ice via a RESTful API It is hosted on Apache Tomcat on a single server in a data center that runs consistently at 30% CPU utilization Use of the API is expected to increase by 10 times with a new product launch The business wants to migrate the application to AWS with no disruption and needs it to scale to meet demand The company has already decided to use Amazon Route 53 and CNAME records lo redirect traffic How can these requirements be met with the LEAST amount of effort?

Question105: During an audit a Security team discovered that a Development team was putting IAM user secret access keys in their code and then committing it to an AWS CodeCommit repository The Security team wants to automatically find and remediate instances of this security vulnerability Which solution will ensure that the credentials are appropriately secured automatically?

Question106: A company has many services running in its on-premises data center The data center is connected to AWS using AWS Direct Connect (DX) and an iPSec VPN. The service data is sensitive and connectivity cannot traverse the internet The company wants to expand into a new market segment and begin offering its services to other companies that are using AWS Which solution will meet these requirements?

Question107: A company is having issues with a newly deployed server less infrastructure that uses Amazon API Gateway, Amazon Lambda, and Amazon DynamoDB.
In a steady state, the application performs as expected However, during peak load, tens of thousands of simultaneous invocations are needed and user request fail multiple times before succeeding. The company has checked the logs for each component, focusing specifically on Amazon CloudWatch Logs for Lambda. There are no error logged by the services or applications.
What might cause this problem?

Question108: A company is using AWS CloudFormation as its deployment tool for all application. It stages all application binaries and templates within Amazon S3 bucket with versioning enable Developers have access to an Amazon EC2 instance that hosts the integrated development (IDE). The developers download the application binaries from Amazon S3 to the EC2 instance, make changes, and upload the binaries to an S3 bucket after running the unit locally. The developers want to improve the existing deployment mechanism and implement Ci/CD using AWS CodePipeline.
The developers have the following requirements:
* Use AWS CodeCommit for source control
* Automate unit testing and security scanning.
* Alert the developers when unit tests fail
* Turn application features on and off, and customize deployment dynamically as part of Ci/CD.
* Have the lead developer provide approval before deploying an application.
Which solution will meet these requirements?

Question109: A company currently uses Amazon EBS and Amazon RDS for storage purposes. The company intends to use a pilot light approach for disaster recovery in a different AWS Region. The company has an RTO of 6 hours and an RPO of 24 hours.
Which solution would achieve the requirements with MINIMAL cost?

Question110: A solutions architect has an operational workload deployed on Amazon EC2 instances in an Auto Scaling group The VPC architecture spans two Availability Zones (AZ) with a subnet in each that the Auto Scaling group is targeting The VPC is connected to an on-premises environment and connectivity cannot be interrupted The maximum size of the Auto Scaling group is 20 instances in service The VPC IPv4 addressing is as follows:
* VPC CIDR 10 0 0 0/23
* AZ1 subnet CIDR 10 0 0 0/24
* AZ2 subnet CIDR 10 0 10/24
Since deployment a third AZ has become available in the Region The solutions architect wants to adopt the new AZ without adding additional IPv4 address space and without service downtime Which solution will meet these requirements?

Question111: A large company with hundreds of AWS accounts has a newly established centralized internal process for purchasing new or modifying existing Reserved Instances This process requires all business units that want to purchase or modify Reserved Instances to submit requests to a dedicated team for procurement or execution Previously, business units would directly purchase or modify Reserved Instances in their own respective AWS accounts autonomously Which combination of steps should be taken to proactively enforce the new process in the MOST secure way possible? (Select TWO.)

Question112: A company operates an on-premises software-as-a-service (SaaS) solution that ingests several files daily The company provides multiple public SFTP endpoints to its customers to facilitate the file transfers The customers add the SFTP endpoint IP addresses to their firewall allow list for outbound traffic Changes to the SFTP endpoint IP addresses are not permitted The company wants to migrate the SaaS solution to AWS and decrease me operational overhead of the file transfer service Which solution meets these requirements?

Question113: An advisory firm is creating a secure data analytics solution for its regulated financial services users Users will upload their raw data to an Amazon 53 bucket, where they have PutObject permissions only Data will be analyzed by applications running on an Amazon EMR cluster launched in a VPC The firm requires that the environment be isolated from the internet All data at rest must be encrypted using keys controlled by the firm Which combination of actions should the Solutions Architect take to meet the user's security requirements?
(Select TWO )

Question114: A development team has created a series of AWS CloudFormation templates to help deploy services. They created a template for a network/virtual private (VPC) stack, a database stack, a bastion host stack, and a web application-specific stack. Each service requires the deployment of at least:
Each template has multiple input parameters that make it difficult to deploy the services individually from the AWS CloudFormation console. The input parameters from one stack are typically outputs from other stacks.
For example, the VPC ID, subnet IDs, and security groups from the network stack may need to be used in the application stack or database stack.
Which actions will help reduce the operational burden and the number of parameters passed into a service deployment? (Choose two.)

Question115: A Solutions Architect is designing a highly available and reliable solution for a cluster of Amazon EC2 instances.
The Solutions Architect must ensure that any EC2 instance within the cluster recovers automatically after a system failure. The solution must ensure that the recovered instance maintains the same IP address.
How can these requirements be met?

Question116: A company wants to run a serverless application on AWS. The company plans to provision its application in Docker containers running in an Amazon ECS cluster. The application requires a MySQL database and the company plans to use Amazon RDS. The company has documents that need to be accessed frequently for the first 3 months, and rarely after that. The documents must be retained for 7 years.
What is the MOST cost-effective solution to meet these requirements?

Question117: A company wants to migrate its corporate data center from on premises to the AWS Cloud The data center includes physical servers and VMs that use VMware and Hyper-V An administrator needs to select the correct services to collect data for the initial migration discovery process The data format should be supported by AWS Migration Hub The company also needs the ability to generate reports from the data.
Which solution meets these requirements?

Question118: A Solutions Architect must migrate an existing on-premises web application with 70 TB of static files supporting a public open-data initiative. The architect wants to upgrade to the latest version of the host operating system as part of the migration effort.
Which is the FASTEST and MOST cost-effective way to perform the migration?

Question119: A company is using AWS Organizations to manage multiple AWS accounts. For security purposes, the company requires the creation of an Amazon Simple Notification Service (Amazon SNS) topic that enables integration with a third-party alerting system in all the Organizations member accounts.
A solutions architect used an AWS CloudFormation template to create the SNS topic and stack sets to automate the deployment of CloudFormation attacks. Trusted access has been enabled in Organizations.
What should the solutions architect do to deploy the CloudFormation StackSets in all AWS accounts?