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HomeSoftware TestingHigh 100 Dive Deep Amazon Interview Questions And Solutions (2023)

High 100 Dive Deep Amazon Interview Questions And Solutions (2023)


Software Engineer Coding 21

Query 1: Clarify what DynamoDB is and when would you utilize it?

Reply:
DynamoDB is a completely managed NoSQL database service by AWS. It’s designed for prime availability, scalability, and low-latency efficiency. You’d use it for functions that require seamless scaling, particularly in situations with unpredictable or quickly rising workloads.

# Code Snippet
import boto3

# Initialize DynamoDB shopper
dynamodb = boto3.useful resource('dynamodb')

# Create a desk
desk = dynamodb.create_table(
    TableName="ExampleTable",
    KeySchema=[
        {
            'AttributeName': 'UserID',
            'KeyType': 'HASH'
        }
    ],
    AttributeDefinitions=[
        {
            'AttributeName': 'UserID',
            'AttributeType': 'S'
        }
    ],
    ProvisionedThroughput={
        'ReadCapacityUnits': 5,
        'WriteCapacityUnits': 5
    }
)

# Wait till the desk is created
desk.meta.shopper.get_waiter('table_exists').wait(TableName="ExampleTable")

Additional Reference: DynamoDB Documentation


Query 2: What’s the distinction between S3 and EBS in AWS?

Reply:
S3 (Easy Storage Service) is an object storage service, appropriate for storing and retrieving any quantity of knowledge from anyplace on the net. EBS (Elastic Block Retailer) is a block storage service designed to be used with EC2 cases, offering persistent block-level storage volumes.

# Code Snippet (S3)
import boto3

# Initialize S3 shopper
s3 = boto3.shopper('s3')

# Create a brand new S3 bucket
s3.create_bucket(Bucket="my-bucket")

# Code Snippet (EBS)
# EBS volumes are connected to EC2 cases, no particular code required for initialization.

Additional Reference: S3 Documentation, EBS Documentation


Query 3: What’s a VPC in AWS?

Reply:
A VPC (Digital Personal Cloud) is a digital community devoted to an AWS account. It supplies isolation from different networks, permitting fine-grained management over community configuration. Inside a VPC, you possibly can launch Amazon Net Providers like EC2 cases, RDS databases, and many others.

# Code Snippet
import boto3

# Initialize VPC shopper
ec2 = boto3.shopper('ec2')

# Create a VPC
response = ec2.create_vpc(CidrBlock='10.0.0.0/16')
vpc_id = response['Vpc']['VpcId']

Additional Reference: VPC Documentation


Query 4: Clarify what a Lambda perform is and when would you utilize it?

Reply:
Lambda is a serverless computing service by AWS. It lets you run code with out provisioning or managing servers. You’d use Lambda for executing small items of code (capabilities) in response to occasions like adjustments to information, HTTP requests, or person actions.

# Code Snippet
# Instance Lambda perform in Python
def lambda_handler(occasion, context):
    return {
        'statusCode': 200,
        'physique': 'Whats up from Lambda!'
    }

Additional Reference: AWS Lambda Documentation


Query 5: How does AWS Elastic Beanstalk work?

Reply:
Elastic Beanstalk is a Platform as a Service (PaaS) provided by AWS. It simplifies the method of deploying, managing, and scaling internet functions. Beanstalk handles infrastructure, permitting builders to concentrate on writing code. It helps varied platforms like Java, .NET, Node.js, and many others.

# Code Snippet (Elastic Beanstalk)
# AWS Console or EB CLI is often used for Elastic Beanstalk deployments.
# No particular code is required for initialization inside a script.

Additional Reference: Elastic Beanstalk Documentation


Query 6: Clarify what Amazon RDS is and when would you utilize it?

Reply:
Amazon RDS (Relational Database Service) is a managed database service by AWS. It helps varied database engines like MySQL, PostgreSQL, SQL Server, and many others. You’d use RDS whenever you desire a absolutely managed, scalable, and extremely accessible relational database with out the executive overhead.

# Code Snippet
# Instance of making an RDS occasion utilizing AWS Console or SDKs
# No particular code required inside a script.

Additional Reference: Amazon RDS Documentation


Query 7: How do you guarantee safety in an AWS surroundings?

Reply:
Safety in AWS includes measures like configuring IAM roles, organising VPCs, enabling encryption, utilizing safety teams, and monitoring with providers like AWS CloudWatch. Common safety audits and compliance checks are essential for sustaining a safe surroundings.

# Code Snippet (IAM)
# Instance of making an IAM person with restricted permissions
# No particular code required inside a script.

Additional Reference: AWS Safety Greatest Practices


Query 8: What’s an Auto Scaling group in AWS and why is it helpful?

Reply:
An Auto Scaling group mechanically adjusts the variety of Amazon EC2 cases in a fleet primarily based on outlined circumstances. It ensures that you’ve the precise variety of cases to deal with the load. It’s helpful for sustaining utility availability and scalability in response to various workloads.

# Code Snippet
# Instance of making an Auto Scaling group utilizing AWS Console or SDKs
# No particular code required inside a script.

Additional Reference: Auto Scaling Documentation


Query 9: Clarify the usage of Amazon SNS (Easy Notification Service).

Reply:
Amazon SNS is a completely managed messaging service. It allows the decoupling of message publishers from subscribers. It may be used for varied functions like sending notifications, alerts, or triggering capabilities in Lambda, amongst others.

# Code Snippet
import boto3

# Initialize SNS shopper
sns = boto3.shopper('sns')

# Publish a message to a subject
response = sns.publish(
    TopicArn='arn:aws:sns:us-east-1:123456789012:MyTopic',
    Message="Whats up, World!"
)

Additional Reference: Amazon SNS Documentation


Query 10: What’s AWS CloudFormation and why is it used?

Reply:
AWS CloudFormation is an Infrastructure as Code (IaC) service. It lets you outline and provision AWS infrastructure in a template. It’s helpful for automating and managing the whole AWS infrastructure stack, making deployments constant and repeatable.

# Code Snippet (CloudFormation YAML template)
Sources:
  MyEC2Instance:
    Kind: AWS::EC2::Occasion
    Properties:
      ImageId: ami-12345678
      InstanceType: t2.micro

Additional Reference: AWS CloudFormation Documentation


Query 11: Clarify what Amazon EKS is and when would you utilize it?

Reply:
Amazon Elastic Kubernetes Service (EKS) is a managed Kubernetes service. It simplifies the method of deploying, managing, and scaling containerized functions utilizing Kubernetes. You’d use EKS whenever you need to run containers at scale, profiting from Kubernetes’ orchestration capabilities.

# Code Snippet (Kubectl command to work together with EKS)
kubectl get nodes

Additional Reference: Amazon EKS Documentation


Query 12: What’s AWS Lambda Layers and the way does it work?

Reply:
Lambda Layers are a distribution mechanism for libraries, customized runtimes, and different perform dependencies. Layers allow you to handle your in-development perform code independently from the unchanging code and assets that it makes use of.

# Code Snippet (AWS CLI command to publish a layer)
aws lambda publish-layer-version 
    --layer-name my-layer 
    --description "My layer" 
    --zip-file fileb://my-layer.zip 
    --compatible-runtimes python3.8

Additional Reference: AWS Lambda Layers Documentation


Query 13: What’s AWS IAM and why is it essential?

Reply:
AWS Identification and Entry Administration (IAM) is a service that helps you securely management entry to AWS assets. It lets you handle customers, teams, and roles, and outline permissions for them. IAM is essential for sustaining the safety and integrity of an AWS surroundings.

# Code Snippet (IAM Coverage)
# Instance of an IAM coverage to grant S3 read-only entry
{
   "Model": "2012-10-17",
   "Assertion": [
      {
         "Effect": "Allow",
         "Action": [
            "s3:GetObject",
            "s3:ListBucket"
         ],
         "Useful resource": [
            "arn:aws:s3:::example-bucket",
            "arn:aws:s3:::example-bucket/*"
         ]
      }
   ]
}

Additional Reference: AWS IAM Documentation


Query 14: Clarify the distinction between Amazon ECS and Amazon EKS.

Reply:
Amazon ECS (Elastic Container Service) is a completely managed container orchestration service for Docker containers. It’s appropriate for organizations already utilizing AWS and searching for a seamless container deployment expertise. Amazon EKS (Elastic Kubernetes Service) is a managed Kubernetes service, providing a Kubernetes management aircraft for orchestrating containerized functions.

# Code Snippet (ECS Activity Definition)
# Instance of an ECS activity definition in JSON format
{
  "household": "my-task",
  "containerDefinitions": [
    {
      "name": "my-container",
      "image": "my-repo/my-image",
      "memory": 512,
      "cpu": 256,
      "essential": true
    }
  ]
}

Additional Reference: Amazon ECS Documentation, Amazon EKS Documentation


Query 15: What’s AWS CloudFront and the way does it work?

Reply:
AWS CloudFront is a content material supply community (CDN) service. It helps ship content material, together with internet pages, movies, and different assets, to viewers with low latency and excessive information switch speeds. CloudFront works by caching content material at edge areas, lowering the gap between customers and servers.

# Code Snippet
# CloudFront is configured and managed via the AWS Console or utilizing SDKs/CLI.
# No particular code is required inside a script.

Additional Reference: AWS CloudFront Documentation


Query 16: What’s Amazon Kinesis and when would you utilize it?

Reply:
Amazon Kinesis is a platform for streaming information on AWS. It’s used for ingesting, processing, and analyzing real-time, streaming information. You’d use Kinesis when you want to deal with high-volume, steady streams of knowledge, reminiscent of from IoT units, logs, or social media.

# Code Snippet
# Instance of placing a report right into a Kinesis stream utilizing SDKs
import boto3

# Initialize Kinesis shopper
kinesis = boto3.shopper('kinesis')

# Put a report right into a stream
response = kinesis.put_record(
    StreamName="my-stream",
    Information="{"sensor": "temperature", "worth": 25.5}",
    PartitionKey='partitionKey'
)

Additional Reference: Amazon Kinesis Documentation


Query 17: What’s Amazon Redshift and when would you utilize it?

Reply:
Amazon Redshift is a completely managed information warehousing service by AWS. It’s used for large-scale information analytics and enterprise intelligence. You’d use Redshift when you want to course of giant quantities of knowledge shortly and carry out complicated queries for reporting and analytics.

# Code Snippet
# Instance of making a Redshift cluster utilizing AWS Console or SDKs
# No particular code is required inside a script.

Additional Reference: Amazon Redshift Documentation


Query 18: Clarify the usage of AWS Step Capabilities.

Reply:
AWS Step Capabilities is a serverless orchestration service that allows you to coordinate a number of AWS providers into serverless workflows. It’s helpful for constructing and visualizing functions made up of a number of steps that execute so as, like a state machine.

// Code Snippet (Step Capabilities Definition)
{
  "Remark": "A Whats up World instance of the Amazon States Language utilizing a Go state",
  "StartAt": "HelloWorld",
  "States": {
    "HelloWorld": {
      "Kind": "Go",
      "End result": "Whats up, World!",
      "Finish": true
    }
  }
}

Additional Reference: AWS Step Capabilities Documentation


Query 19: What’s AWS Glue and the way does it work?

Reply:
AWS Glue is a completely managed extract, remodel, and cargo (ETL) service. It’s used for making ready and loading information for analytics. Glue mechanically generates the code to extract, remodel, and cargo your information.

# Code Snippet
# Glue jobs are created and managed via the AWS Glue Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Glue Documentation


Query 20: Clarify what Amazon S3 Glacier is and when would you utilize it?

Reply:
Amazon S3 Glacier is a storage service designed for long-term information archiving. It’s appropriate for information that’s sometimes accessed and requires long-term retention. S3 Glacier is cost-effective and supplies options for compliance and information retrieval insurance policies.

# Code Snippet
# Instance of archiving an object to S3 Glacier utilizing SDKs
import boto3

# Initialize S3 shopper
s3 = boto3.shopper('s3')

# Transition an object to Glacier
s3.put_object_lifecycle_configuration(
    Bucket="my-bucket",
    LifecycleConfiguration={
        'Guidelines': [
            {
                'Status': 'Enabled',
                'Transition': {
                    'Days': 30,
                    'StorageClass': 'GLACIER'
                }
            }
        ]
    }
)

Additional Reference: Amazon S3 Glacier Documentation


Query 21: What’s AWS Information Pipeline and the way does it work?

Reply:
AWS Information Pipeline is an internet service for orchestrating and automating the motion and transformation of knowledge between totally different AWS providers and on-premises information sources. It allows you to outline a pipeline on your information workflow, together with scheduling, error dealing with, and useful resource administration.

// Code Snippet (Information Pipeline Definition)
{
  "objects": [
    {
      "id": "MyCopyActivity",
      "type": "CopyActivity",
      "name": "CopyActivity",
      "runsOn": { "ref": "MyResource" },
      "input": { "ref": "MyInputDataNode" },
      "output": { "ref": "MyOutputDataNode" },
      "schedule": { "ref": "MySchedule" }
    }
  ]
}

Additional Reference: AWS Information Pipeline Documentation


Query 22: What’s AWS CloudWatch and why is it essential?

Reply:
AWS CloudWatch is a monitoring service for AWS assets and the functions you run on the platform. It collects and tracks metrics, collects and displays log recordsdata, and units alarms. It’s essential for gaining operational insights into your AWS surroundings and taking well timed actions primarily based on metrics and alarms.

# Code Snippet (CloudWatch Metric Put)
# Instance of placing a customized metric to CloudWatch utilizing SDKs
import boto3

# Initialize CloudWatch shopper
cloudwatch = boto3.shopper('cloudwatch')

# Put a customized metric
response = cloudwatch.put_metric_data(
    Namespace="MyNamespace",
    MetricData=[
        {
            'MetricName': 'MyMetric',
            'Value': 1.0,
            'Unit': 'Count',
            'Dimensions': [
                {
                    'Name': 'MyDimension',
                    'Value': 'MyValue'
                },
            ]
        },
    ]
)

Additional Reference: AWS CloudWatch Documentation


Query 23: Clarify the usage of AWS Certificates Supervisor.

Reply:
AWS Certificates Supervisor (ACM) is a service that allows you to simply provision, handle, and deploy private and non-private Safe Sockets Layer/Transport Layer Safety (SSL/TLS) certificates to be used with AWS providers and your inner linked assets.

# Code Snippet (ACM CLI command to request a certificates)
aws acm request-certificate 
    --domain-name instance.com 
    --validation-method DNS 
    --subject-alternative-names www.instance.com

Additional Reference: AWS Certificates Supervisor Documentation


Query 24: What’s AWS Elastic Load Balancer (ELB) and the way does it work?

Reply:
AWS Elastic Load Balancer (ELB) mechanically distributes incoming utility visitors throughout a number of targets, reminiscent of EC2 cases, containers, and IP addresses, in a number of Availability Zones. It will increase the provision and fault tolerance of your functions.

# Code Snippet
# ELB configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Elastic Load Balancer Documentation


Query 25: Clarify the usage of AWS Direct Join.

Reply:
AWS Direct Join is a community service that gives devoted community connections out of your on-premises information facilities to AWS. It bypasses the general public web and provides extra dependable community efficiency for functions that require real-time information feeds and high-bandwidth workloads.

# Code Snippet (Direct Join CLI command to create a connection)
aws directconnect create-connection 
    --location us-west-2 
    --bandwidth 1Gbps 
    --connection-name MyConnection

Additional Reference: AWS Direct Join Documentation


Query 26: What’s Amazon Neptune and when would you utilize it?

Reply:
Amazon Neptune is a managed graph database service. It’s designed for functions that work with extremely linked datasets. You’d use Neptune when you want to effectively navigate and analyze relationships in your information, reminiscent of in social networks, advice engines, and fraud detection.

# Code Snippet
# Instance of making a Neptune cluster utilizing AWS Console or SDKs
# No particular code is required inside a script.

Additional Reference: Amazon Neptune Documentation


Query 27: What’s AWS WAF and the way does it work?

Reply:
AWS Net Utility Firewall (WAF) helps shield internet functions from assaults by permitting you to configure guidelines primarily based on IP addresses, HTTP headers, and extra. It’s a crucial part for securing internet functions in opposition to widespread threats like SQL injection and cross-site scripting.

# Code Snippet (AWS WAF CLI command to create an internet ACL)
aws waf create-web-acl 
    --name MyWebACL 
    --default-action "Block"

Additional Reference: AWS WAF Documentation


Query 28: What’s AWS CodePipeline and the way does it work?

Reply:
AWS CodePipeline is a completely managed steady supply service that helps you automate your launch pipelines. It orchestrates your software program launch course of, enabling quick and dependable utility updates. CodePipeline can combine with varied AWS and third-party providers.

# Code Snippet (CodePipeline Definition)
# Instance of a CodePipeline definition in YAML format
pipeline:
  - identify: Supply
    actions:
      - identify: SourceAction
        action_type_id:
          class: Supply
          proprietor: AWS
          supplier: CodeCommit
          model: '1'
        configuration:
          BranchName: 'grasp'
          RepositoryName: 'MyRepo'

Additional Reference: AWS CodePipeline Documentation


Query 29: What’s AWS Secrets and techniques Supervisor and why is it helpful?

Reply:
AWS Secrets and techniques Supervisor helps you shield delicate info like database credentials, API keys, and different secrets and techniques. It allows you to securely retailer and handle delicate info, and retrieve them via an API name. It’s helpful for functions that require safe storage of delicate information.

# Code Snippet (Secrets and techniques Supervisor CLI command to retrieve a secret)
aws secretsmanager get-secret-value --secret-id MySecret

Additional Reference: AWS Secrets and techniques Supervisor Documentation


Query 30: Clarify the usage of AWS Amplify.

Reply:
AWS Amplify is a set of instruments and providers for constructing safe, scalable, full-stack internet and cellular functions. It supplies a library of pre-built UI parts, a robust back-end, and a command-line interface (CLI) for simple improvement and deployment.

# Code Snippet (Amplify CLI command to create a brand new app)
amplify init

Additional Reference: AWS Amplify Documentation


Query 31: What’s AWS Step Capabilities and when would you utilize it?

Reply:
AWS Step Capabilities is a serverless orchestration service that allows you to coordinate a number of AWS providers into serverless workflows. You’d use Step Capabilities when you want to automate workflows that contain a number of steps, choices, and error dealing with, reminiscent of information processing pipelines.

// Code Snippet (Step Capabilities Definition)
{
  "Remark": "A Whats up World instance of the Amazon States Language utilizing a Go state",
  "StartAt": "HelloWorld",
  "States": {
    "HelloWorld": {
      "Kind": "Go",
      "End result": "Whats up, World!",
      "Finish": true
    }
  }
}

Additional Reference: AWS Step Capabilities Documentation


Query 32: What’s AWS App Runner and the way does it work?

Reply:
AWS App Runner is a completely managed service that makes it straightforward to construct, deploy, and scale containerized functions shortly. It mechanically builds and deploys your utility from supply code or a container picture, after which scales it primarily based on incoming visitors.

# Code Snippet
# AWS App Runner is managed via the AWS Console or CLI.
# No particular code is required inside a script.

Additional Reference: AWS App Runner Documentation


Query 33: Clarify what AWS OpsWorks is and when would you utilize it?

Reply:
AWS OpsWorks is a configuration administration service that gives managed cases of Chef and Puppet. It’s used for automating the deployment and scaling of functions. You’d use OpsWorks when you want to handle the infrastructure and utility stack collectively.

# Code Snippet (OpsWorks Chef Recipe)
# Instance of a Chef recipe to put in and configure an internet server
bundle 'apache2' do
  motion :set up
finish

service 'apache2' do
  motion [:start, :enable]
finish

Additional Reference: AWS OpsWorks Documentation


Query 34: What’s AWS Fargate and when would you utilize it?

Reply:
AWS Fargate is a serverless compute engine for containers. It lets you run containers with out managing the underlying infrastructure. You’d use Fargate whenever you need to concentrate on constructing and working your functions slightly than managing the infrastructure.

# Code Snippet
# Fargate is configured and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Fargate Documentation


Query 35: What’s AWS Price Explorer and the way does it work?

Reply:
AWS Price Explorer is a device that lets you visualize, perceive, and handle your AWS prices and utilization over time. It supplies built-in stories and customizable dashboards to research spending patterns and determine cost-saving alternatives.

# Code Snippet
# AWS Price Explorer is a web-based device accessed via the AWS Administration Console.
# No particular code is required inside a script.

Additional Reference: AWS Price Explorer Documentation


Query 36: Clarify the usage of Amazon Elastic File System (EFS).

Reply:
Amazon EFS supplies scalable file storage to be used with AWS Cloud providers and on-premises assets. It’s designed to be extremely accessible and sturdy, making it appropriate for functions that require shared entry to recordsdata.

# Code Snippet
# Instance of mounting an EFS filesystem on an EC2 occasion
sudo mount -t efs fs-12345678:/ /mnt/efs

Additional Reference: Amazon EFS Documentation


Query 37: What’s AWS Elastic Beanstalk and why is it helpful?

Reply:
AWS Elastic Beanstalk is a completely managed service that makes it straightforward to deploy and run functions in a number of languages. It mechanically handles the deployment particulars, capability provisioning, load balancing, and monitoring of your utility.

# Code Snippet
# Elastic Beanstalk environments are created and managed via the AWS Console or CLI.
# No particular code is required inside a script.

Additional Reference: AWS Elastic Beanstalk Documentation


Query 38: Clarify the usage of AWS IoT Core.

Reply:
AWS IoT Core is a managed cloud service that lets linked units simply and securely work together with cloud functions and different units. It supplies safe communication and information processing between IoT units and the AWS Cloud.

# Code Snippet (Python SDK instance for IoT Core)
import boto3

# Initialize IoT shopper
iot = boto3.shopper('iot')

# Publish a message to an IoT matter
response = iot.publish(
    matter="my/matter",
    payload='Whats up, IoT Core!'
)

Additional Reference: AWS IoT Core Documentation


Query 39: What’s AWS Snowball and when would you utilize it?

Reply:
AWS Snowball is a service that accelerates transferring giant quantities of knowledge into and out of AWS utilizing bodily storage home equipment. It’s used when you want to migrate or again up giant datasets that might be impractical to switch over the web.

# Code Snippet
# Snowball jobs are created and managed via the AWS Snowball Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Snowball Documentation


Query 40: Clarify what Amazon VPC is and why is it essential?

Reply:
Amazon Digital Personal Cloud (Amazon VPC) allows you to launch Amazon Net Providers (AWS) assets right into a digital community that you just’ve outlined. It supplies isolation and management over your digital networking surroundings.

# Code Snippet
# VPC configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon VPC Documentation


Query 41: What’s AWS Lambda@Edge and the way does it work?

Reply:
AWS Lambda@Edge is a service that allows you to run code in response to particular CloudFront occasions, reminiscent of a viewer request or origin response. It lets you customise content material supply and safety on the edge areas.

// Code Snippet (Lambda@Edge Instance)
exports.handler = async (occasion) => {
    const request = occasion.Information[0].cf.request;
    request.uri = '/index.html';
    return request;
};

Additional Reference: AWS Lambda@Edge Documentation


Query 42: What’s Amazon Macie and when would you utilize it?

Reply:
Amazon Macie is a completely managed information safety and information privateness service that makes use of machine studying and sample matching to find and shield delicate information in AWS. It’s used when you want to determine and classify delicate information, reminiscent of personally identifiable info (PII), inside your surroundings.

# Code Snippet
# Macie is configured and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon Macie Documentation


Query 43: Clarify the usage of Amazon CloudSearch.

Reply:
Amazon CloudSearch is a completely managed search service that makes it straightforward to arrange, handle, and scale a search answer on your web site or utility. It supplies a easy and cost-effective method so as to add highly effective search capabilities to your utility.

# Code Snippet
# Instance of making a search area in CloudSearch utilizing AWS Console or SDKs
# No particular code is required inside a script.

Additional Reference: Amazon CloudSearch Documentation


Query 44: What’s AWS Backup and why is it essential?

Reply:
AWS Backup is a completely managed backup service that makes it straightforward to centralize and automate the backup of knowledge throughout AWS providers. It’s essential for making certain that crucial information is protected and recoverable in case of unintended deletion, corruption, or different information loss occasions.

# Code Snippet
# AWS Backup is configured and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Backup Documentation


Query 45: Clarify what AWS IoT Greengrass is and when would you utilize it?

Reply:
AWS IoT Greengrass is an edge computing service that extends AWS capabilities to edge units. It lets you run native compute, messaging, information caching, and sync capabilities for linked units. You’d use Greengrass when you want to course of information regionally, even when not linked to the web.

# Code Snippet (Greengrass Lambda Perform Instance)
import greengrasssdk

shopper = greengrasssdk.shopper('iot-data')

def function_handler(occasion, context):
    shopper.publish(
        matter="my/matter",
        payload='Whats up from Greengrass!'
    )

Additional Reference: AWS IoT Greengrass Documentation


Query 46: What’s AWS Switch Household and why is it helpful?

Reply:
AWS Switch Household is a completely managed file switch service that allows you to switch recordsdata into and out of AWS S3 storage over widespread protocols like FTP, SFTP, and FTPS. It’s helpful for securely and reliably transferring giant quantities of knowledge to and from AWS.

# Code Snippet
# AWS Switch Household is configured and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Switch Household Documentation


Query 47: What’s AWS CodeArtifact and the way does it work?

Reply:
AWS CodeArtifact is a completely managed artifact repository service that makes it straightforward for organizations of any measurement to securely retailer, publish, and share software program packages used of their improvement course of. It helps groups scale and innovate sooner.

# Code Snippet
# CodeArtifact configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS CodeArtifact Documentation


Query 48: What’s Amazon Kinesis and when would you utilize it?

Reply:
Amazon Kinesis is a completely managed service for real-time processing of streaming information at scale. It’s used when you want to gather, course of, and analyze giant volumes of streaming information reminiscent of utility logs, web site clickstreams, and IoT telemetry.

# Code Snippet (Kinesis Producer Instance)
import boto3

kinesis = boto3.shopper('kinesis')

response = kinesis.put_record(
    StreamName="MyKinesisStream",
    Information="Whats up, Kinesis!",
    PartitionKey='1'
)

Additional Reference: Amazon Kinesis Documentation


Query 49: What’s AWS Service Catalog and the way does it work?

Reply:
AWS Service Catalog permits organizations to create and handle catalogs of IT providers which are accredited to be used on AWS. It helps customers shortly deploy the IT providers they want whereas sustaining compliance and safety.

# Code Snippet
# AWS Service Catalog configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Service Catalog Documentation


Query 50: Clarify the usage of AWS Elastic Inference.

Reply:
AWS Elastic Inference lets you connect simply the correct quantity of GPU-powered inference acceleration to your Amazon EC2 cases. It helps you cut back the price of operating deep studying inference by sharing accelerators throughout a number of cases.

# Code Snippet
# Elastic Inference configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Elastic Inference Documentation


Query 51: What’s AWS World Accelerator and why is it essential?

Reply:
AWS World Accelerator is a service that improves the provision and efficiency of functions through the use of static IP addresses (Anycast) and the AWS world community. It’s essential for routing visitors over the AWS community infrastructure to scale back latency and improve reliability.

# Code Snippet
# World Accelerator configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS World Accelerator Documentation


Query 52: Clarify the usage of Amazon WorkLink.

Reply:
Amazon WorkLink is a completely managed service that allows you to present your workers with safe, one-click entry to inner web sites and internet apps utilizing their cellular units. It simplifies cellular entry to inner company content material.

# Code Snippet
# WorkLink configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon WorkLink Documentation


Query 53: What’s AWS Snowcone and when would you utilize it?

Reply:
AWS Snowcone is the smallest member of the AWS Snow Household of edge computing and information switch units. It’s used when you want to gather, course of, and transfer information in environments with restricted area or connectivity.

# Code Snippet
# Snowcone jobs are created and managed via the AWS Snow Household Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Snowcone Documentation


Query 54: What’s AWS Management Tower and the way does it work?

Reply:
AWS Management Tower supplies the best approach to arrange and govern a brand new, safe, multi-account AWS surroundings. It establishes a touchdown zone with best-practice blueprints, and repeatedly displays for compliance.

# Code Snippet
# AWS Management Tower configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Management Tower Documentation


Query 55: What’s AWS Backup and why is it essential?

Reply:
AWS Backup is a completely managed backup service that makes it straightforward to centralize and automate the backup of knowledge throughout AWS providers. It’s essential to make sure that crucial information is protected and recoverable in case of unintended deletion, corruption, or different information loss occasions.

# Code Snippet
# AWS Backup is configured and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Backup Documentation


Query 56: Clarify what AWS IoT Greengrass is and when would you utilize it?

Reply:
AWS IoT Greengrass is an edge computing service that extends AWS capabilities to edge units. It lets you run native compute, messaging, information caching, and sync capabilities for linked units. You’d use Greengrass when you want to course of information regionally, even when not linked to the web.

# Code Snippet (Greengrass Lambda Perform Instance)
import greengrasssdk

shopper = greengrasssdk.shopper('iot-data')

def function_handler(occasion, context):
    shopper.publish(
        matter="my/matter",
        payload='Whats up from Greengrass!'
    )

Additional Reference: AWS IoT Greengrass Documentation


Query 57: What’s AWS Switch Household and why is it helpful?

Reply:
AWS Switch Household is a completely managed file switch service that allows you to switch recordsdata into and out of AWS S3 storage over widespread protocols like FTP, SFTP, and FTPS. It’s helpful for securely and reliably transferring giant quantities of knowledge to and from AWS.

# Code Snippet
# AWS Switch Household is configured and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Switch Household Documentation


Query 58: What’s AWS CodeArtifact and the way does it work?

Reply:
AWS CodeArtifact is a completely managed artifact repository service that makes it straightforward for organizations of any measurement to securely retailer, publish, and share software program packages used of their improvement course of. It helps groups scale and innovate sooner.

# Code Snippet
# CodeArtifact configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS CodeArtifact Documentation


Query 59: What’s Amazon Kinesis and when would you utilize it?

Reply:
Amazon Kinesis is a completely managed service for real-time processing of streaming information at scale. It’s used when you want to gather, course of, and analyze giant volumes of streaming information reminiscent of utility logs, web site clickstreams, and IoT telemetry.

# Code Snippet (Kinesis Producer Instance)
import boto3

kinesis = boto3.shopper('kinesis')

response = kinesis.put_record(
    StreamName="MyKinesisStream",
    Information="Whats up, Kinesis!",
    PartitionKey='1'
)

Additional Reference: Amazon Kinesis Documentation


Query 60: What’s AWS Service Catalog and the way does it work?

Reply:
AWS Service Catalog permits organizations to create and handle catalogs of IT providers which are accredited to be used on AWS. It helps customers shortly deploy the IT providers they want whereas sustaining compliance and safety.

# Code Snippet
# AWS Service Catalog configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Service Catalog Documentation


Query 61: Clarify the usage of AWS Elastic Inference.

Reply:
AWS Elastic Inference lets you connect simply the correct quantity of GPU-powered inference acceleration to your Amazon EC2 cases. It helps you cut back the price of operating deep studying inference by sharing accelerators throughout a number of cases.

# Code Snippet
# Elastic Inference configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Elastic Inference Documentation


Query 62: What’s AWS World Accelerator and why is it essential?

Reply:
AWS World Accelerator is a service that improves the provision and efficiency of functions through the use of static IP addresses (Anycast) and the AWS world community. It’s essential for routing visitors over the AWS community infrastructure to scale back latency and improve reliability.

# Code Snippet
# World Accelerator configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS World Accelerator Documentation


Query 63: Clarify the usage of Amazon WorkLink.

Reply:
Amazon WorkLink is a completely managed service that allows you to present your workers with safe, one-click entry to inner web sites and internet apps utilizing their cellular units. It simplifies cellular entry to inner company content material.

# Code Snippet
# WorkLink configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon WorkLink Documentation


Query 64: What’s AWS Snowcone and when would you utilize it?

Reply:
AWS Snowcone is the smallest member of the AWS Snow Household of edge computing and information switch units. It’s used when you want to gather, course of, and transfer information in environments with restricted area or connectivity.

# Code Snippet
# Snowcone jobs are created and managed via the AWS Snow Household Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Snowcone Documentation


Query 65: What’s AWS Management Tower and the way does it work?

Reply:
AWS Management Tower supplies the best approach to arrange and govern a brand new, safe, multi-account AWS surroundings. It establishes a touchdown zone with best-practice blueprints, and repeatedly displays for compliance.

# Code Snippet
# AWS Management Tower configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Management Tower Documentation


Query 66: What’s Amazon App Runner and why is it helpful?

Reply:
Amazon App Runner is a completely managed service that makes it straightforward to construct, deploy, and scale containerized functions shortly. It’s helpful for builders who need to concentrate on coding whereas leaving the deployment and scaling to the service.

# Code Snippet
# App Runner configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon App Runner Documentation


Query 67: Clarify the usage of AWS License Supervisor.

Reply:
AWS License Supervisor helps you handle your software program licenses, together with Microsoft licenses, and simplify the method of monitoring licenses. It ensures compliance with licensing agreements and helps optimize license prices.

# Code Snippet
# License Supervisor configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS License Supervisor Documentation


Query 68: What’s AWS Snowball Edge and when would you utilize it?

Reply:
AWS Snowball Edge is a bodily information switch and edge computing system used to maneuver giant quantities of knowledge into and out of AWS. It’s used when you want to course of information on-premises earlier than transferring it to AWS.

# Code Snippet
# Snowball Edge jobs are created and managed via the AWS Snow Household Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Snowball Edge Documentation


Query 69: What’s AWS Cloud Growth Equipment (CDK) and why is it helpful?

Reply:
AWS CDK is an open-source software program improvement framework to outline cloud infrastructure in code and provision it via AWS CloudFormation. It’s helpful for builders who need to outline AWS infrastructure utilizing acquainted programming languages.

// Code Snippet (CDK TypeScript Instance)
import * as cdk from 'aws-cdk-lib';
import * as s3 from 'aws-cdk-lib/aws-s3';

export class MyStack extends cdk.Stack {
  constructor(scope: cdk.Assemble, id: string, props?: cdk.StackProps) {
    tremendous(scope, id, props);

    new s3.Bucket(this, 'MyBucket', {
      versioned: true,
    });
  }
}

Additional Reference: AWS CDK Documentation


Query 70: What’s AWS App Mesh and the way does it work?

Reply:
AWS App Mesh makes it straightforward to watch and management microservices operating on AWS. It supplies constant visibility and community visitors controls for providers.

# Code Snippet
# App Mesh configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS App Mesh Documentation


Query 71: Clarify the usage of AWS Elemental MediaConvert.

Reply:
AWS Elemental MediaConvert is a file-based video transcoding service with broadcast-grade options. It’s used to simply create video-on-demand (VOD) content material for broadcast and multiscreen supply at scale.

# Code Snippet
# MediaConvert jobs are created and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Elemental MediaConvert Documentation


Query 72: What’s Amazon Managed Workflows for Apache Airflow (MWAA)?

Reply:
Amazon MWAA is a completely managed service that makes it straightforward to create, handle, and scale Apache Airflow environments for operating workflows.

# Code Snippet
# MWAA configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon MWAA Documentation


Query 73: What’s AWS DMS (Database Migration Service) and why is it essential?

Reply:
AWS Database Migration Service helps you migrate databases to AWS simply and securely. It’s essential for organizations trying to transfer databases to the cloud with minimal downtime and information loss.

# Code Snippet
# DMS duties are created and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS DMS Documentation


Query 74: What’s AWS AppStream 2.0 and when would you utilize it?

Reply:
AWS AppStream 2.0 is a completely managed, safe utility streaming service. It lets you stream desktop functions to an internet browser, offering a responsive and acquainted person expertise.

# Code Snippet
# AppStream 2.0 configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS AppStream 2.0 Documentation


Query 75: Clarify the usage of AWS Lambda@Edge.

Reply:
AWS Lambda@Edge helps you to run code globally, nearer to your end-users, to ship richer, extra customized content material with low latency.

// Code Snippet (Lambda@Edge Perform Instance)
exports.handler = async (occasion) => {
    const request = occasion.Information[0].cf.request;
    // Modify request or generate response right here
    return request;
};

Additional Reference: AWS Lambda@Edge Documentation


Query 76: What’s AWS Secrets and techniques Supervisor and why is it essential?

Reply:
AWS Secrets and techniques Supervisor helps you securely retailer and handle delicate info like API keys, passwords, and database credentials. It’s essential for securely accessing delicate information in functions with out hardcoding them.

# Code Snippet
# Secrets and techniques Supervisor configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Secrets and techniques Supervisor Documentation


Query 77: What’s AWS Glue and the way does it work?

Reply:
AWS Glue is a completely managed extract, remodel, and cargo (ETL) service that makes it straightforward for customers to organize and cargo their information for analytics. It mechanically discovers, catalogs, and transforms your information.

# Code Snippet (Glue ETL Job Instance)
import sys
from awsglue.transforms import *
from awsglue.utils import getResolvedOptions
from pyspark.context import SparkContext
from awsglue.context import GlueContext
from pyspark.sql import SparkSession

sc = SparkContext()
glueContext = GlueContext(sc)
spark = glueContext.spark_session

# Outline your ETL job right here

Additional Reference: AWS Glue Documentation


Query 78: What’s AWS Personalize and why is it helpful?

Reply:
AWS Personalize is a completely managed service that makes it straightforward to develop functions with real-time and batch suggestions. It’s helpful for companies that need to ship customized experiences to their customers.

# Code Snippet
# Personalize configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Personalize Documentation


Query 79: Clarify the usage of AWS Chatbot.

Reply:
AWS Chatbot is an interactive agent that makes it straightforward to watch and work together together with your AWS assets in your Slack channels and Amazon Chime chat rooms.

# Code Snippet
# AWS Chatbot configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Chatbot Documentation


Query 80: What’s AWS Direct Join and why is it essential?

Reply:
AWS Direct Join is a community service that gives devoted community connections out of your on-premises information facilities to AWS. It’s essential for enterprises that require a safe and high-performance connection to AWS.

# Code Snippet
# Direct Join configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Direct Join Documentation


Query 81: What’s AWS WAF (Net Utility Firewall) and why is it essential?

Reply:
AWS WAF is an internet utility firewall that helps shield your internet functions from widespread internet exploits. It’s essential for securing your functions in opposition to varied sorts of assaults like SQL injection and cross-site scripting.

# Code Snippet
# WAF configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS WAF Documentation


Query 82: What’s AWS Step Capabilities and the way does it work?

Reply:
AWS Step Capabilities helps you to coordinate a number of AWS providers into serverless workflows. It really works by defining the workflow as a JSON state machine.

// Code Snippet (Step Capabilities State Machine Definition)
{
  "Remark": "My State Machine",
  "StartAt": "MyState",
  "States": {
    "MyState": {
      "Kind": "Activity",
      "Useful resource": "arn:aws:lambda:us-east-1:123456789012:perform:MyLambdaFunction",
      "Finish": true
    }
  }
}

Additional Reference: AWS Step Capabilities Documentation


Query 83: What’s AWS IoT Gadget Defender and why is it essential?

Reply:
AWS IoT Gadget Defender is a completely managed service that helps you safe your fleet of IoT units. It repeatedly audits the safety insurance policies related together with your units.

# Code Snippet
# IoT Gadget Defender configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS IoT Gadget Defender Documentation


Query 84: What’s AWS Cloud Map and the way does it work?

Reply:
AWS Cloud Map is a completely managed service that makes it straightforward so that you can uncover and connect with providers in any VPC, throughout accounts and throughout areas.

# Code Snippet
# Cloud Map configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Cloud Map Documentation


Query 85: Clarify the usage of AWS CodeGuru.

Reply:
AWS CodeGuru is a developer device that makes use of machine studying for automated code opinions and utility efficiency suggestions.

# Code Snippet
# CodeGuru is built-in together with your code repository and supplies suggestions via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS CodeGuru Documentation


Query 86: What’s AWS Lake Formation and why is it helpful?

Reply:
AWS Lake Formation makes it straightforward to arrange, safe, and handle an information lake. It’s helpful for organizations trying to shortly create a centralized repository for information.

# Code Snippet
# Lake Formation configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Lake Formation Documentation


Query 87: What’s Amazon EKS (Elastic Kubernetes Service) and why is it essential?

Reply:
Amazon EKS is a managed Kubernetes service that makes it straightforward so that you can run Kubernetes on AWS without having to put in, function, and keep your personal Kubernetes management aircraft.

# Code Snippet
# EKS clusters are created and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon EKS Documentation


Query 88: What’s AWS AppFlow and the way does it work?

Reply:
AWS AppFlow is a completely managed integration service that enables securely transferring information between AWS providers and SaaS functions.

# Code Snippet
# AppFlow configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS AppFlow Documentation


Query 89: Clarify the usage of AWS Transit Gateway.

Reply:
AWS Transit Gateway is a service that allows prospects to attach their Amazon Digital Personal Clouds (VPCs) and their on-premises networks to a single gateway.

# Code Snippet
# Transit Gateway configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Transit Gateway Documentation


Query 90: What’s AWS Snow Household and when would you utilize it?

Reply:
AWS Snow Household is a group of bodily units designed for edge computing and information switch. They’re used when you want to transfer giant quantities of knowledge out and in of AWS and course of it in areas with restricted community connectivity.

# Code Snippet
# Snow Household jobs are created and managed via the AWS Snow Household Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Snow Household Documentation


Query 91: What’s AWS IoT Greengrass and the way does it work?

Reply:
AWS IoT Greengrass extends AWS capabilities to the sting of the community, permitting native execution of functions for linked units. It allows units to run AWS Lambda capabilities, maintain system information in sync, and talk securely.

# Code Snippet
# Greengrass configurations are managed via the AWS Console or SDKs.
# Particular code for Greengrass functions will be written in Python, Java, or Node.js.

Additional Reference: AWS IoT Greengrass Documentation


Query 92: Clarify the usage of Amazon Timestream.

Reply:
Amazon Timestream is a completely managed, serverless time-series database constructed for IoT and operational functions. It’s optimized for IoT and operational workloads to scale simply.

# Code Snippet
# Timestream is accessed and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon Timestream Documentation


Query 93: What’s AWS Audit Supervisor and why is it essential?

Reply:
AWS Audit Supervisor helps you repeatedly audit your AWS utilization to simplify the way you assess danger and compliance with rules and business requirements.

# Code Snippet
# Audit Supervisor configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Audit Supervisor Documentation


Query 94: What’s AWS Proton and the way does it work?

Reply:
AWS Proton is a completely managed supply service for container and serverless functions. It allows infrastructure groups to offer builders with every thing they should construct and deploy functions.

# Code Snippet
# Proton configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Proton Documentation


Query 95: Clarify the usage of Amazon Comprehend.

Reply:
Amazon Comprehend is a completely managed pure language processing (NLP) service that makes use of machine studying to research textual content. It will probably extract key phrases, sentiment, entities, and extra.

# Code Snippet
# Comprehend is accessed and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon Comprehend Documentation


Query 96: What’s AWS Techniques Supervisor and why is it essential?

Reply:
AWS Techniques Supervisor lets you automate operational duties throughout your AWS assets. It’s essential for managing cases at scale, making certain they’re compliant, and automating routine duties.

# Code Snippet
# Techniques Supervisor configurations and automation scripts are managed via the AWS Console or SDKs.
# Instance: Operating a shell script on a number of cases.

Additional Reference: AWS Techniques Supervisor Documentation


Query 97: What’s AWS Community Firewall and why is it essential?

Reply:
AWS Community Firewall is a managed firewall service that makes it straightforward to deploy important community protections for all your Amazon Digital Personal Clouds (VPCs).

# Code Snippet
# Community Firewall configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Community Firewall Documentation


Query 98: What’s AWS Outposts and when would you utilize it?

Reply:
AWS Outposts is a completely managed service that extends AWS infrastructure, AWS providers, APIs, and instruments to just about any buyer datacenter, co-location area, or on-premises facility for a constant hybrid expertise.

# Code Snippet
# Outposts configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS Outposts Documentation


Query 99: Clarify the usage of AWS DataSync.

Reply:
AWS DataSync is a completely managed information switch service that makes it straightforward so that you can automate and speed up copying giant quantities of knowledge between on-premises storage and AWS providers.

# Code Snippet
# DataSync duties are created and managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: AWS DataSync Documentation


Query 100: What’s Amazon Elastic Inference and the way does it work?

Reply:
Amazon Elastic Inference lets you connect simply the correct quantity of GPU-powered inference acceleration to any Amazon EC2 occasion to scale back deep studying inference prices.

# Code Snippet
# Elastic Inference configurations are managed via the AWS Console or SDKs.
# No particular code is required inside a script.

Additional Reference: Amazon Elastic Inference Documentation


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