AWS_Practical_Interview_1001 1500

AWS Practical Interview Questions (1001-1500)

Advanced EC2 Scenarios

Q1001: How do you configure EC2 Instance Connect?

Answer:

# Enable Instance Connect
aws ec2 describe-instance-connect-attributes --instance-id i-12345

# Connect using Instance Connect
aws ec2-instance-connect ssh --instance-id i-12345 --instance-user ec2-user

Q1002: How do you use EC2 Image Builder?

Answer:

# Create image pipeline
aws imagebuilder create-image-pipeline \
  --name my-pipeline \
  --image-recipe-arn arn:aws:imagebuilder:us-east-1:123:image-recipe/basic/1.0.0 \
  --infrastructure-configuration-arn arn:aws:imagebuilder:us-east-1:123:infra/basic

Q1003: How do you configure EC2 Fleet?

Answer:

# Create fleet
aws ec2 create-fleet \
  --launch-template-configs '[{"launchTemplateId":"lt-123","version":"$Latest"}]' \
  --target-capacity-specification '{"TotalTargetCapacity":10,"DefaultCapacityType":"spot"}' \
  --spot-options '{"AllocationStrategy":"lowest-price"}'

Q1004: How do you use EC2 Capacity Reservations?

Answer:

# Create capacity reservation
aws ec2 create-capacity-reservation \
  --instance-type t3.medium \
  --instance-platform Linux/UNIX \
  --availability-zone us-east-1a \
  --instance-count 5

# Modify reservation
aws ec2 modify-capacity-reservation \
  --capacity-reservation-id cr-123 \
  --instance-count 10

Q1005: How do you configure EC2 Placement Groups?

Answer:

# Create cluster placement group
aws ec2 create-placement-group \
  --group-name my-cluster \
  --strategy cluster

# Create spread placement group
aws ec2 create-placement-group \
  --group-name my-spread \
  --strategy spread

# Create partition placement group
aws ec2 create-placement-group \
  --group-name my-partition \
  --strategy partition \
  --partition-count 4

Advanced Lambda Scenarios

Q1006: How do you implement Lambda SnapStart?

Answer:

# Enable SnapStart (via console or API)
aws lambda update-function-configuration \
  --function-name my-function \
  --snap-start '{"ApplyOn":"PublishedVersions"}'

Q1007: How do you use Lambda Extensions?

Answer:

# Add extension layer
aws lambda update-function-configuration \
  --function-name my-function \
  --layers 'arn:aws:lambda:us-east-1:123456789012:layer:extensions:1'

Q1008: How do you implement Lambda Function URLs?

Answer:

# Create function URL
aws lambda put-function-url-config \
  --function-name my-function \
  --auth-type AWS_IAM \
  --cors-config '{"AllowOrigins":["*"],"AllowMethods":["GET","POST"]}'

# Invoke function URL
FUNCTION_URL=$(aws lambda get-function-url-config --function-name my-function --query 'FunctionUrl' --output text)
curl $FUNCTION_URL

Q1009: How do you use Lambda Event Source Mapping?

Answer:

# Create event source mapping
aws lambda create-event-source-mapping \
  --function-name my-function \
  --event-source-arn arn:aws:kinesis:us-east-1:123456789012:stream/my-stream \
  --batch-size 100 \
  --starting-position LATEST

Q1010: How do you implement Lambda VPC ENI management?

Answer:

# Lambda VPC ENI management is automatic
# For better control:
# 1. Increase Lambda memory (more ENIs)
# 2. Use VPC endpoints to reduce ENI need
# 3. Use ENI trunking for high concurrency

Advanced S3 Scenarios

Q1011: How do you implement S3 Access Analyzer?

Answer:

# Enable Access Analyzer
aws s3control put-access-point-configuration \
  --account-id 123456789012 \
  --access-point-name my-access-point \
  --configuration '{"AccessPointTranslation":{"S3 translate":{}}}'

Q1012: How do you use S3 Object Lambda?

Answer:

# Create Object Lambda Access Point
aws s3control create-access-point \
  --name my-object-lambda \
  --account-id 123456789012 \
  --type ObjectLambda \
  --configuration '{
    "ObjectLambdaSupportedOperations": [{"Name":"GetObject"}],
    "TransformationConfigurations": [{"Action":{"Name":"GetObject"},"ContentTransformation":{"S3ApplyFilter":{}}}]
  }'

Q1013: How do you implement S3 Access Points?

Answer:

# Create access point
aws s3control create-access-point \
  --account-id 123456789012 \
  --name my-app-access-point \
  --bucket my-bucket \
  --public-access-block-configuration '{
    "BlockPublicAcls": true,
    "IgnorePublicAcls": true
  }'

Q1014: How do you use S3 Storage Lens?

Answer:

# Create storage lens
aws s3control put-storage-lens-configuration \
  --account-id 123456789012 \
  --storage-lens-configuration '{
    "Id": "my-dashboard",
    "Include": {"Buckets": ["*"]},
    "AccountLevel": {"ActivityMetrics":{"Enabled":true}},"Region": "us-east-1"
  }'

Q1015: How do you implement S3 Glacier Vault Lock?

Answer:

# Initiate vault lock
aws glacier initiate-vault-lock \
  --vault-name my-vault \
  --policy '{"Policy":"{\\"Version\\":\\"2012-10-17\\",\\"Statement\\":[{\\"Sid\\":\\"VaultLock\\",\\"Effect\\":\\"Deny\\",\\"Principal\\":\\"*\\",\\"Action\\":\\"glacier:DeleteArchive\\",\\"Resource\\":\\"*\\"}]}"}'

# Complete vault lock (after 24 hours)
aws glacier complete-vault-lock \
  --vault-name my-vault \
  --lock-archive-id lock-id

Advanced VPC Scenarios

Q1016: How do you implement VPC Reachability Analyzer?

Answer:

# Create and analyze path
aws network-insights-analyzer start-path-analysis \
  --source '{"ComponentId":"i-12345"}' \
  --destination '{"ComponentId":"i-67890"}' \
  --protocol tcp

# Get analysis result
aws network-insights-analyzer get-path-analysis \
  --path-analysis-id analysis-id

Q1017: How do you use VPC Traffic Mirroring?

Answer:

# Create traffic mirror target
aws ec2 create-traffic-mirror-target \
  --description "Target" \
  --network-interface-id eni-123

# Create traffic mirror filter
aws ec2 create-traffic-mirror-filter \
  --description "Filter"

# Create mirror session
aws ec2 create-traffic-mirror-session \
  --traffic-mirror-target-id tmt-123 \
  --traffic-mirror-filter-id tmf-123 \
  --network-interface-id eni-123 \
  --session-number 1

Q1018: How do you configure PrivateLink endpoint policies?

Answer:

{
  "Statement": [{
    "Effect": "Allow",
    "Principal": "*",
    "Action": "s3:GetObject",
    "Resource": "arn:aws:s3:::my-bucket/*",
    "Condition": {
      "aws:SourceVpc": {"Ref": "VPC"}
    }
  }]
}

Q1019: How do you implement VPC DNS Firewall?

Answer:

# Create DNS firewall rule group
aws route53resolver create-firewall-rule-group \
  --name my-rule-group

# Create firewall rule
aws route53resolver create-firewall-rule \
  --name block-malicious \
  --firewall-rule-group-id rule-group-id \
  --action BLOCK \
  --block-response NODATA \
  --query-type "A"

Q1020: How do you use Transit Gateway Connect?

Answer:

# Create Transit Gateway attachment
aws ec2 create-transit-gateway-connect \
  --transport-transit-gateway-attachment-id tgw-attach-123 \
  --options '{"Protocol":"gre"}'

Advanced RDS Scenarios

Q1021: How do you configure RDS Performance Insights?

Answer:

# Enable Performance Insights
aws rds modify-db-instance \
  --db-instance-identifier my-db \
  --enable-performance-insights \
  --performance-insights-kms-key-id key-id \
  --performance-insights-retention-period 7

# Query Performance Insights
aws pi describe-dimension-keys \
  --service-type RDS \
  --db-instance-id my-db \
  --start-time 2024-01-01 \
  --end-time 2024-01-02 \
  --metric db.cpu. utilized

Q1022: How do you use RDS Data API?

Answer:

import boto3

rdsdata = boto3.client('rds-data')

response = rdsdata.execute_statement(
    resourceArn='arn:aws:rds:us-east-1:123456789012:cluster:my-cluster',
    secretArn='arn:aws:secretsmanager:us-east-1:123456789012:secret:db-secret',
    database='mydb',
    sql='SELECT * FROM users'
)

Q1023: How do you configure RDS IAM Authentication?

Answer:

# Enable IAM auth
aws rds modify-db-instance \
  --db-instance-identifier my-db \
  --iam-db-authentication-enabled

# Generate auth token
aws rds generate-db-auth-token \
  --hostname my-db.cluster-123.rds.amazonaws.com \
  --port 3306 \
  --username admin

Q1024: How do you use RDS Optimized Writes?

Answer:

Enable automatically for r6i, r6id, r5b instance types

No additional configuration needed

Benefits: 2x transaction throughput

Q1025: How do you configure RDS Enhanced Monitoring?

Answer:

# Enable enhanced monitoring
aws rds modify-db-instance \
  --db-instance-identifier my-db \
  --monitoring-interval 60 \
  --monitoring-role-arn arn:aws:iam::123456789012:role/rds-monitoring-role

Advanced DynamoDB Scenarios

Q1026: How do you implement DynamoDB Point-in-Time Recovery?

Answer:

# Enable PITR
aws dynamodb update-continuous-backups \
  --table-name my-table \
  --point-in-time-recovery-specification '{
    "PointInTimeRecoveryEnabled": true
  }'

# Restore table
aws dynamodb restore-table-to-point-in-time \
  --source-table-name my-table \
  --target-table-name my-table-restored \
  --use-latest-restoration-time

Q1027: How do you implement DynamoDB Time to Live?

Answer:

# Enable TTL
aws dynamodb update-time-to-live \
  --table-name my-table \
  --time-to-live-specification '{
    "Enabled": true,
    "AttributeName": "expiresAt"
  }'

Q1028: How do you use DynamoDBPartiQL?

Answer:

# Execute statement
aws dynamodb execute-statement \
  --statement "SELECT * FROM my-table WHERE id = '123'"

# Batch execute
aws dynamodb batch-execute-statement \
  --statements '[{"Statement":"INSERT INTO my-table VALUES {\\"id\\":\\"1\\",\\"name\\":\\"test\\"}"}]'

Q1029: How do you implement DynamoDB Key Conditions?

Answer:

# Query with key condition
response = table.query(
    KeyConditionExpression=Key('pk').eq('user#123') & Key('sk').begins_with('order#')
)

Q1030: How do you use DynamoDB Local Secondary Indexes?

Answer:

# Create table with LSI
aws dynamodb create-table \
  --table-name my-table \
  --attribute-definitions \
    AttributeName=PK,AttributeType=S \
    AttributeName=SK,AttributeType=S \
    AttributeName=createdAt,AttributeType=S \
  --key-schema \
    AttributeName=PK,KeyType=HASH \
    AttributeName=SK,KeyType=RANGE \
  --local-secondary-indexes '[{
    "IndexName": "createdAt-index",
    "KeySchema": [{"AttributeName":"PK","KeyType":"HASH"},{"AttributeName":"createdAt","KeyType":"RANGE"}],
    "Projection": {"ProjectionType":"ALL"}
  }]'

Advanced ECS Scenarios

Q1031: How do you implement ECS Service Connect?

Answer:

# Create service with Service Connect
aws ecs create-service \
  --cluster my-cluster \
  --service-name my-service \
  --service-connect-configuration '{
    "Enabled": true,
    "Services": [{
      "PortName": "web",
      "ClientAliases": [{"Port": 80}]
    }]
  }'

Q1032: How do you use ECS Exec?

Answer:

# Enable ECS Exec
aws ecs update-service \
  --cluster my-cluster \
  --service my-service \
  --enable-execute-command

# Execute command
aws ecs execute-command \
  --cluster my-cluster \
  --container web \
  --interactive \
  --command "/bin/sh" \
  --task task-id

Q1033: How do you implement ECS Task Placement Strategies?

Answer:

{
  "placementStrategy": [
    {
      "type": "spread",
      "field": "attribute:ecs.availability-zone"
    },
    {
      "type": "binpack",
      "field": "memory"
    }
  ],
  "placementConstraints": [
    {
      "type": "memberOf",
      "expression": "attribute:ecs.instance-type == t3.medium"
    }
  ]
}

Q1034: How do you use ECS Capacity Providers?

Answer:

# Create capacity provider
aws ecs create-capacity-provider \
  --name my-provider \
  --auto-scaling-group-provider '{
    "autoScalingGroupArn": "arn:aws:autoscaling:asg",
    "managedScaling": {"Status": "ENABLED"},
    "managedTerminationProtection": "ENABLED"
  }'

Q1035: How do you configure ECS Task Definitions with Secrets?

Answer:

{
  "containerDefinitions": [{
    "name": "web",
    "image": "nginx",
    "secrets": [{
      "name": "DB_PASSWORD",
      "valueFrom": "arn:aws:secretsmanager:region:account:secret:db-password"
    }],
    "environmentFiles": [{
      "type": "s3",
      "value": "arn:aws:s3:::my-bucket/env.env"
    }]
  }]
}

Advanced EKS Scenarios

Q1036: How do you implement EKS Add-ons?

Answer:

# Create EKS cluster with add-on
aws eks create-cluster \
  --name my-cluster \
  --resources-vpc-config '{
    "subnetIds":["subnet-123"],
    "securityGroupIds":["sg-123"]
  }'

# Add addon
aws eks create-addon \
  --cluster-name my-cluster \
  --addon-name vpc-cni

# Update addon
aws eks update-addon \
  --cluster-name my-cluster \
  --addon-name vpc-cni \
  --addon-version latest

Q1037: How do you use EKS Pod Identity?

Answer:

# Create service account with role
eksctl create iamserviceaccount \
  --name my-app \
  --namespace default \
  --cluster my-cluster \
  --attach-role-arn arn:aws:iam::123456789012:role/my-role

Q1038: How do you implement EKS Windows Containers?

Answer:

# Create Windows node group
aws eks create-nodegroup \
  --cluster-name my-cluster \
  --nodegroup-name windows-nodes \
  --instance-types m5n.large \
  --ami-type Windows_Server-2022-English-Full-EKS_Optimized-1.0

Q1039: How do you use EKS Fargate Profile?

Answer:

# Create Fargate profile
aws eks create-fargate-profile \
  --cluster-name my-cluster \
  --fargate-profile-name my-profile \
  --selectors '[
    {"namespace": "default"},
    {"namespace": "kube-system", "labels": {"env": "production"}}
  ]'

Q1040: How do you implement EKS Cluster Autoscaler?

Answer:

apiVersion: apps/v1
kind: Deployment
metadata:
  name: cluster-autoscaler
  namespace: kube-system
spec:
  replicas: 1
  template:
    spec:
      containers:
      - name: cluster-autoscaler
        image: registry.k8s.io/autoscaling/cluster-autoscaler:v1.28.0
        command:
        - ./cluster-autoscaler
        - --node-group-auto-discovery=asg:tag=k8s.io/cluster-autoscaler/enabled

Advanced CloudFront Scenarios

Q1041: How do you configure CloudFront Functions?

Answer:

// viewer-request function
function handler(event) {
  var request = event.request;
  request.headers['x-custom-header'] = { value: 'test' };
  return request;
}

Q1042: How do you implement CloudFront Signed Cookies?

Answer:

import boto3

cloudfront = boto3.client('cloudfront')

# Create signed cookie policy
policy = {
    "Statement": [{
        "Resource": "https://d123.cloudfront.net/private/*",
        "Condition": {
            "DateGreaterThan": {"AWS:EpochTime": 1640000000},
            "IpAddress": {"AWS:SourceIp": "192.168.1.0/24"}
        }
    }]
}

# Generate signed cookies
response = cloudfront.sign_cookie(
    Policy=policy,
    KeyPairId='key-id',
    PrivateKey='private-key'
)

Q1043: How do you use CloudFront Origin Groups?

Answer:

# Create origin group
aws cloudfront create-origin-groups \
  --origin-groups '{
    "Quantity": 1,
    "Items": [{
      "Id": "my-origin-group",
      "FailoverCriteria": {"StatusCodes": {"Quantity": 2, "Items": [500, 502]}},
      "Members": {"Quantity": 2, "Items": [{"OriginId": "primary"}, {"OriginId": "secondary"}]}
    }]
  }'

Q1044: How do you implement CloudFront Real-time Logs?

Answer:

# Create real-time log config
aws cloudfront create-realtime-log-config \
  --name my-logs \
  --sampling-rate 50 \
  --fields '["timestamp","c-ip","c-country","s-ip","cs-method","sc-status"]' \
  --endpoint '{"StreamType":"Kinesis","KinesisStreamConfig":{"RoleArn":"arn:role","StreamArn":"arn:stream"}}'

Q1045: How do use CloudFront Field-level Encryption?

Answer:

# Create field-level encryption config
aws cloudfront create-field-level-encryption-config \
  --field-level-encryption-config '{
    "CallerReference": "ref",
    "ContentTypeProfileConfig": {"ForwardWhenContentTypeIsUnknown": true},
    "QueryArgProfileConfig": {"ForwardWhenQueryArgProfileIsUnknown": true}
  }'

Advanced API Gateway Scenarios

Q1046: How do you implement API Gateway WebSocket API?

Answer:

# Create WebSocket API
aws apigatewayv2 create-api \
  --name my-websocket \
  --protocol-type WEBSOCKET \
  --route-selection-expression '$request.body.action'

# Create routes
aws apigatewayv2 create-route \
  --api-id api-id \
  --route-key $connect

aws apigatewayv2 create-route \
  --api-id api-id \
  --route-key $default

Q1047: How do you use API Gateway Integration Response Mapping?

Answer:

{
  "integrationResponse": {
    "200": {
      "responseTemplates": {
        "application/json": "#set($inputRoot = $input.path('$')){\"statusCode\": 200, \"body\": \"$inputRoot.data\"}"
      }
    }
  }
}

Q1048: How do you implement API Gateway Request Validation?

Answer:

# Create request validator
aws apigateway put-request-validator \
  --rest-api-id api-id \
  --request-validator-name "Validate Body" \
  --validate-request-body true \
  --validate-request-headers true

Q1049: How do you use API Gateway Cache Invalidation?

Answer:

Invalidate cache

aws apigateway create-invalidation
—rest-api-id api-id
—stage-prod
—paths ’[“/resource/*”]‘

Q1050: How do you implement API Gateway Usage Plans?

Answer:

# Create usage plan
aws apigateway create-usage-plan \
  --name my-plan \
  --quota '{"Limit":10000,"Period":"MONTH"}' \
  --throttle '{"BurstLimit":100,"RateLimit":50}"

# Create API key
aws apigateway create-api-key \
  --name my-key \
  --enabled

# Associate with usage plan
aws apigateway create-usage-plan-key \
  --usage-plan-id plan-id \
  --key-id key-id \
  --key-type API_KEY

Advanced Route 53 Scenarios

Q1051: How do you implement Route 53 Resolver?

Answer:

# Create inbound endpoint
aws route53resolver create-resolver-endpoint \
  --name inbound \
  --direction INBOUND \
  --security-group-ids sg-123 \
  --ip-addresses '[
    {"SubnetId":"subnet-1","Ip":"10.0.1.50"},
    {"SubnetId":"subnet-2","Ip":"10.0.2.50"}
  ]'

# Create outbound rule
aws route53resolver create-resolver-rule \
  --name corp-rule \
  --rule-type FORWARD \
  --domain-name corp.example.com \
  --target-ips '[{"Ip":"10.0.1.100","Port":53}]'

Q1052: How do you use Route 53 Traffic Flow?

Answer:

# Create traffic policy
aws route53 create-traffic-policy \
  --name my-policy \
  --document file://policy.json

# Create traffic policy instance
aws route53 create-traffic-policy-instance \
  --name my-instance \
  --hosted-zone-id Z123 \
  --traffic-policy-id policy-id \
  --traffic-policy-version 1

Q1053: How do you implement Route 53 Health Check Failover?

Answer:

# Create health check
aws route53 create-health-check \
  --caller-reference "ref" \
  --health-check-config '{
    "Type": "HTTPS",
    "FullyQualifiedDomainName": "example.com",
    "Port": 443,
    "ResourcePath": "/health",
    "RequestInterval": 10,
    "FailureThreshold": 3
  }'

Q1054: How do you use Route 53 Alias Records?

Answer:

# Create alias record to ALB
aws route53 change-resource-record-sets \
  --hosted-zone-id Z123 \
  --change-batch '{
    "Changes": [{
      "Action": "CREATE",
      "ResourceRecordSet": {
        "Name": "app.example.com",
        "Type": "A",
        "AliasTarget": {
          "HostedZoneId": "Z2FDTNDATAQYW2",
          "DNSName": "myalb.elb.amazonaws.com",
          "EvaluateTargetHealth": true
        }
      }
    }]
  }'

Q1055: How do you implement Route 53 Latency Routing?

Answer:

# Create latency record
aws route53 change-resource-record-sets \
  --hosted-zone-id Z123 \
  --change-batch '{
    "Changes": [{
      "Action": "CREATE",
      "ResourceRecordSet": {
        "Name": "example.com",
        "Type": "A",
        "SetIdentifier": "us-east-1",
        "Latency": {"Region": "us-east-1"},
        "TTL": 60,
        "ResourceRecords": [{"Value": "1.2.3.4"}]
      }
    }]
  }'

Advanced IAM Scenarios

Q1056: How do you implement IAM Access Keys Rotation?

Answer:

# Create new access key
aws iam create-access-key --user-name john

# Update credentials
aws iam update-access-key \
  --access-key-id AKIA... \
  --status Inactive

# Delete old key
aws iam delete-access-key --access-key-id AKIA...

Q1057: How do you use IAM Policy Simulator?

Answer:

Use IAM Policy Simulator console or API:

aws iam simulate-principal-policy
—policy-source-arn arn:aws:iam::123456789012:user/john
—action-names “s3:GetObject”
—resource-arns “arn:aws:s3:::my-bucket/*“

### Q1058: How do you implement IAM Roles Anywhere?
**Answer:**
```bash
# Create profile
aws rolesanywhere create-profile \
  --name my-profile \
  --role-arns arn:aws:iam::123456789012:role/my-role \
  --duration 3600

# Create trust anchor
aws rolesanywhere create-trust-anchor \
  --name my-trust \
  --source '{"Type": "CERTIFICATE_BUNDLE", "CertificateBundle":["cert"]}'

Q1059: How do you use IAM Permission Boundaries?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Action": ["s3:*", "ec2:*"],
    "Resource": "*",
    "Condition": {"Bool": {"aws:SecureTransport": "true"}}
  }]
}

Q1060: How do you implement IAM Session Tags?

Answer:

# Assume role with session tags
response = client.assume_role(
    RoleArn='arn:aws:iam::123456789012:role/my-role',
    RoleSessionName='session',
    Tags=[{'Key': 'department', 'Value': 'engineering'}]
)

Advanced KMS Scenarios

Q1061: How do you implement KMS Key Policies?

Answer:

{
  "Version": "2012-10-17",
  "Id": "key-policy",
  "Statement": [{
    "Sid": "Enable IAM User Permissions",
    "Effect": "Allow",
    "Principal": {"AWS": "arn:aws:iam::123456789012:root"},
    "Action": "kms:*",
    "Resource": "*"
  }]
}

Q1062: How do you use KMS Grants?

Answer:

# Create grant
aws kms create-grant \
  --key-id key-id \
  --grantee-principal arn:aws:iam::123456789012:role/my-role \
  --operations Encrypt Decrypt \
  --constraints '{"EncryptionContextEquals":{"Department":"IT"}}'

Q1063: How do you implement KMS Key Rotation?

Answer:

# Enable automatic key rotation
aws kms enable-key-rotation \
  --key-id key-id

# Manual key rotation
aws kms rotate-key-on-demand \
  --key-id key-id

Q1064: How do you use KMS Custom Key Stores?

Answer:

Create custom key store (CloudHSM or external)

aws kms create-custom-key-store
—custom-key-store-name my-cks
—cloud-hsm-cluster-id cluster-id
—key-store-password password

### Q1065: How do you implement KMS Multi-Region Keys?
**Answer:**
```bash
# Create multi-region key
aws kms create-key \
  --origin AWS_KMS \
  --multi-region \
  --description "Multi-region key"

# Replicate key to another region
aws kms replicate-key \
  --key-id key-id \
  --replica-region us-west-2

Advanced CloudFormation Scenarios

Q1066: How do you use CloudFormation Drift Detection?

Answer:

# Detect drift
aws cloudformation detect-stack-drift \
  --stack-name my-stack

# Get drift status
aws cloudformation describe-stack-drift-detection-status \
  --stack-id stack-id

Q1067: How do you implement CloudFormation StackSets?

Answer:

# Create stack set
aws cloudformation create-stack-set \
  --stack-set-name my-stackset \
  --template-body file://template.yaml \
  --permission-model SELF_MANAGED

# Add stacks
aws cloudformation create-stack-instances \
  --stack-set-name my-stackset \
  --accounts '["123456789012"]' \
  --regions '["us-east-1"]'

Q1068: How do you use CloudFormation Nested Stacks?

Answer:

# Parent template
AWSTemplateFormatVersion: '2010-09-09'
Resources:
  VPCStack:
    Type: AWS::CloudFormation::Stack
    Properties:
      TemplateURL: https://s3.amazonaws.com/templates/vpc.yaml
      Parameters:
        VPCCidr: 10.0.0.0/16

Q1069: How do you implement CloudFormation Custom Resources?

Answer:

Resources:
  CustomResource:
    Type: AWS::CloudFormation::WaitCondition
    Properties:
      Handle: !Ref WaitHandle
      Timeout: "PT5M"

  WaitHandle:
    Type: AWS::CloudFormation::WaitConditionHandle

Q1070: How do use CloudFormation cfn-lint?

Answer:

Install cfn-lint

pip install cfn-lint

Validate template

cfn-lint template.yaml

Check specific rules

cfn-lint template.yaml —template-param-file params.json

---

## Advanced CDK Scenarios

### Q1071: How do you implement CDK Pipeline?
**Answer:**
```python
from aws_cdk import pipelines

class MyPipelineStack(core.Stack):
    def __init__(self, scope, id, **kwargs):
        super().__init__(scope, id, **kwargs)

        pipeline = pipelines.CodePipeline(
            self, "Pipeline",
            synth=pipelines.ShellStep("Synth",
                commands=["npm ci", "cdk synth"]
            )
        )

        pipeline.add_stage(ApplicationStage(self, "Deploy"))

Q1072: How do you use CDK Aspects?

Answer:

from aws_cdk import Aspects

class MyAspect:
    def visit(self, node):
        # Check and warn
        pass

Aspects.of(stack).add(MyAspect())

Q1073: How do you implement CDK Custom Constructs?

Answer:

from aws_cdk import core, aws_ec2 as ec2

class MyVPC(core.Construct):
    def __init__(self, scope, id, cidr="10.0.0.0/16"):
        super().__init__(scope, id)

        self.vpc = ec2.Vpc(self, "VPC", cidr=cidr)

Q1074: How do you use CDK Docker Images?

Answer:

from aws_cdk import aws_ecs as ecs

container_image = ecs.ContainerImage.from_docker_image_asset(
    self, "Image",
    directory="./app"
)

Q1075: How do you implement CDK Integrations?

Answer:

# Lambda integration with API Gateway
api = apigateway.LambdaRestApi(
    self, "API",
    handler=handler,
    proxy=False
)

api.root.add_method("GET")

Advanced Terraform Scenarios

Q1076: How do you use Terraform Remote Backend?

Answer:

terraform {
  backend "s3" {
    bucket         = "my-terraform-state"
    key            = "prod/terraform.tfstate"
    region         = "us-east-1"
    dynamodb_table = "terraform-lock"
  }
}

Q1077: How do you implement Terraform Modules?

Answer:

variable "cidr" {}
variable "name" {}

resource "aws_vpc" "main" {
  cidr_block = var.cidr
  tags       = { Name = var.name }
}

output "vpc_id" {
  value = aws_vpc.main.id
}

Q1078: How do you use Terraform Workspaces?

Answer:

# Create workspace
terraform workspace new dev

# Switch workspace
terraform workspace select dev

# Use workspace in config
resource "aws_instance" "example" {
  ami           = "ami-12345"
  instance_type = terraform.workspace == "prod" ? "t3.large" : "t3.micro"
}

Q1079: How do you implement Terraform Import?

Answer:

# Import existing resource
terraform import aws_instance.example i-12345

# Import with config
terraform import -var-file=dev.tfvars aws_s3_bucket.example my-bucket

Q1080: How do you use Terraform for_each?

Answer:

# Multiple instances
resource "aws_instance" "server" {
  for_each = toset(["web1", "web2", "web3"])

  ami           = "ami-12345"
  instance_type = "t3.micro"
  tags          = { Name = "server-${each.value}" }
}

Advanced CodePipeline Scenarios

Q1081: How do you implement Manual Approval?

Answer:

# Create approval action
aws codepipeline create-pipeline \
  --pipeline '{
    "stages": [
      {
        "name": "Deploy",
        "actions": [{
          "name": "Approval",
          "actionTypeId": {"category":"Approval","owner":"AWS","provider":"Manual","version":"1"}
        }]
      }
    ]
  }'

Q1082: How do you use CodePipeline Variables?

Answer:

env:
  variables:
    BUILD_ID: "#{codepipeline.PipelineExecutionId}"

Q1083: How do you implement Cross-Region Actions?

Answer:

# Add action with different region
aws codepipeline create-pipeline \
  --pipeline '{
    "stages": [
      {
        "name": "Deploy",
        "actions": [{
          "name": "Deploy",
          "actionTypeId": {"category":"Deploy","owner":"AWS","provider":"CloudFormation","version":"1"},
          "configuration": {"Region": "us-west-2"}
        }]
      }
    ]
  }'

Q1084: How do you use CodePipeline Webhooks?

Answer:

# Create webhook
aws codepipeline create-webhook \
  --name my-webhook \
  --pipeline-name my-pipeline \
  --filters '[{"jsonPath":"$.ref","matchEquals":"refs/heads/main"}]'

Q1085: How do you implement Lambda Deployment Actions?

Answer:

# Lambda deployment
aws codepipeline create-pipeline \
  --pipeline '{
    "stages": [
      {
        "name": "Deploy",
        "actions": [{
          "name": "DeployLambda",
          "actionTypeId": {"category":"Deploy","owner":"AWS","provider":"Lambda","version":"1"},
          "configuration": {"FunctionName": "my-function"}
        }]
      }
    ]
  }'

Advanced EventBridge Scenarios

Q1086: How do you implement EventBridge Pipes?

Answer:

# Create pipe
aws eventsv2 create-pipe \
  --name my-pipe \
  --source kinesis \
  --source-configuration '{
    "KinesisStreamConfiguration": {"StreamArn": "arn:aws:kinesis:stream/my-stream"}
  }' \
  --target lambda \
  --target-configuration '{
    "LambdaFunctionConfiguration": {"FunctionArn": "arn:aws:lambda:function:my-function"}
  }'

Q1087: How do you use EventBridge Schema Registry?

Answer:

# Discover schema
aws eventschemas discover-schemas \
  --registry-name my-registry \
  --event-source kinesis

# Create schema
aws eventschemas create-schema \
  --registry-name my-registry \
  --schema-name my-schema \
  --content file://schema.json

Q1088: How do you implement EventBridge Archive?

Answer:

# Create archive
aws events create-archive \
  --archive-name my-archive \
  --event-pattern '{"source":["aws.ec2"]}' \
  --retention-days 7

# Replay from archive
aws events replay \
  --replay-name my-replay \
  --event-archive-arn archive-arn \
  --event-start-time 2024-01-01

Q1089: How do use EventBridge Custom Event Bus?

Answer:

# Create custom event bus
aws events create-event-bus \
  --name my-event-bus

# Put events
aws events put-events \
  --entries '[{
    "Source": "myapp.orders",
    "DetailType": "OrderCreated",
    "Detail": "{\"orderId\": \"123\"}"
  }]'

Q1090: How do you implement EventBridge Dead Letter Queue?

Answer:

# Configure target with DLQ
aws events put-targets \
  --rule my-rule \
  --targets '[{
    "Id": "target",
    "Arn": "arn:aws:lambda:function:my-function",
    "DeadLetterConfig": {"Arn": "arn:aws:sqs:queue:dlq"}
  }]'

Advanced Step Functions Scenarios

Q1091: How do you implement Step Functions Wait for Callback?

Answer:

{
  "WaitForTaskToken": {
    "Type": "WaitForTaskToken",
    "Resource": "arn:aws:states:::lambda:invoke.waitForTaskToken",
    "Parameters": {
      "FunctionName": "my-function",
      "Payload": {
        "token.$": "$$.Task.Token",
        "input.$": "$"
      }
    },
    "Next": "NextStep"
  }
}

Q1092: How do you use Step Functions Map State?

Answer:

{
  "Map": {
    "Type": "Map",
    "ItemsPath": "$.items",
    "ItemProcessor": {
      "Processor": {
        "Type": "Task",
        "Resource": "arn:aws:states:::lambda:invoke",
        "Parameters": {
          "FunctionName": "my-function",
          "Payload": {
            "item.$": "$$"
          }
        }
      }
    },
    "End": true
  }
}

Q1093: How do you implement Step Functions Choice State?

Answer:

{
  "Choice": {
    "Type": "Choice",
    "Choices": [
      {
        "Variable": "$.status",
        "StringEquals": "success",
        "Next": "SuccessState"
      },
      {
        "Variable": "$.status",
        "StringEquals": "failed",
        "Next": "FailureState"
      }
    ],
    "Default": "DefaultState"
  }
}

Q1094: How do you use Step Functions Intrinsic Functions?

Answer:

{
  "Comment": "Using intrinsic functions",
  "States": {
    "Merge": {
      "Type": "Pass",
      "Parameters": {
        "combined.$": "States.Array($.arr1, $.arr2)"
      },
      "End": true
    }
  }
}

Q1095: How do you implement Step Functions Error Handling?

Answer:

{
  "TryCatch": {
    "Type": "Parallel",
    "Branches": [
      {
        "StartAt": "MainTask",
        "States": {
          "MainTask": {
            "Type": "Task",
            "Resource": "arn:aws:states:::lambda:invoke",
            "End": true
          }
        }
      }
    ],
    "Catch": [{
      "ErrorEquals": ["States.ALL"],
      "Next": "ErrorHandler"
    }],
    "End": true
  }
}

Advanced Kinesis Scenarios

Q1096: How do you implement Kinesis Data Analytics?

Answer:

# Create application
aws kinesisanalyticsv2 create-application \
  --application-name my-analytics \
  --runtime FLINK_1_11 \
  --service-execution-role-arn role-arn \
  --application-code "SELECT * FROM SOURCE_SQL_STREAM_001"

Q1097: How do you use Kinesis Enhanced Fan-out?

Answer:

# Use enhanced fan-out consumer
kinesis = boto3.client('kinesis')

shard_iterator = kinesis.get_shard_iterator(
    StreamName='my-stream',
    ShardId='shard-000',
    ShardIteratorType='LATEST'
)['ShardIterator']

# Register consumer
kinesis.register_stream_consumer(
    StreamARN='arn:aws:kinesis:stream/my-stream',
    ConsumerName='my-consumer'
)

Q1098: How do you implement Kinesis Scaling?

Answer:

# Split shard
aws kinesis split-shard \
  --stream-name my-stream \
  --shard-to-split shard-id-000 \
  --new-starting-hash-key 170141183460469231731687303715884105728

# Merge shards
aws kinesis merge-shards \
  --stream-name my-stream \
  --shard-to-merge shard-id-000 \
  --adjacent-shard-to-merge shard-id-001

Q1099: How do you use Kinesis Connector Factory?

Answer:

Use Kinesis Producer Library (KPL)

Or use Kinesis Data Firehose with transformation

aws firehose create-delivery-stream
—delivery-stream-name my-stream
—s3-destination-configuration ’{ “RoleARN”: “role-arn”, “BucketARN”: “arn:aws:s3:::bucket” }‘

### Q1100: How do you implement Kinesis Metrics Monitoring?
**Answer:**
# Enable enhanced metrics
aws kinesis enhance-metrics \
  --stream-name my-stream \
  --shard-level-metrics "IncomingBytes,OutgoingBytes,IteratorAgeMilliseconds"

Additional Interview Questions 1101-1200

Q1101: How do you implement SQS Delay Queues?

Answer:

sqs.create_queue(
    QueueName='delayed-queue',
    Attributes={'DelaySeconds': '300'}
)

Q1102: How do you use SQS Dead Letter Queues?

Answer:

# Configure DLQ
sqs.set_queue_attributes(
    QueueUrl='https://sqs.../main-queue',
    Attributes={
        'RedrivePolicy': json.dumps({
            'deadLetterTargetArn': 'arn:aws:sqs:...:dlq',
            'maxReceiveCount': 5
        })
    }
)

Answer:

# Subscribe with filter
sns.subscribe(
    TopicArn=topic_arn,
    Protocol='lambda',
    NotificationEndpoint=func_arn,
    FilterPolicy={'eventType': ['order_created', 'order_updated']}
)

Answer:

Create FIFO topic

sns.create_topic( Name=‘my-topic.fifo’, Attributes={ ‘FifoTopic’: ‘true’, ‘ContentBasedDeduplication’: ‘true’ } )

### Q1105: How do you implement SQS Long Polling?
**Answer:**
```python
# Receive with long polling
response = sqs.receive_message(
    QueueUrl=queue_url,
    MaxNumberOfMessages=10,
    WaitTimeSeconds=20
)

Q1106: How do you use SQS Message Attributes?

Answer:

# Send with attributes
sqs.send_message(
    QueueUrl=queue_url,
    MessageBody='message',
    MessageAttributes={
        'Author': {
            'StringValue': 'John',
            'DataType': 'String'
        }
    }
)

Answer:

# Subscribe to topic
aws sns subscribe \
  --topic-arn topic-arn \
  --protocol https \
  --notification-endpoint https://my-endpoint.com/webhook

Answer:

Enable message tracing

aws sns set-topic-attributes
—topic-arn topic-arn
—attribute-name TracingConfig
—attribute-value “PassThrough”

### Q1109: How do you implement SQS Batch Operations?
**Answer:**
```python
# Delete batch
entries = [{'Id': str(i), 'ReceiptHandle': handles[i]} for i in range(len(handles))]
sqs.delete_message_batch(QueueUrl=queue_url, Entries=entries)

Answer:

Create platform application

sns.create_platform_application( Name=‘my-app’, Platform=‘GCM’, Attributes={‘PlatformCredential’: ‘api-key’} )

### Q1111: How do you implement Kinesis Security?
**Answer:**
# Enable server-side encryption
aws kinesis enable-stream-encryption \
  --stream-name my-stream \
  --encryption-type KMS \
  --kms-key-id key-id

Q1112: How do you use Kinesis Stream Tags?

Answer:

# Add tags
aws kinesis add-tags-to-stream \
  --stream-name my-stream \
  --tags Team=Engineering,Environment=Production

Q1113: How do you implement DynamoDB Streams?

Answer:

# Enable streams
aws dynamodb update-table \
  --table-name my-table \
  --stream-specification '{
    "StreamEnabled": true,
    "StreamViewType": "NEW_AND_OLD_IMAGES"
  }'

Q1114: How do you use DynamoDB Backup/Restore?

Answer:

# Create backup
aws dynamodb create-backup \
  --table-name my-table \
  --backup-name my-backup

# Restore
aws dynamodb restore-table-to-point-in-time \
  --source-table-name my-table \
  --target-table-name my-restored-table

Q1115: How do you implement ElastiCache Redis Clustering?

Answer:

# Create replication group
aws elasticache create-replication-group \
  --replication-group-id my-cluster \
  --num-cache-clusters 3 \
  --automatic-failover-enabled \
  --multi-az-enabled \
  --engine redis

Q1116: How do you use ElastiCache Global Datastore?

Answer:

# Create global datastore
aws elasticache create-global-replication-group \
  --global-replication-group-id my-global \
  --replication-group-id primary-cluster \
  --at-rest-encryption-enabled

Q1117: How do you implement RDS Automated Backups?

Answer:

# Configure backup
aws rds modify-db-instance \
  --db-instance-identifier my-db \
  --backup-retention-period 30 \
  --preferred-backup-window "03:00-04:00"

Q1118: How do you use RDS Cross-Region Read Replicas?

Answer:

# Create cross-region replica
aws rds create-db-instance-read-replica \
  --db-instance-identifier replica-us-west \
  --source-db-instance-arn primary-arn \
  --region us-west-2

Q1119: How do you implement Aurora Global Database?

Answer:

# Add region to Aurora cluster
aws rds create-db-cluster \
  --db-cluster-identifier secondary-cluster \
  --engine aurora \
  --global-cluster-identifier global-cluster

Q1120: How do you use RDS Performance Insights?

Answer:

# Enable Performance Insights
aws pi create-performance-insights-analysis \
  --service-type RDS \
  --identifier db-instance-id

Q1121: How do you implement OpenSearch Access Control?

Answer:

# Create domain with fine-grained access
aws opensearch create-domain \
  --domain-name my-domain \
  --cluster-config '{"InstanceType":"t3.small.search"}' \
  --access-policies '{"Version":"2012-10-17","Statement":[{"Effect":"Allow","Principal":"*","Action":"es:*","Resource":"arn:aws:es:us-east-1:account:domain/my-domain/*"}]}'

Q1122: How do you use OpenSearch Dashboards?

Answer:

Access via console or configure SAML:

aws opensearch update-domain-config
—domain-name my-domain
—saml-options ’{“Enabled”:true,“Idp”:{“MetadataContent”:“metadata”,“EntityId”:“entity”}}‘

### Q1123: How do you implement Redshift Serverless?
**Answer:**
```bash
# Create namespace
aws redshift create-namespace \
  --namespace-name my-namespace \
  --admin-user-name admin \
  --admin-user-password password

Q1124: How do you use Redshift RA3?

Answer:

Use RA3 instances for managed storage

Pay for compute and managed storage separately

aws redshift create-cluster
—cluster-type multi-node
—node-type ra3.xlplus
—number-of-nodes 2

### Q1125: How do you implement Redshift Spectrum?
**Answer:**
```sql
-- Create external table
CREATE EXTERNAL TABLE spectrum.sales (
  sale_id INT,
  amount DECIMAL(10,2)
)
STORED AS PARQUET
LOCATION 's3://bucket/path/';

Q1126: How do you use Glue Data Catalog?

Answer:

# Create database
aws glue create-database \
  --database-input '{"Name":"mydb"}'

# Create table
aws glue create-table \
  --database-name mydb \
  --table-input '{"Name":"mytable","StorageDescriptor":{"Location":"s3://bucket/table/"}}'

Q1127: How do you implement Glue Job Bookmarks?

Answer:

# Enable job bookmarks
job = GlueContext(sc).create_dynamic_frame.from_options(
    connection_type="s3",
    format="json",
    connection_options={"paths": ["s3://bucket/data"], "jobBookmarkKeys": ["timestamp"]}
)

Q1128: How do you use Athena Views?

Answer:

CREATE VIEW sales_by_category AS
SELECT category, SUM(amount) as total
FROM sales
GROUP BY category;

Q1129: How do you implement Lake Formation Permissions?

Answer:

# Grant table permissions
aws lakeformation grant-permissions \
  --principal DataLakePrincipalIdentifier=user@example.com \
  --permissions SELECT \
  --resource '{"Table":{"DatabaseName":"mydb","TableName":"table1"}}'

Q1130: How do you use QuickSight Embedding?

Answer:

# Generate embed URL
quicksight = boto3.client('quicksight')
response = quicksight.get-dashboard-embed-url(
    AwsAccountId='123456789012',
    DashboardId='dashboard-id',
    IdentityType='IAM'
)

Q1131: How do you implement CloudWatch Synthetics?

Answer:

# Create canary
aws synthetics create-canary \
  --name my-canary \
  --schedule-expression "rate(5 minutes)" \
  --code-handler index.js \
  --runtime-version syn-nodejs-puppeteer-3.0

Q1132: How do you use CloudWatch Contributor Insights?

Answer:

# Create insight rule
aws cloudwatch put-insight-rule \
  --rule-name my-rule \
  --rule '{"schema":{"root":"LogGroup","fields":[{"field":"@timestamp"}]}}'

Q1133: How do you implement CloudWatch Evidently?

Answer:

# Create feature
aws evidently create-feature \
  --project my-project \
  --name my-feature \
  --variations '[{"name":"control","value":{"boolValue":false}},{"name":"treatment","value":{"boolValue":true}}]'

Q1134: How do you use CloudWatch RUM?

Answer:

# Create app monitor
aws rum create-app-monitor \
  --name my-monitor \
  --domain-allow-list '["example.com"]'

Q1135: How do you implement CloudWatch Metric Streams?

Answer:

# Create metric stream
aws cloudwatch put-metric-stream \
  --name my-stream \
  --role-arn role-arn \
  --firehose-arn firehose-arn

Q1136: How do you use X-Ray Sampling Rules?

Answer:

# Create sampling rule
aws xray put-sampling-rules \
  --sampling-rule-documents '[{
    "RuleName": "default",
    "FixedRate": 0.1,
    "ReservoirSize": 5,
    "ServiceName": "*",
    "ServiceType": "*"
  }]'

Q1137: How do you implement Cost Explorer Budgets?

Answer:

# Create budget
aws budgets create-budget \
  --account-id 123456789012 \
  --budget '{
    "BudgetName": "monthly",
    "BudgetLimit": {"Amount": "1000", "Unit": "USD"},
    "TimeUnit": "MONTHLY"
  }'

Q1138: How do you use AWS Config Conformance Packs?

Answer:

# Create conformance pack
aws configservice put-conformance-pack \
  --conformance-pack-name security \
  --template-s3-uri s3://bucket/template.yaml

Q1139: How do you implement GuardDuty Findings?

Answer:

# Get findings
aws guardduty list-findings \
  --detector-id detector-id \
  --finding-criteria '{"Criterion":{"severity":{"Eq":["4","5"]}}}'

Q1140: How do you use Security Hub Standards?

Answer:

# Enable standard
aws securityhub enable-standards \
  --standards-arn "arn:aws:securityhub:::ruleset/cis-aws-foundations-benchmark/v/1.2.0"

Q1141: How do you implement Detective Behavioral Graph?

Answer:

# Enable Detective
aws detective create-graph \
  --auto-enable-accounts

# Create member invitation
aws detective create-members \
  --graph-arn graph-arn \
  --accounts '[{"AccountId":"123456789012","EmailAddress":"admin@example.com"}]'

Q1142: How do you use Macie Classification Jobs?

Answer:

# Create job
aws macie2 create-classification-job \
  --job-type ONE_TIME \
  --name my-job \
  --s3-job-definition '{
    "bucketDefinitions": [{"accountId":"123456789012","buckets":["my-bucket"]}]
  }'

Q1143: How do you implement Inspector Scanning?

Answer:

# Enable Inspector
aws inspector2 enable \
  --account-ids 123456789012

# List findings
aws inspector2 list-findings \
  --filter-criteria '{"severity":[{"comparison":"EQUALS","value":"CRITICAL"}]}'

Q1144: How do you use Network Firewall Stateful Rules?

Answer:

# Create rule group
aws network-firewall create-rule-group \
  --rule-group-name my-rules \
  --type STATEFUL \
  --capacity 100 \
  --rule-group '{
    "RuleDefinitions": [{
      "MatchAttributes": {"protocols":[6], "source":{"AddressDefinition":"10.0.0.0/8"}},
      "Actions": ["PASS"]
    }]
  }'

Q1145: How do you implement WAF Rate-Based Rules?

Answer:

# Create rate-based rule
aws wafv2 create-rule \
  --name my-rate-rule \
  --scope REGIONAL \
  --rate-limit 2000 \
  --rate-key IP \
  --priority 1

Q1146: How do you use Shield Advanced Protection?

Answer:

# Enable Shield Advanced
# Add protection to resource
aws shield associate-drt-log-bucket \
  --log-bucket bucket-name

Q1147: How do you implement AWS Network Firewall Policy?

Answer:

# Create firewall policy
aws network-firewall create-firewall-policy \
  --firewall-policy-name my-policy \
  --rule-group-arns [group-arn] \
  --stateful-rule-options '{"RuleOrder":"DEFAULT_ACTION_ORDER"}'

Q1148: How do you use Secrets Manager Rotation?

Answer:

# Create secret with Lambda rotation
secretsmanager.create_secret(
    Name='db-creds',
    SecretString='{"username":"admin","password":"pass"}',
    RotationLambdaARN='arn:lambda:rotation-function',
    RotationRules={'AutomaticallyAfterDays': 30}
)

Q1149: How do you implement Parameter Store Hierarchy?

Answer:

# Create hierarchical parameter
aws ssm put-parameter \
  --name /myapp/production/database/host \
  --value "db.example.com" \
  --type String

# Get parameter
aws ssm get-parameter --name /myapp/production/database/host --with-decryption

Q1150: How do you use Systems Manager Automation?

Answer:

# Run automation document
aws ssm start-automation-execution \
  --document-name AWS-RestartEC2Instance \
  --parameters '{"InstanceId":["i-12345"]}'

Q1151: How do you implement Session Manager Logging?

Answer:

# Configure S3 logging
aws ssm update-service-setting \
  --setting-id arn:aws:ssm:us-east-1:123456789012:servicesetting/ssm/parameter-store/s3-bucket \
  --setting-value bucket-name

Q1152: How do you use Patch Manager Baseline?

Answer:

# Create patch baseline
aws ssm create-patch-baseline \
  --name "Windows Baseline" \
  --operating-system WINDOWS \
  --patch-filters '[{"Key":"PRODUCT","Values":["WindowsServer2022"]}]'

Q1153: How do you implement State Manager?

Answer:

# Create association
aws ssm create-association \
  --name "AWS-ConfigureCloudWatch" \
  --targets '[{"Key":"tag:Environment","Values":["Production"]}]'

Q1154: How do you use Inventory Collection?

Answer:

# Configure inventory
aws ssm put-inventory \
  --instance-id i-12345 \
  --items '[{"TypeName":"AWS:Application","SchemaVersion":"1.0","Content":[{"Name":"my-app"}]}]'

Q1155: How do you implement Maintenance Windows?

Answer:

# Create maintenance window
aws ssm create-maintenance-window \
  --name "Weekly Patching" \
  --schedule "cron(0 2 ? * SUN *)" \
  --duration 4 \
  --cutoff 1

Q1156: How do you use OpsCenter?

Answer:

# Create OpsItem
aws ssm create-ops-item \
  --title "Database CPU High" \
  --description "CPU utilization above 90%" \
  --priority 2 \
  --operational-data '{"key":{"Value":"value"}}'

Q1157: How do you implement Explorer?

Answer:

# Enable AWS Explorer
aws ssm describe-ops-items \
  --ops-item-filters '[{"Key":"Status","Values":["Open"]}]'

Q1158: How do you use Incident Manager?

Answer:

# Create incident
aws ssm-incidents create-incident \
  --title "Database Outage" \
  --impact-level 2 \
  --incident-template '{"dedupeString":"unique-id","notificationTargets":[{"snsTopicArn":"arn:sns"}]}'

Q1159: How do you implement AppConfig Extensions?

Answer:

# Create extension
aws appconfig create-extension \
  --name my-extension \
  --actions '[{"Name":"my-action","Uri":"arn:aws:lambda:function"}]'

Q1160: How do you use Service Catalog Products?

Answer:

# Create product
aws servicecatalog create-product \
  --name "Web Server" \
  --owner "IT" \
  --product-type CLOUD_FORMATION_TEMPLATE \
  --provisioning-artifact-parameters '{"Name":"v1","Description":"Web server"}'

Q1161: How do you implement AWS CodeStar Notifications?

Answer:

# Create notification rule
aws codestar-notifications create-notification-rule \
  --name my-rule \
  --event-type-id "codepipeline.pipeline-pipeline-execution-succeeded" \
  --target '{"Type":"SNS","TargetAddress":"arn:sns"}'

Q1162: How do you use CodeStar Connections?

Answer:

# Create connection
aws codestar-connections create-connection \
  --connection-name my-connection \
  --provider-type GitHub

# Use in pipeline
aws codepipeline create-pipeline \
  --source-action '{
    "configuration": {"ConnectionArn":"arn:connection","Owner":"owner","Repo":"repo","Branch":"main"}
  }'

Q1163: How do you implement CodeCatalyst?

Answer:

Use CodeCatalyst console:

1. Create project

2. Connect repository

3. Create Dev Environment

4. Set up workflow

### Q1164: How do you use Proton Templates?
**Answer:**
```bash
# Create service template
aws proton create-service-template \
  --name "ecs-service" \
  --display-name "ECS Service"

Q1165: How do you implement Amplify Hosting?

Answer:

Use Amplify Console:

1. Connect repository

2. Build settings

3. Branch deployments

4. Pull request previews

### Q1166: How do you use CodeBuild Report Groups?
**Answer:**
```bash
# Create report group
aws codebuild create-report-group \
  --name my-reports \
  --type TEST

# Create report
aws codebuild create-report \
  --name my-report \
  --report-group-ar-n [report-group-arn]

Q1167: How do you implement Cloud9 Development?

Answer:

# Create environment
aws cloud9 create-environment-ec2 \
  --name my-environment \
  --instance-type t3.micro

Q1168: How do you use SAM Accelerate?

Answer:

# Sync local changes
sam sync --stack-name my-stack --watch

Q1169: How do you implement CDK Toolkit?

Answer:

# Bootstrap account
cdk bootstrap

# Deploy stack
cdk deploy

# Synthesize
cdk synth

Q1170: How do you use AWS CLI Profiles?

Answer:

# Configure profile
aws configure --profile production

# Use profile
aws s3 ls --profile production

Q1171: How do you implement AWS SDK for Python?

Answer:

import boto3

ec2 = boto3.resource('ec2')

# Create instance
instance = ec2.create_instances(
    ImageId='ami-12345',
    InstanceType='t3.micro',
    MinCount=1,
    MaxCount=1
)[0]

Q1172: How do you use boto3 Session?

Answer:

# Create session
session = boto3.Session(
    region_name='us-east-1',
    aws_access_key_id='key',
    aws_secret_access_key='secret'
)

# Get client
s3 = session.client('s3')

Q1173: How do you implement AWS CLI jq?

Answer:

Combine CLI with jq

aws ec2 describe-instances | jq ’.Reservations[].Instances[] | {Id: .InstanceId, State: .State.Name}‘

### Q1174: How do you use AWS Vault?
**Answer:**
```bash
# Store credentials
aws-vault exec production -- aws s3 ls

# Add credentials
aws-vault add production

Answer:

# Configure SSO
aws configure sso

# Login
aws sso login --profile dev

# Use profile
aws s3 ls --profile dev

Q1176: How do you use AWS MGN?

Answer:

# Initialize MGN
aws mgn initialize-service

# Create source server
aws mgn create-source-server \
  --source-server-id i-12345

Q1177: How do you implement Application Discovery Service?

Answer:

# Start agentless discovery
aws discovery start-agentless-connection

# Get agents
aws discovery list-agents

Q1178: How do you use Migration Hub Refactor Spaces?

Answer:

# Create application
aws mgh create-application \
  --name my-app

Q1179: How do you implement Database Migration Service?

Answer:

# Create endpoint
aws dms create-endpoint \
  --endpoint-identifier my-source \
  --endpoint-type source \
  --engine-name mysql \
  --mysql-settings '{"Username":"admin","Password":"pass","ServerName":"db.example.com"}'

Q1180: How do you use Schema Conversion Tool?

Answer:

Run SCT locally:

1. Connect to source database

2. Connect to target

3. Run assessment

4. Convert schema

### Q1181: How do you implement DataSync Agent?
**Answer:**
```bash
# Create agent activation
aws datasync create-agent \
  --agent-name my-agent

Q1182: How do you use Transfer Family?

Answer:

# Create server
aws transfer create-server \
  --protocols SFTP \
  --identity-provider-type SERVICE_MANAGED

Q1183: How do you implement Storage Gateway?

Answer:

# Create file gateway
aws storagegateway create-gateway \
  --gateway-name my-gateway \
  --gateway-type FILE_S3

Q1184: How do you use Snow Family Devices?

Answer:

# Create job
aws snowball create-job \
  --job-type EXPORT \
  --address-id address-id

Q1185: How do you implement Outposts Installation?

Answer:

Contact AWS Outposts:

1. Order Outpost

2. AWS delivers and installs

3. Register in console

4. Deploy workloads

### Q1186: How do you use Local Zones?
**Answer:**
```bash
# Describe Local Zones
aws ec2 describe-availability-zones \
  --filters "Name=zone-type,Values=local-zone"

Q1187: How do you implement Wavelength Zones?

Answer:

# Create subnet in Wavelength Zone
aws ec2 create-subnet \
  --vpc-id vpc-123 \
  --cidr-block 10.0.1.0/24 \
  --availability-zone us-east-1-wl1-nyc-wl-1

Q1188: How do you use AWS Global Accelerator?

Answer:

# Create accelerator
aws globalaccelerator create-accelerator \
  --name my-accelerator

Q1189: How do you implement Direct Connect Gateway?

Answer:

# Create gateway
aws directconnect create-direct-connect-gateway \
  --direct-connect-gateway-name my-gateway

Q1190: How do you use VPN CloudHub?

Answer:

# Create VPN with multiple sites
aws ec2 create-vpn-connection \
  --customer-gateway-id cgw-123 \
  --type ipsec.1 \
  --vpn-gateway-id vpg-123 \
  --options '{"CloudHub":{"Enabled":true,"RemoteIpes":["10.0.0.0/16","192.168.0.0/16"]}}'

Q1191: How do you implement Transit Gateway DMZ?

Answer:

# Create Transit Gateway with route tables
aws ec2 create-transit-gateway \
  --description "DMZ TGW" \
  --options '{"AmazonAsn":64512,"AutoAcceptSharedAttachments":"enable"}'

Q1192: How do you use PrivateLink Service?

Answer:

# Create VPC endpoint service
aws ec2 create-vpc-endpoint-service-configuration \
  --service-name com.amazonaws.us-east-1.my-service \
  --network-load-balancer-arns [nlb-arn]

Q1193: How do you implement VPC Mirror?

Answer:

# Create traffic mirror session
aws ec2 create-traffic-mirror-session \
  --network-interface-id eni-123 \
  --traffic-mirror-target-id tmt-123 \
  --traffic-mirror-filter-id tmf-123 \
  --session-number 1

Q1194: How do you use DNS Firewall?

Answer:

# Create firewall rule group
aws route53resolver create-firewall-rule-group \
  --name my-rules

# Add rules
aws route53resolver create-firewall-rule \
  --name block-malware \
  --firewall-rule-group-id group-id \
  --action BLOCK \
  --block-response NODATA

Q1195: How do you implement IPAM?

Answer:

# Create IPAM
aws ec2 create-ipam \
  --description "IPAM" \
  --operating-regions '[{"RegionName":"us-east-1"}]'

Q1196: How do you use VPC Reachability Analyzer?

Answer:

# Analyze path
aws network-insights-analyzer start-path-analysis \
  --source '{"ComponentId":"i-12345"}' \
  --destination '{"ComponentId":"i-67890"}'

Q1197: How do you implement Network Access Analyzer?

Answer:

# Start network access analysis
aws network-insights-analyzer start-network-insights-analysis \
  --network-insights-path-config '{"Source":{"AccountId":"123456789012","ResourceType":"ec2-instance","Id":"i-123"},"Destination":{"AccountId":"123456789012","ResourceType":"ec2-instance","Id":"i-456"}}'

Q1198: How do you use Internet Monitor?

Answer:

# Create monitor
aws internetmonitor create-monitor \
  --monitor-name my-monitor \
  --internet-measurements-log-delivery '{
    "s3Config":{"bucketName":"my-bucket"}
  }'

Q1199: How do you implement VPC Lattice?

Answer:

# Create service network
aws vpc-lattice create-service-network \
  --name my-network

# Create service
aws vpc-lattice create-service \
  --name my-service

Q1200: How do you use Verified Access?

Answer:

# Create Verified Access group
aws ec2 create-verified-access-group \
  --description "Corporate apps" \
  --tag-specifications 'ResourceType=verified-access-group,Tags=[{Key=Department,Value=IT}]'

Additional Interview Questions 1201-1300

Q1201: How do you implement SageMaker Training?

Answer:

import boto3

sagemaker = boto3.client('sagemaker')

# Create training job
response = sagemaker.create_training_job(
    TrainingJobName='my-job',
    AlgorithmSpecification={'TrainingImage': 'image-uri', 'TrainingInputMode': 'File'},
    RoleArn='role-arn',
    InputDataConfig=[{'ChannelName': 'train', 'DataSource': {'S3DataSource': {'S3Uri': 's3://bucket/'}}}],
    OutputDataConfig={'S3OutputPath': 's3://output/'},
    ResourceConfig={'InstanceType': 'ml.m5.xlarge', 'InstanceCount': 1},
    StoppingCondition={'MaxRuntimeInSeconds': 3600}
)

Q1202: How do you use SageMaker Endpoints?

Answer:

# Create endpoint config
sagemaker.create_endpoint_config(
    EndpointConfigName='config-name',
    ProductionVariants=[{
        'VariantName': 'variant',
        'ModelName': 'model-name',
        'InstanceType': 'ml.m5.xlarge',
        'InitialInstanceCount': 1
    }]
)

# Deploy
sagemaker.create_endpoint(
    EndpointName='endpoint-name',
    EndpointConfigName='config-name'
)

Q1203: How do you implement SageMaker Neo?

Answer:

# Compile model
sagemaker.create_compilation_job(
    CompilationJobName='my-job',
    RoleArn='role-arn',
    InputConfig={
        'S3Uri': 's3://input/model.tar.gz',
        'DataInputConfig': '{"input": [1,224,224,3]}',
        'Framework': 'TENSORFLOW'
    },
    OutputConfig={
        'S3OutputLocation': 's3://output/',
        'TargetDevice': 'ml_armnn'
    }
)

Q1204: How do you use SageMaker Ground Truth?

Answer:

# Create labeling job
sagemaker.create_labeling_job(
    JobName='my-job',
    LabelAttributeName='labels',
    InputConfig={
        'DataSource': {'S3DataUri': 's3://input/'}
    },
    OutputConfig={
        'S3OutputPath': 's3://output/'
    },
    RoleArn='role-arn',
    LabelingJobAlgorithmSpecification={
        'LabelingJobAlgorithmArn': 'arn:aws:sagemaker:region:algorithm:labeling-job'
    }
)

Q1205: How do you implement Rekognition Image Analysis?

Answer:

import boto3

rekognition = boto3.client('rekognition')

# Detect labels
response = rekognition.detect_labels(
    Image={'S3Object': {'Bucket': 'my-bucket', 'Name': 'image.jpg'}},
    MaxLabels=10,
    MinConfidence=80
)

Q1206: How do you use Rekognition Video Analysis?

Answer:

# Start label detection
response = rekognition.start_label_detection(
    Video={'S3Object': {'Bucket': 'my-bucket', 'Name': 'video.mp4'}},
    MinConfidence=80
)

# Get results
results = rekognition.get_label_detection(JobId=response['JobId'])

Q1207: How do implement Textract Document Analysis?

Answer:

# Analyze document
response = textract.analyze_document(
    Document={'S3Object': {'Bucket': 'bucket', 'Name': 'doc.pdf'}},
    FeatureTypes=['TABLES', 'FORMS']
)

# Get tables
for block in response['Blocks']:
    if block['BlockType'] == 'TABLE':
        print(block['Id'])

Q1208: How do you use Transcribe Medical?

Answer:

# Start medical transcription
transcribe.start_medical_transcription_job(
    MedicalTranscriptionJobName='my-job',
    LanguageCode='en-US',
    MediaFormat='mp4',
    Media={'MediaFileUri': 's3://bucket/audio.mp4'},
    OutputBucketName='output-bucket',
    Specialty='PRIMARYCARE'
)

Q1209: How do you implement Translate Custom Terminology?

Answer:

# Upload terminology
translate.import_terminology(
    Name='my-terminology',
    MergeStrategy='OVERWRITE',
    TerminologyData={
        'FileUri': 's3://bucket/terminology.csv',
        'Format': 'CSV'
    }
)

Q1210: How do you use Comprehend Medical?

Answer:

# Detect entities
response = comprehendmedical.detect_entities_v2(
    Text="Patient has diabetes and takes Metformin 500mg twice daily"
)

# Get ICD-10 codes
icd = comprehendmedical.detect_icd10_cm(
    Text="Patient has diabetes"
)

Q1211: How do you implement Lex Bot Creation?

Answer:

# Create intent
lex.create_intent(
    intentName='OrderFlowers',
    description='Order flowers',
    sampleUtterances=['I want to order flowers', 'Order flowers'],
    fulfillmentActivity={'type': 'CodeHook', 'codeHook': {'uri': 'lambda-arn', 'messageVersion': '1.0'}}
)

Q1212: How do you use Kendra Index?

Answer:

# Create data source
kendra.create_data_source(
    IndexId='index-id',
    Name='my-ds',
    Type='S3',
    DataSourceConfiguration={'S3Configuration': {'BucketName': 'bucket'}}
)

Q1213: How do you implement Personalize Campaigns?

Answer:

# Create solution
personalize.create_solution(
    name='my-solution',
    datasetGroupArn='group-arn',
    recipeArn='arn:aws:personalize:::recipe/user-personalization'
)

# Create campaign
personalize.create_campaign(
    name='my-campaign',
    solutionVersionArn='version-arn',
    minProvisionedTPS=1
)

Q1214: How do you use Forecast Predictor?

Answer:

# Create dataset
forecast.create_dataset(
    Domain='RETAIL',
    DatasetType='TARGET_TIME_SERIES',
    DatasetName='my-dataset'
)

Q1215: How do you implement Lookout for Equipment?

Answer:

# Create dataset
lookoutequipment.create_dataset(
    DatasetName='my-dataset',
    DatasetSchema={'Components': [{'Name': 'timestamp', 'Type': 'TIMESTAMP'}, {'Name': 'value', 'Type': 'MEASURE'}]}
)

Q1216: How do you use DevOps Guru Anomaly Detection?

Answer:

# Enable DevOps Guru
aws devops-guru enable-resource-collection

# Get insights
aws devops-guru list-insights --region us-east-1

Q1217: How do you implement CodeGuru Profiler?

Answer:

import aws_cg_profiler

profiler = aws_cg_profiler.Profiler(
    profiling_group_name='my-group'
)

with profiler:
    # Code to profile
    process_data()

Q1218: How do you use CodeGuru Reviewer?

Answer:

# Associate repository
aws codeguru-reviewer associate-repository \
  --repository '{"CodeCommit":{"Name":"my-repo"}}'

Q1219: How do you implement IoT Core Policies?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Action": ["iot:Publish", "iot:Subscribe"],
    "Resource": "arn:aws:iot:us-east-1:123456789012:topic/my-topic"
  }]
}

Q1220: How do you use IoT Things Graph?

Answer:

# Create flow template
iotthingsgraph.create_flow_template(
    Definition={'flowTemplate': {...}}
)

Q1221: How do you implement IoT Analytics Datasets?

Answer:

# Create dataset
iotanalytics.create_dataset(
    datasetName='my-dataset',
    actions=[{
        'actionName': 'query',
        'queryAction': {'sqlQuery': 'SELECT * FROM my_datastore'}
    }]
)

Q1222: How do you use IoT Events Detector?

Answer:

# Create detector model
iotevents.create_detector_model(
    detectorModelName='my-detector',
    detectorModelDefinition={...}
)

Q1223: How do you implement Greengrass V2?

Answer:

# Install Greengrass nucleus
wget -r -O installer https://d2c8v6ly9rlygo.cloudfront.net/latest/bin

# Install
sudo ./installer auto

Q1224: How do you use SiteWise Portal?

Answer:

# Create portal
sitewise.create-portal(
    portalName='my-portal',
    portalAuthMode='IAM'
)

Q1225: How do you implement IoT Fleet Hub?

Answer:

# Create application
aws iotfleethub create-application \
  --application-name my-app \
  --role-arn role-arn

Q1226: How do you use IoT Device Tester?

# Run qualification test
./iddt qualification test --framework-details --aws-region us-east-1

Q1227: How do you implement Amazon Chime SDK?

# Create meeting
chime.create_meeting(
    ClientRequestToken='unique-token',
    MediaRegion='us-east-1'
)

Q1228: How do you use Chime Bot?

# Create bot for channel
aws chime create-bot \
  --account-id account-id \
  --display-name my-bot \
  --domain domain

Q1229: How do you implement Connect Instance?

# Create instance
aws connect create-instance \
  --instance-name my-instance \
  --instance-type ContactCenter

Q1230: How do you use Connect Flows?

# Create contact flow
aws connect create-contact-flow \
  --instance-id instance-id \
  --name "Inbound Flow" \
  --type CONTACT_FLOW \
  --content file://flow.json

Q1231: How do implement WorkMail Organization?

# Create organization
aws workmail create-organization \
  --alias my-org

Q1232: How do you use Pinpoint Campaigns?

# Create segment
pinpoint.create_segment(
    ApplicationId='app-id',
    SegmentRequest={'Name': 'my-segment'}
)

# Create campaign
pinpoint.create_campaign(
    ApplicationId='app-id',
    WriteTreatmentRequest={'Name': 'my-campaign', 'Treatment': [{'TreatmentName': 'v1'}]}
)

Q1233: How do you implement SES Templates?

# Create template
ses.create_template(
    Template={
        'TemplateName': 'my-template',
        'SubjectPart': 'Welcome {{name}}',
        'TextPart': 'Hello {{name}}, welcome!',
        'HtmlPart': '<h1>Hello {{name}}!</h1>'
    }
)

# Create platform application
sns.create_platform_application(
    Name='my-app',
    Platform='APNS',
    PlatformCredential='certificate'
)

Q1235: How do you implement SQS FIFO Queues?

# Create FIFO queue
sqs.create_queue(
    QueueName='orders.fifo',
    Attributes={
        'FifoQueue': 'true',
        'ContentBasedDeduplication': 'true'
    }
)

Q1236: How do you use EventBridge Schemas?

# Discover schema
aws eventschemas discover-schemas \
  --registry-name my-registry \
  --event-source kinesis

Q1237: How do you implement Step Functions Distributed Map?

{
  "Map": {
    "Type": "Map",
    "ItemProcessor": {
      "Processor": {
        "Type": "Task",
        "Resource": "arn:aws:states:::lambda:invoke",
        "Parameters": {
          "FunctionName": "my-function",
          "Payload": {"item": "$$"}
        }
      }
    },
    "MaxConcurrency": 50,
    "End": true
  }
}

Q1238: How do you use Glue DataBrew?

# Create dataset
aws databrew create-dataset \
  --name my-dataset \
  --source S3 \
  --input file://config.json

Q1239: How do implement Lake Formation Tags?

# Create LF-tag
aws lakeformation create-lf-tag \
  --catalog-id 123456789012 \
  --tag-key department

# Grant permissions
aws lakeformation grant-permissions \
  --principal DataLakePrincipalIdentifier=user@example.com \
  --permissions SELECT \
  --resource '{"LFTags":[{"TagKey":"department","TagValues":["engineering"]}]}'

Q1240: How do you use QuickSight Embedding?

# Generate embed URL
response = quicksight.get-dashboard-embed-url(
    AwsAccountId='123456789012',
    DashboardId='dashboard-id',
    IdentityType='IAM'
)

Q1241: How do you implement Redshift WLM?

# Configure WLM
aws rds create-db-cluster \
  --db-cluster-identifier my-cluster \
  --manage-master-user-password

Q1242: How do you use OpenSearch ML Commons?

# Create model
aws opensearchserverless create-collection \
  --name ml-collection

Q1243: How do implement EMR Serverless?

# Create application
aws emr-serverless create-application \
  --name my-app \
  --type SPARK \
  --release-label emr-7.0

Q1244: How do you use EMR on EKS?

# Register EKS cluster
aws emr-containers update-managed-endpoint \
  --endpoint-name my-endpoint

Q1245: How do you implement MSK Connect?

# Create connector
aws kafkaconnect create-connector \
  --connector-name my-connector \
  --connector-configuration file://config.json

Q1246: How do you use Managed Kafka?

# Create cluster
aws kafka create-cluster \
  --cluster-name my-cluster \
  --broker-node-group-info '{
    "InstanceType": "kafka.m5.large",
    "ClientSubnets":["subnet-1","subnet-2"]
  }'

Q1247: How do implement EventBridge Pipes Kinesis?

# Create pipe from Kinesis to Lambda
aws eventsv2 create-pipe \
  --name my-pipe \
  --source kinesis \
  --target lambda

Q1248: How do you use App Runner Service?

# Create service
aws apprunner create-service \
  --service-name my-service \
  --source-configuration '{"ImageRepository":{"RepositoryUrl":"image"}}'

Q1249: How do implement EC2 Image Builder?

# Create image recipe
aws imagebuilder create-image-recipe \
  --name my-recipe \
  --parent-image "arn:aws:imagebuilder:aws:image/amazon-linux-2-x86/2023.03.17"

Q1250: How do you use Systems Manager Quick Setup?

# Create Quick Setup configuration
aws ssm create-ops-item \
  --title "Configuration Review"

Additional Interview Questions 1251-1500

Q1251: How do you implement VPC Lattice Service?

# Create service
aws vpc-lattice create-service \
  --service-name my-service

# Register target
aws vpc-lattice register-targets \
  --service-identifier service-id \
  --targets '[{"Id":"i-123","Port":8080}]'

Q1252: How do you use Verified Access Groups?

# Create Verified Access group
aws ec2 create-verified-access-group \
  --description "Corporate access"

Q1253: How do you implement Verified Access Endpoints?

# Create endpoint
aws ec2 create-verified-access-endpoint \
  --verified-access-group-id group-id \
  --attachment-type vpc \
  --domain domain-name \
  --certificate-arn cert-arn

Q1254: How do you use IPAM Pools?

# Create IPAM pool
aws ec2 create-ipam-pool \
  --ipam-scope-id scope-id \
  --address-family ipv4 \
  --allocation-default-netmask-length 24

Q1255: How do you implement IPAM Allocation?

# Allocate IP pool
aws ec2 allocate-ipam-pool-cidr \
  --ipam-pool-id pool-id \
  --netmask-length 26

Q1256: How do you use VPC CIDR Resolver?

# Enable VPC IP Address Manager
aws ec2 enable-vpc-ip-address-manager \
  --region us-east-1

Q1257: How do you implement Network Access Analyzer?

# Start analysis
aws network-insights-analyzer start-network-insights-access-scope-analysis \
  --network-insights-access-scope-id scope-id

Q1258: How do you use Internet Monitor Health Events?

# Get health events
aws internetmonitor get-health-event \
  --monitor-name my-monitor \
  --event-id event-id

Q1259: How do you implement CloudFront Continuous Deployment?

# Create continuous deployment policy
aws cloudfront create-distribution \
  --origin-groups '{
    "Quantity": 1,
    "Items": [{
      "Id": "primary-group",
      "FailoverCriteria": {"StatusCodes": {"Quantity": 2, "Items": [503]}},
      "Members": {"Quantity": 2}
    }]
  }'

Q1260: How do you use Lambda SnapStart?

# Enable SnapStart
aws lambda update-function-configuration \
  --function-name my-function \
  --snap-start ApplyOn=PublishedVersions

Q1261: How do implement Lambda Event Filtering?

# Create event source mapping with filter
aws lambda create-event-source-mapping \
  --function-name my-function \
  --event-source-arn arn:aws:sqs:queue \
  --filter-criteria '{"Filters":[{"Pattern":"{\"body\":{\"action\":[\"create\"]}}"}]}'

Q1262: How do you use Lambda Versioning Aliases?

# Publish version
aws lambda publish-version --function-name my-function

# Create alias
aws lambda create-alias \
  --function-name my-function \
  --name production \
  --function-version 1 \
  --routing-config '{"AdditionalVersionWeights":{"2":0.1}}'

Q1263: How do you implement S3 Lifecycle Expiration?

# Configure lifecycle rule
aws s3api put-bucket-lifecycle-configuration \
  --bucket my-bucket \
  --lifecycle-configuration '{
    "Rules": [{
      "ID": "expiration",
      "Status": "Enabled",
      "ExpirationInDays": 365
    }]
  }'

Q1264: How do you use S3 Object Ownership?

# Set object ownership
aws s3api put-object-ownership \
  --bucket my-bucket \
  --object-ownership BucketOwnerPreferred

Q1265: How do implement S3 Access Point Policy?

# Set access point policy
aws s3control put-access-point-policy \
  --account-id 123456789012 \
  --name my-ap \
  --policy '{"Version":"2012-10-17","Statement":[{"Effect":"Allow","Principal":"*","Action":"s3:GetObject","Resource":"arn:aws:s3:accesspoint:my-ap/object/*"}]}'

Q1266: How do you use EKS Pod Identity Agent?

# Deploy EKS Pod Identity Agent
kubectl apply -f https://raw.githubusercontent.com/aws/eks-pod-identity-webhook/main/deploy.yaml

Q1267: How do implement EKS Cluster Encryption?

# Enable encryption
aws eks create-cluster \
  --name my-cluster \
  --encryption-config '[{"Provider":{"KeyArn":"arn:aws:kms:key/123"},"Resources":["secrets"]}'

Q1268: How do you use EKS Windows Support?

# Add Windows node group
aws eks create-nodegroup \
  --cluster-name my-cluster \
  --nodegroup-name windows \
  --ami-type Windows_Server-2022-English-Full-EKS_Optimized

Q1269: How do implement ECS Task Scale-In Protection?

# Enable scale-in protection
aws ecs update-service \
  --cluster my-cluster \
  --service my-service \
  --enable-execute-command

Q1270: How do you use ECS Service Discovery Integration?

# Create private namespace
aws servicediscovery create-private-dns-namespace \
  --name local

Q1271: How do you implement RDS Optimized Reads?

# Use r6id instances
aws rds create-db-instance \
  --db-instance-identifier my-db \
  --db-instance-class db.r6id.large

Q1272: How do you use RDS Blue/Green Deployments?

# Create blue/green deployment
aws rds create-blue-green-deployment \
  --source-db-instance-identifier my-db \
  --blue-green-deployment-name my-deployment \
  --engine-version 15.4

Q1273: How do implement Aurora Limitless Database?

# Create Aurora Limitless DB
aws rds create-db-cluster \
  --db-cluster-identifier my-cluster \
  --engine aurora-postgresql \
  --serverlessv2-scaling-configuration '{"MinCapacity":2,"MaxCapacity":64}'

Q1274: How do you use DynamoDB Standard-IA Class?

# Update table class
aws dynamodb update-table \
  --table-name my-table \
  --table-class STANDARD_INFREQUENT_ACCESS

Q1275: How do implement DynamoDB Import/Export?

# Import from S3
aws dynamodb import-table \
  --s3-bucket-source Bucket=my-bucket,Key=export \
  --input-format PARQUET

Q1276: How do you use ElastiCache Serverless?

# Create serverless cache
aws elasticache create-serverless-cache \
  --serverless-cache-name my-cache \
  --engine redis

Q1277: How do implement Redshift RA3 Auto Scaling?

# Create RA3 cluster with auto-scaling
aws redshift create-cluster \
  --cluster-type multi-node \
  --node-type ra3.xlplus \
  --number-of-nodes 2

Q1278: How do you use OpenSearch Serverless Collection?

# Create collection
aws opensearchserverless create-collection \
  --name my-collection \
  --type SEARCH

Q1279: How do implement EMR Serverless Jobs?

# Submit job
aws emr-serverless start-job-run \
  --application-id app-id \
  --job-driver '{"sparkSubmit":{"entryPoint":"s3://code/main.py"}}'

Q1280: How do you use Glue Interactive Sessions?

# Start session
aws glue create-session \
  --name my-session \
  --command type=glueetl

Q1281: How do you implement SageMaker Canvas?

# Create canvas application
aws sagemaker create-domain \
  --domain-name my-domain \
  --domain-settings '{"SecurityGroupIdForRStudio":"sg-123"}'

Q1282: How do you use SageMaker JumpStart?

# List available models
aws sagemaker list-models \
  --region us-east-1 \
  --output-table

Q1283: How do implement CodeWhisperer?

# Configure CodeWhisperer
aws codewhisperer create-profile \
  --language python

Q1284: How do you use Bedrock Models?

# List available models
aws bedrock list-foundation-models \
  --by-provider anthropic

Q1285: How do implement Bedrock Agents?

# Create agent
aws bedrock-agent create-agent \
  --agent-name my-agent \
  --foundation-model-model-id anthropic.claude-v2

Q1286: How do you use Q Business?

# Create application
aws qbusiness create-application \
  --name my-app

Q1287: How do implement Supply Chain?

# Create supply chain instance
aws supplychain create-instance \
  --instance-name my-instance

Q1288: How do you use Clean Rooms ML?

# Create collaboration with ML
aws cleanrooms create-collaboration \
  --name my-collab \
  --members '[{"accountId":"111","capabilities":["CAN_USE_ML"]}]'

Q1289: How do implement HealthLake FHIR Import?

# Import FHIR data
aws healthlake create-fhir-import-job \
  --datastore-id datastore-id \
  --input-data-config S3Uri=s3://bucket/data

Q1290: How do you use IoT TwinMaker?

# Create workspace
aws iottwinmaker create-workspace \
  --workspace-id my-workspace

Q1291: How do implement IoT FleetWise?

# Create campaign
aws iotfleetwise create-campaign \
  --name my-campaign

Q1292: How do you use Panorama?

# Create application
aws panorama create-application \
  --name my-app

Q1293: How do implement OpenTelemetry on AWS?

# Install ADOT collector
aws emr create-cluster \
  --applications Name=SPARK,Name=ADOT

Q1294: How do you use AWS Distro for OpenTelemetry?

# Configure ADOT
docker run -d -p 4317:4317 \
  -e AWS_REGION=us-east-1 \
  amazon/aws-otel-collector

Q1295: How do implement Application Signals?

# Enable Application Signals
aws cloudwatch enable-alarm-details

Q1296: How do you use Service Catalog AppRegistry?

# Create application
aws servicecatalog create-application \
  --name my-app

Q1297: How do implement Control Tower Organization?

# Create landing zone
aws controltower create-landing-zone \
  --manifest file://manifest.json

Q1298: How do you use Audit Manager Assessments?

# Create assessment
aws auditmanager create-assessment \
  --name my-assessment \
  --scope-compliance-framework=CIS

Q1299: How do implement Detective Investigations?

# Create investigation
aws detective create-investigation \
  --graph-arn graph-arn \
  --title "Security Investigation"

Q1300: How do you use Security Hub Automation Rules?

# Create automation rule
aws securityhub create-automation-rule \
  --name "Auto-remediation" \
  --criteria '{"Severity":{"Value":["CRITICAL"]}}' \
  --actions '[{"Type":"FINDING_FIELDS_UPDATE","FindingFieldsUpdate":{"Note":{"Text":"Auto-remediated"}}}]'

Questions 1301-1500 continue with more advanced scenarios…

(Note: Due to length limits, questions 1301-1500 would follow similar patterns covering more AWS services including:

Additional ML/AI services
More security configurations
Advanced DevOps practices
More architecture patterns
Edge computing scenarios
Government and compliance specific services
Partner integrations
Industry-specific solutions )