AWS_Practical_Interview_1501 2000

AWS Practical Interview Questions (1501-2000)

Advanced AWS Security Scenarios

Q1501: How do you implement AWS Security Hub Integration?

Answer:

# Enable Security Hub
aws securityhub enable-security-hub \
  --enable-default-standards

# Create custom action
aws securityhub create-action-target \
  --name "Send to remediation" \
  --description "Trigger Lambda remediation"

Q1502: How do you use AWS GuardDuty Malware Protection?

Answer:

# Enable Malware Protection
aws guardduty create-member \
  --detector-id detector-id \
  --account-id member-id

# Enable for EC2
aws guardduty enable-organization-admin-account \
  --admin-account-id admin-id

Q1503: How do you implement AWS Config Conformance Packs?

Answer:

Resources:
  - ConfigRule:
      Type: AWS::Config::ConfigRule
      Properties:
        ConfigRuleName: required-tags
        Source:
          Owner: AWS
          SourceIdentifier: REQUIRED_TAGS

Q1504: How do you use AWS Network Firewall Suricata Rules?

Answer:

# Create rule group with Suricata rules
aws network-firewall create-rule-group \
  --rule-group-name my-rules \
  --type STATEFUL \
  --capacity 1000 \
  --rule-group '{"RuleDefinitions":[{"SuricataRuleAction":"pass","Signature":{"Definition":{"Action":"pass"}}}]}'

Q1505: How do you implement AWS WAF Rule Groups?

Answer:

# Create rule group
aws wafv2 create-rule-group \
  --name my-group \
  --scope REGIONAL \
  --capacity 50 \
  --rules '[{"Name":"rule1","Priority":1,"Statement":{"ByteMatchStatement":{"SearchString":"test","FieldToMatch":{"Body":{}}}},"Action":{"Block":{}}}]'

Advanced AWS Networking Scenarios

Q1506: How do you implement AWS Gateway Load Balancer?

Answer:

# Create Gateway Load Balancer endpoint
aws ec2 create-vpc-endpoint \
  --vpc-id vpc-123 \
  --vpc-endpoint-type GatewayLoadBalancer \
  --service-name com.amazonaws.us-east-1.gwlb \
  --route-table-ids rtb-123

Q1507: How do you use AWS Direct Connect Location?

Answer:

# Create connection at DX location
aws directconnect create-connection \
  --location EqDC2 \
  --bandwidth 1Gbps \
  --connection-name my-connection

Q1508: How do you implement AWS VPN CloudHub?

Answer:

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

Q1509: How do you use AWS Transit Gateway Route Tables?

Answer:

# Create route table
aws ec2 create-transit-gateway-route-table \
  --transit-gateway-id tgw-123

# Associate attachment
aws ec2 associate-transit-gateway-route-table \
  --transit-gateway-attachment-id tgw-attach \
  --transit-gateway-route-table-id rtb-123

# Create route
aws ec2 create-transit-gateway-route \
  --destination-cidr-block 10.0.0.0/8 \
  --transit-gateway-route-table-id rtb-123 \
  --transit-gateway-attachment-id tgw-attach

Q1510: How do you implement AWS PrivateLink Interface Endpoints?

Answer:

# Create Interface endpoint
aws ec2 create-vpc-endpoint \
  --vpc-id vpc-123 \
  --vpc-endpoint-type Interface \
  --service-name com.amazonaws.us-east-1.secretsmanager \
  --subnet-ids subnet-123 subnet-456

Advanced AWS Database Scenarios

Q1511: How do you implement RDS Custom SQL Server?

Answer:

# Create RDS Custom instance
aws rds create-db-instance \
  --db-instance-identifier custom-sql \
  --engine custom-sqlserver-ex \
  --engine-version 15.00.4245.2.v1 \
  --db-instance-class db.r5.large

Q1512: How do you use RDS Optimized Reads?

Answer:

# Enable RDS Optimized Reads (automatic with r6id/r5b)
# Use r6id instances for 2x read throughput

Q1513: How do you implement Aurora Serverless V2?

Answer:

# Create Aurora Serverless V2
aws rds create-db-cluster \
  --db-cluster-identifier my-cluster \
  --engine aurora-postgresql \
  --serverlessv2-scaling-configuration '{
    "MinCapacity": 1,
    "MaxCapacity": 64,
    "AutoPause": false
  }'

Q1514: How do you use Aurora ML Integration?

Answer:

-- Use Aurora ML with SageMaker
SELECT * FROM athena_query('SELECT * FROM my_table');

Q1515: How do you implement DynamoDB Accelerator (DAX) Cluster?

Answer:

# Create DAX cluster
aws dax create-cluster \
  --cluster-name my-dax \
  --node-type dax.r5.large \
  --replication-factor 3 \
  --iam-role-arn role-arn

Advanced AWS Container Scenarios

Q1516: How do you implement ECS Exec with Session Manager?

Answer:

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

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

Q1517: How do you use ECS Service Discovery with Cloud Map?

Answer:

# Create private DNS namespace
aws servicediscovery create-private-dns-namespace \
  --name production.local \
  --vpc vpc-123

# Create service with health checks
aws servicediscovery create-service \
  --name my-service \
  --namespace-id ns-123 \
  --health-check-config '{"Type":"HEALTHY","ResourcePath":"/health"}'

Q1518: How do you implement EKS Secrets Encryption?

Answer:

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

Q1519: How do you use EKS Pod Security Standards?

Answer:

apiVersion: policy/v1beta1
kind: PodSecurityPolicy
metadata:
  name: restricted
spec:
  privileged: false
  seLinuxOptions:
    level: "s0:c123,c456"

Q1520: How do you implement EKS Fargate Spot?

Answer:

# Create Fargate profile with spot capacity
aws eks create-fargate-profile \
  --cluster-name my-cluster \
  --fargate-profile-name my-spot-profile \
  --selectors '[
    {"namespace": "batch", "labels": {"type": "batch"}}
  ]'

Advanced AWS Serverless Scenarios

Q1521: How do you implement Lambda Function URLs with Auth?

Answer:

# Create function URL with IAM auth
aws lambda put-function-url-config \
  --function-name my-function \
  --auth-type AWS_IAM

# Invoke with auth
aws lambda invoke \
  --function-name my-function \
  --cli-binary-format raw-in-base64-out \
  --payload '{"authorization":"Bearer token"}' response.json

Q1522: How do you use Lambda Response Streaming?

Answer:

# Enable response streaming
import json

def handler(event, context):
    def generate():
        for i in range(10):
            yield f"chunk {i}\n"

    return streaming_response(generate())

Q1523: How do you implement Lambda VPC ENI Management?

Answer:

# Configure VPC for Lambda
aws lambda create-function \
  --function-name my-function \
  --vpc-config '{
    "SubnetIds":["subnet-123"],
    "SecurityGroupIds":["sg-123"]
  }' \
  --runtime python3.9 \
  --handler index.handler

Q1524: How do you use Lambda Event Source Mapping Filters?

Answer:

# Create event source with filters
aws lambda create-event-source-mapping \
  --function-name my-function \
  --event-source-arn arn:aws:sqs:us-east-1:123456789012:my-queue \
  --filter-criteria '{"Filters":[{"Pattern":"{\"body\":{\"type\":[\"order\"]}}"}]}'

Q1525: How do you implement Lambda Custom Runtimes?

Answer:

# Create layer with custom runtime
# In Dockerfile:
FROM amazonlinux
RUN yum install -y php74

# Create function using custom runtime
aws lambda create-function \
  --function-name my-function \
  --runtime provided.al2023 \
  --layers layer-arn

Advanced AWS Storage Scenarios

Q1526: How do you implement S3 Access Grants?

Answer:

# Create access grant
aws s3control create-access-grant \
  --account-id 123456789012 \
  --access-grant-id grant-123 \
  --permission READ \
  --access-grant-scope Bucket=my-bucket

Q1527: How do you use S3 Intelligent-Tiering?

Answer:

# Configure Intelligent-Tiering
aws s3api put-bucket-intelligent-tiering-configuration \
  --bucket my-bucket \
  --id my-config \
  --intelligent-tiering-configuration '{
    "Status": "Enabled",
    "Tierings": [
      {"Days": 30, "AccessTier": "STANDARD_IA"},
      {"Days": 90, "AccessTier": "GLACIER"}
    ]
  }'

Q1528: How do you implement S3 Dual-Stack Endpoints?

Answer:

# Use dual-stack endpoint
aws s3api list-buckets --endpoint-url https://s3.dualstack.us-east-1.amazonaws.com

Q1529: How do you use S3 Access Points Multi-Region?

Answer:

# Create multi-region access point
aws s3control create-multi-region-access-point \
  --account-id 123456789012 \
  --region us-east-1 \
  --bucket my-bucket

Q1530: How do you implement EFS Replication?

Answer:

# Create replication configuration
aws efs create-replication-configuration \
  --source-file-system-id fs-123 \
  --destinations '[{"Region":"us-west-2","AvailabilityZoneName":"us-west-2a"}]'

Advanced AWS Analytics Scenarios

Q1531: How do you implement Kinesis Data Firehose Transformation?

Answer:

# Create delivery stream with Lambda transformation
aws firehose create-delivery-stream \
  --delivery-stream-name my-stream \
  --delivery-stream-type DirectPut \
  --lambda-arn arn:aws:lambda:region:account:function:my-function \
  --s3-destination-configuration '{
    "RoleARN":"role-arn",
    "BucketARN":"arn:aws:s3:::bucket"
  }'

Q1532: How do you use OpenSearch Ingestion?

Answer:

# Create pipeline
aws osis create-pipeline \
  --pipeline-name my-pipeline \
  --min-units 2 \
  --max-units 10

Q1533: How do you implement Redshift Concurrency Scaling?

Answer:

# Enable concurrency scaling
aws redshift modify-cluster \
  --cluster-identifier my-cluster \
  --enable-concurrency-scaling

Q1534: How do you use Glue Data Quality?

Answer:

# Create data quality ruleset
glue.create_data_quality_ruleset(
    Name='my-ruleset',
    Ruleset='rules'
)

Q1535: How do you implement Athena Query Federation?

Answer:

# Use Athena federated query
athena.start_query_execution(
    QueryString='SELECT * FROM lambda_db.my_function()',
    ResultConfiguration={'OutputLocation': 's3://bucket/results/'}
)

Advanced AWS DevOps Scenarios

Q1536: How do you implement CodePipeline Artifact Store Encryption?

Answer:

# Create pipeline with encryption
aws codepipeline create-pipeline \
  --pipeline '{
    "name": "my-pipeline",
    "artifactStore": {
      "type": "S3",
      "location": "my-bucket",
      "encryptionKey": {"id":"key-arn","type":"KMS"}
    }
  }'

Q1537: How do you use CodeBuild Multiple Sources?

Answer:

# buildspec.yml with multiple sources
version: 0.2

env:
  variables:
    CODEBUILD_RESOLVED_SOURCE_VERSION: "source_version"

sources:
  - type: CODECOMMIT
    identifier: source
  - type: S3
    identifier: assets
    location: s3://bucket/assets

Q1538: How do you implement CodeDeploy Rollback Triggers?

Answer:

# Create deployment with rollback
aws codedeploy create-deployment \
  --application-name my-app \
  --deployment-group-name my-group \
  --rollback-trigger '{
    "arn": "arn:aws:cloudwatch:region:account:alarm:alarm-name",
    "type": "ALARM"
  }'

Q1539: How do you use CDK Pipelines Self-Mutation?

Answer:

from aws_cdk import pipelines

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

Q1540: How do you implement Terraform Import Existing Resources?

Answer:

# Import S3 bucket
terraform import aws_s3_bucket.example my-bucket

# Import EC2 instance
terraform import aws_instance.example i-12345

Advanced AWS Cost Management

Q1541: How do you implement AWS Budgets Anomaly Detection?

Answer:

# Create budget with anomaly detection
aws budgets create-budget \
  --account-id 123456789012 \
  --budget '{
    "BudgetName": "monthly-budget",
    "BudgetLimit": {"Amount": "1000", "Unit": "USD"},
    "CostFilters": {"Service": ["Amazon EC2"]},
    "CostTypes": {"IncludeTax": true}
  }'

Q1542: How do you use AWS Cost Categories?

Answer:

# Create cost category
aws ce create-cost-category-definition \
  --name "Environment" \
  --rules '[{
    "Rule": {
      "CostCategoryValue": "Production",
      "DimensionValue": "prod-*"
    }
  }]'

Q1543: How do you implement Reserved Instance Planning?

Answer:

# Get Reserved Instance recommendations
aws ce get-reservation-purchase-recommendation \
  --service "Amazon EC2" \
  --account-id 123456789012

Q1544: How do you use AWS Compute Optimizer Recommendations?

Answer:

# Get EC2 recommendations
aws compute-optimizer get-ec2-instance-recommendations

# Export to S3
aws compute-optimizer export-recommendations \
  --destination s3://bucket/

Q1545: How do you implement Savings Plans Recommendations?

Answer:

# Get Savings Plans recommendations
aws ce get-savings-plans-purchase-recommendation \
  --savings-plan-type COMPUTE_SP \
  --term-in-years THREE_YEAR

Advanced AWS Integration Patterns

Q1546: How do you implement SQS Batch with Lambda?

Answer:

# Lambda handler with batch processing
def handler(event, context):
    records = event['Records']
    batch_item_failures = []

    for record in records:
        try:
            process_message(record)
        except Exception:
            batch_item_failures.append({'itemIdentifier': record['messageId']})

    return {'batchItemFailures': batch_item_failures}

Answer:

# SNS FIFO to SQS FIFO
sns.publish(
    TopicArn=topic_arn,
    Message='{"orderId": "123"}',
    MessageGroupId='order-123',
    MessageDeduplicationId='unique-id'
)

Q1548: How do you implement EventBridge Pipe Transformation?

Answer:

# Create pipe
aws eventsv2 create-pipe \
  --name with transformation my-pipe \
  --source kinesis \
  --target lambda \
  --input-template '{"data": $.data, "meta": $.meta}'

Q1549: How do you use Step Functions Distributed Map?

Answer:

{
  "Map": {
    "Type": "Map",
    "ItemProcessor": {
      "Processor": {"Type": "Task", "Resource": "arn:aws:states:::lambda:invoke"}
    },
    "MaxConcurrency": 100,
    "ItemsPath": "$.records"
  }
}

Q1550: How do you implement Kinesis Consumer Enhanced Fan-Out?

Answer:

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

# Subscribe with enhanced fan-out
shard_iterator = kinesis.get_shard_iterator(
    StreamName='my-stream',
    ShardIteratorType='AT_TIMESTAMP',
    ConsumerName='enhanced-consumer'
)

Advanced AWS Architecture Patterns

Q1551: How do you implement Strangler Fig Pattern?

Answer:

# Use API Gateway to route between old and new
# Old: https://api.example.com/v1/*
# New: https://api.example.com/v2/*
aws apigateway create-route \
  --api-id api-id \
  --route-key 'GET /v1/{proxy+}' \
  --target 'integrations/v1'

Q1552: How do you use Sidecar Pattern in ECS?

Answer:

{
  "containerDefinitions": [
    {
      "name": "app",
      "image": "my-app"
    },
    {
      "name": "sidecar",
      "image": "sidecar-agent",
      "essential": false
    }
  ]
}

Q1553: How do implement Ambassador Pattern in Kubernetes?

Answer:

apiVersion: v1
kind: Service
metadata:
  name: redis-ambassador
spec:
  selector:
    app: redis
  ports:
  - port: 6379
---
apiVersion: apps/v1
kind: Deployment
spec:
  template:
    spec:
      containers:
      - name: app
      - name: ambassador
        image: envoyproxy/envoy:latest

Q1554: How do you use Anti-Entropy in Distributed Systems?

Answer:

# Implement anti-entropy repair
def repair(node_data, peer_data):
    merged = merge_versions(node_data, peer_data)
    if merged != node_data:
        store(merged)
        return True
    return False

Q1555: How do you implement Bulkhead Pattern with Lambda?

Answer:

# Use reserved concurrency for bulkhead
lambda_client.put_function_concurrency(
    FunctionName='critical-function',
    ReservedConcurrentExecutions=10
)

Advanced AWS ML Services

Q1556: How do you implement SageMaker Feature Store?

Answer:

# Create feature group
featurestore_runtime.put_record(
    FeatureGroupName='my-feature-group',
    Record=[{'FeatureName': 'feature1', 'ValueAsString': 'value1'}]
)

Q1557: How do you use SageMaker Model Registry?

Answer:

# Create model package
aws sagemaker create-model-package \
  --model-package-name my-model \
  --inference-specification '{
    "Containers": [{"Image": "image-uri"}],
    "SupportedTransformInstanceTypes": ["ml.m5.xlarge"],
    "SupportedRealtimeInferenceInstanceTypes": ["ml.m5.xlarge"]
  }'

Q1558: How do you implement SageMaker Edge Manager?

Answer:

# Create edge deployment plan
aws sagemaker create-edge-deployment-plan \
  --edge-deployment-plan-name my-plan \
  --model-name my-model

Q1559: How do you use SageMaker Canvas?

Answer:

Use SageMaker Canvas console:

1. Import data

2. Prepare data (visual)

3. Build model (no-code)

4. Evaluate results

5. Deploy

### Q1560: How do you implement SageMaker Clarify?
**Answer:**
```python
# Configure SageMaker Clarify
sagemaker.create_model(
    ModelName='my-model',
    PrimaryContainer={'Image': 'image-uri'},
    ClarifyContainerConfig={
        'ModelName': 'my-model',
        'ModelPackageVersion': '1.0'
    }
)

Advanced AWS IoT Scenarios

Q1561: How do you implement IoT Device Provisioning?

Answer:

# Provision with fleet provisioning template
iot.create_provisioning_claim(
    templateName='my-template',
    certificateId='cert-id'
)

Q1562: How do you use IoT Fleet Indexing?

Answer:

# Enable fleet indexing
aws iot update-fleet-metrics \
  --thing-name my-thing \
  --metric '{\"cpu\": 80, \"memory\": 60}'

Q1563: How do you implement IoT Greengrass V2 Components?

Answer:

Recipe:
  ComponentVersion: '1.0.0'
  Publisher: AWS
  Function: Lambda
  Configuration:
    Handler: index.handler

Q1564: How do you use IoT Events Detectors?

Answer:

# Create detector with simple rules
detector = iotevents.create_detector_model(
    detectorModelName='temperature-monitor',
    detectorModelDefinition={
        'states': [{
            'stateName': 'Normal',
            'onInput': {
                'events': [{
                    'eventName': 'CheckTemperature',
                    'condition': 'input.temperature > 80',
                    'actions': [{'setVariable': {'variableName': 'alert', 'value': 'true'}}]
                }]
            }
        }]
    }
)

Q1565: How do you implement IoT SiteWise Edge Gateway?

Answer:

# Deploy edge gateway
aws iotsitewise create-gateway \
  --gateway-name my-gateway \
  --gateway-platform '{"Greengrass":{"GroupId":"group-id"}}'

Advanced AWS Media Services

Q1566: How do you implement MediaLive Encoding Profiles?

Answer:

# Create channel
aws medialive create-channel \
  --channel-class SINGLE_PIPELINE \
  --name my-channel \
  --input-specification '{
    "Codec": "AVC",
    "Resolution": "HD",
    "MaximumBitrate": "MAX_10_MBPS"
  }'

Q1567: How do you use MediaPackage Packaging?

Answer:

# Create packaging configuration
aws mediapackage create-origin-endpoint \
  --channel-id my-channel \
  --id my-endpoint \
  --hls-package '{
    "SegmentDuration": 6,
    "PlaylistWindowSize": 60
  }'

Q1568: How do you implement MediaTailor Ad Insertion?

Answer:

# Create ad insertion configuration
aws mediatailor create-playback-configuration \
  --name my-config \
  --ad-decision-server-url http://ads.example.com \
  --hls-configuration '{
    "ManifestWindowSeconds": 60
  }'

Q1569: How do you use Elemental Server?

Answer:

Use Elemental Server for on-premise encoding

Deploy software on hardware

Configure via web interface

### Q1570: How do you implement MediaConvert Queue-Based Encoding?
**Answer:**
```bash
# Create queue
aws mediaconvert create-queue \
  --name my-queue \
  --description "High priority queue"

# Submit job to queue
aws mediaconvert create-job \
  --queue arn:aws:mediaconvert:us-east-1:account:queues/my-queue

Advanced AWS Gaming Services

Q1571: How do you implement GameLift Fleets?

Answer:

# Create build
aws gamelift upload-build \
  --operating-system AMAZON_LINUX \
  --build-version "v1.0" \
  --storage-location bucket=my-bucket,key=game-build

# Create fleet
aws gamelift create-fleet \
  --name my-fleet \
  --build-id build-123 \
  --ec2-instance-type c5.large

Q1572: How do you use GameLift Aliases for Deployments?

Answer:

# Create alias with routing
aws gamelift create-alias \
  --name production \
  --routing-strategy '{
    "Type": "TERMINAL",
    "FleetId": "fleet-123"
  }'

Q1573: How do you implement GameLift Player Sessions?

Answer:

# Create player session
aws gamelift create-player-session \
  --player-id player-123 \
  --player-session-id session-123

Q1574: How do you use GameLift FlexMatch?

Answer:

# Create matchmaking configuration
aws gamelift create-matchmaking-configuration \
  --name my-match \
  --game-session-queue arn:aws:gamelift:gamesessionqueue \
  --rule-set-arn rule-set-arn

Q1575: How do you implement Gamelift Serverless?

Answer:

# Create game session queue
aws gamelift create-game-session-queue \
  --name my-queue \
  --destinations '[{"DestinationArn":"fleet-arn"}]'

Additional Interview Questions 1576-1700

Q1576: How do you implement AWS AppSync Subscriptions?

Answer:

# GraphQL subscription
type Subscription {
  onCreatePost(id: ID!): Post
    @aws_subscribe(mutations: ["createPost"])
}

Q1577: How do you use AWS Amplify Admin UI?

Answer:

Use Amplify Admin UI:

1. amplify add auth

2. amplify add api

3. amplify push

4. Access Admin UI at /admin

### Q1578: How do you implement AWS Device Farm?
**Answer:**
```bash
# Create device pool
aws devicefarm create-device-pool \
  --name "Android Devices" \
  --rules '[{"attribute":"PLATFORM","operator":"EQUALS","value":"ANDROID"}]'

Q1579: How do you use AWS Mobile Hub?

Answer:

Use Mobile Hub console:

1. Create project

2. Select features

3. Download sample app

### Q1580: How do you implement AWS Sumerian Scenes?
**Answer:**
# Use Sumerian console:
# 1. Create scene
# 2. Add 3D objects
# 3. Add interactions
# 4. Publish

Q1581: How do you use AWS Polly Neural Voices?

Answer:

# Use neural voice
polly = boto3.client('polly')
response = polly.synthesize_speech(
    Text='Hello world',
    OutputFormat='mp3',
    VoiceId='Matthew',
    Engine='neural'
)

Q1582: How do you implement AWS Transcribe Medical?

Answer:

# Medical transcription
transcribe.start_medical_transcription_job(
    MedicalTranscriptionJobName='my-job',
    LanguageCode='en-US',
    Specialty='PRIMARYCARE',
    OutputBucketName='bucket'
)

Q1583: How do you use AWS Kendra Enterprise Edition?

Answer:

# Create index with enterprise features
kendra.create_index(
    Name='my-index',
    Edition='ENTERPRISE_EDITION',
    RoleArn='role-arn'
)

Q1584: How do you implement AWS Personalize Recipes?

Answer:

# Use user-personalization recipe
personalize.create_solution(
    SolutionName='my-solution',
    DatasetGroupArn='group-arn',
    RecipeArn='arn:aws:personalize:::recipe/user-personalization'
)

Q1585: How do you use AWS Lookout for Metrics?

Answer:

# Create detector
aws lookoutmetrics create-anomaly-detector \
  --anomaly-detector-name my-detector \
  --metric-set-name my-metric-set

Q1586: How do you implement AWS DevOps Guru Insights?

Answer:

# Get insights
aws devops-guru list-insights \
  --region us-east-1 \
  --start-time 2024-01-01

Q1587: How do you use AWS CodeGuru Security?

Answer:

Enable CodeGuru Security in console

Connect repository

Review findings

### Q1588: How do you implement AWS Inspector V2?
**Answer:**
```bash
# Enable Inspector
aws inspector2 enable \
  --account-ids 123456789012

# List findings
aws inspector2 list-findings

Q1589: How do you use AWS Audit Manager Evidence?

Answer:

# Create assessment
aws auditmanager create-assessment \
  --name "SOC 2 Assessment" \
  --scope-compliance-framework "SOC2"

Q1590: How do you implement AWS Control Tower Audit?

Answer:

Use Control Tower Audit account:

1. Review logs in CloudTrail

2. Check AWS Config rules

3. Use Service Catalog for compliance

### Q1591: How do you use AWS Secrets Manager Multi-Region?
**Answer:**
```bash
# Create secret in primary region
aws secretsmanager create-secret \
  --name prod/db-creds \
  --secret-string '{"password":"secret"}'

# Replicate to secondary region
aws secretsmanager replicate-secret-to-regions \
  --secret-id prod/db-creds \
  --add-replica-regions Region=us-west-2

Q1592: How do you implement AWS Systems Manager Documents?

Answer:

# Create custom document
aws ssm create-document \
  --content '{
    "schemaVersion": "2.2",
    "description": "My custom command",
    "mainSteps": [{
      "action": "aws:runCommand",
      "name": "runCommand",
      "inputs": {"commands":["echo hello"]}
    }]
  }' \
  --name MyDocument \
  --document-type Command

Q1593: How do you use AWS Config Advanced Queries?

Answer:

# Query resources
aws configservice select-aggregate-resource-config \
  --configuration-aggregator-name my-aggregator \
  --expression "SELECT resourceId, resourceType WHERE resourceType = 'AWS::EC2::Instance'"

Q1594: How do you implement AWS CloudFormation Change Sets?

Answer:

# Create change set
aws cloudformation create-change-set \
  --stack-name my-stack \
  --change-set-type UPDATE \
  --template-body file://template.yaml

Q1595: How do you use AWS CDK Assets?

Answer:

# Add asset
asset = aws_s3_assets.Asset(
    self, "Asset",
    path="./assets"
)

# Use in Lambda
function = aws_lambda.Function(
    self, "Function",
    code=aws_lambda.Code.from_asset("./lambda")
)

Q1596: How do you implement AWS SAM Local Testing?

Answer:

# Start local API
sam local start-api

# Invoke function
sam local invoke MyFunction

# Generate sample event
sam local generate-event s3 put > event.json

Q1597: How do you use AWS Amplify Console Webhooks?

Answer:

Configure webhooks:

1. Go to Amplify Console

2. App settings > Webhooks

3. Add webhook URL

### Q1598: How do you implement CodePipeline Custom Actions?
**Answer:**
```bash
# Create custom action type
aws codepipeline create-custom-action-type \
  --category Build \
  --provider-name MyProvider \
  --input-artifact-details '{"MaximumCount":1,"MinimumCount":1}'

Q1599: How do you use CodeBuild Report Groups?

Answer:

# Create report group
aws codebuild create-report-group \
  --name my-reports \
  --type TEST_EXPORT

# Create report
aws codebuild create-report \
  --name my-report \
  --report-group-arn arn

Q1600: How do you implement CloudWatch Metric Math?

Answer:

# Create math expression
aws cloudwatch get-metric-statistics \
  --namespace AWS/EC2 \
  --metric-name CPUUtilization \
  --expression "AVG(m1) + AVG(m2)"

Additional Interview Questions 1601-1800

Q1601: How do you implement Route 53 Resolver DNS Queries?

Answer:

# Query DNS
aws route53resolver resolve \
  --resolver-endpoint-id endpoint-id \
  --name example.com \
  --type A

Q1602: How do you use CloudFront Key Groups?

Answer:

# Create key group
aws cloudfront create-key-group \
  --key-group-config '{
    "Name": "my-keys",
    "Items": ["public-key-1"]
  }'

Q1603: How do you implement S3 Object Lambda Access Points?

Answer:

# Create Object Lambda access point
aws s3control create-access-point \
  --name my-object-lambda \
  --type ObjectLambda \
  --configuration '{
    "ObjectLambdaSupportedOperations": [{"GetObject": {}}]
  }'

Q1604: How do you use Lambda Function Aliases with Weighted Routing?

Answer:

# Create alias with weighted routing
aws lambda create-alias \
  --function-name my-function \
  --name prod \
  --function-version '$LATEST' \
  --routing-config '{"AdditionalVersionWeights":{"2":0.1}}'

Q1605: How do you implement DynamoDB On-Demand Capacity?

Answer:

# Create on-demand table
aws dynamodb create-table \
  --table-name my-table \
  --billing-mode PAY_PER_REQUEST \
  --attribute-definitions AttributeName=PK,AttributeType=S \
  --key-schema AttributeName=PK,KeyType=HASH

Q1606: 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

Q1607: How do you implement RDS Kerberos Authentication?

Answer:

# Enable Kerberos
aws rds create-db-instance \
  --db-instance-identifier my-db \
  --domain-arn domain-arn \
  --domain-iam-role-name role-name

Q1608: How do you use OpenSearch Fine-Grained Access?

Answer:

# Configure fine-grained access
aws opensearch create-domain \
  --domain-name my-domain \
  --cluster-config '{
    "InstanceType": "r6g.large.search",
    "InstanceCount": 2
  }' \
  --advanced-security-options '{
    "Enabled": true,
    "InternalUserDatabaseEnabled": false
  }'

Answer:

-- Create datashare
CREATE DATASHARE myshare;

-- Add table to datashare
ALTER DATASHARE myshare ADD TABLE myschema.mytable;

-- Grant access
GRANT USAGE ON DATASHARE myshare TO ACCOUNT '123456789012';

Q1610: How do you use Glue Data Catalog Encryption?

Answer:

# Enable encryption
aws glue put-data-catalog-encryption-settings \
  --encryption-at-rest '{
    "CatalogEncryptionMode": "DISABLED",
    "SecurityConfigurationName": "my-config"
  }'

Q1611: How do you implement EMR Studio?

Answer:

# Create EMR Studio
aws emr createStudio \
  --name my-studio \
  --auth-mode SSO

Q1612: How do you use Kinesis Analytics Application Inputs?

Answer:

-- Create application with Kinesis input
CREATE OR REPLACE STREAM "DEST_SQL_STREAM" AS
SELECT Ticker, COUNT(*) AS Count
FROM SOURCE_SQL_STREAM_001
GROUP BY Ticker

Q1613: How do you implement EventBridge Event Buses?

Answer:

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

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

Q1614: How do you use Step Functions Workflow Studio?

Answer:

Use Step Functions Workflow Studio:

1. Open in console

2. Drag and drop states

3. Configure inputs/outputs

4. Save and run

### Q1615: How do you implement Systems Manager Quick Setup?
**Answer:**
```bash
# Create Quick Setup
aws ssm create-association \
  --name "AWS-ConfigureAWSManagedRules" \
  --targets '[{"Key":"instanceids","Values":["*"]}]'

Q1616: How do you use AWS Config Organization Conformance Packs?

Answer:

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

Q1617: How do you implement GuardDuty Organization?

Answer:

# Enable GuardDuty for organization
aws guardduty enable-organization-admin-account \
  --admin-account-id admin-id

Q1618: How do you use Security Hub Automation Rules?

Answer:

# Create automation rule
aws securityhub create-automation-rule \
  --name "Auto-remediate" \
  --criteria '{"Severity":{"Value":["CRITICAL","HIGH"]}}' \
  --actions '[{"Type":"FINDING_FIELDS_UPDATE"}]'

Q1619: How do you implement Detective Organization?

Answer:

# Enable Detective for org
aws detective enable-organization-admin-account \
  --admin-account-id admin-id

Q1620: How do you use Macie Organization?

Answer:

# Enable Macie for org
aws macie2 enable-organization

Q1621: How do you implement Inspector Organization?

Answer:

# Enable for organization
aws inspector2 enable-organization

Q1622: How do you use AWS Network Firewall with Gateway Load Balancer?

Answer:

# Deploy Network Firewall with GWLB
aws network-firewall create-firewall \
  --firewall-name my-firewall \
  --vpc-id vpc-123 \
  --firewall-policy-arn policy-arn \
  --subnet-mapping '{
    "us-east-1a": "subnet-gwlb"
  }'

Q1623: How do you implement VPC Flow Logs Analysis?

Answer:

# Create flow logs
aws ec2 create-flow-logs \
  --resource-type VPC \
  --resource-ids vpc-123 \
  --traffic-type ALL \
  --log-destination-type cloud-watch-logs \
  --log-group-name /aws/vpc/flow-logs

Q1624: How do you use Transit Gateway Network Manager?

Answer:

# Create global network
aws networkmanager create-global-network \
  --description "Global network"

# Register transit gateway
aws networkmanager register-transit-gateway \
  --global-network-id network-id \
  --transit-gateway-arn tgw-arn

Q1625: How do you implement PrivateLink for SaaS?

Answer:

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

Q1626: How do you use AWS Network Access Analyzer?

Answer:

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

Q1627: How do you implement Internet Monitor?

Answer:

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

Q1628: How do you use Verified Access Endpoint Policies?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Principal": "*",
    "Action": "igw:CreateTags",
    "Resource": "*"
  }]
}

Q1629: How do you implement VPC Lattice Service Network?

Answer:

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

# Add VPC to service network
aws vpc-lattice create-vpc-association \
  --vpc-identifier vpc-123 \
  --service-network-identifier sn-123

Q1630: How do you use IPAM Scopes?

Answer:

# Create IPAM scope
aws ec2 create-ipam-scope \
  --ipam-id ipam-123 \
  --name public-scope

# Allocate IP pool
aws ec2 allocate-ipam-pool-cidr \
  --ipam-pool-id pool-123 \
  --netmask-length 24

Q1631: How do you implement AWS AppConfig Feature Flags?

Answer:

# Create configuration
aws appconfig create-configuration-profile \
  --application-id app-123 \
  --name my-feature \
  --type AWS.AppConfig.FreeFormConfiguration

# Deploy
aws appconfig start-deployment \
  --application-id app-123 \
  --environment-id env-123 \
  --configuration-profile-id profile-123

Q1632: How do you use AWS Proton Environments?

Answer:

# Create environment template
aws proton create-environment-template \
  --name "vpc-environment"

# Create environment
aws proton create-environment \
  --name production \
  --template-major-version 1

Q1633: How do you implement Amplify Branches?

Answer:

# Add branch
aws amplify create-branch \
  --app-id app-id \
  --branch-name develop

Q1634: How do you use CodeCatalyst Workflows?

Answer:

Name: deploy
SchemaVersion: "1.0"
Triggers:
  - Type: PUSH
    Branches: [main]
Actions:
  - Name: build
    Action: BUILD
    Timeout: 10

Q1635: How do you implement IoT Core Fleet Hub?

Answer:

# Create fleet index
aws iot create-fleet-index \
  --fleet-name my-fleet

# Query fleet
aws iot get-fleet-meta-data \
  --fleet-name my-fleet

Q1636: How do you use IoT SiteWise Data Streams?

Answer:

# Create data stream
aws iotsitewise create-time-series \
  --asset-id asset-123 \
  --property-id property-123

Q1637: How do you implement IoT Events Input Transformations?

Answer:

# Define input transformation
transformation = {
    "action": "lambda",
    "payload": {
        "sensorId": "{{input.sensorId}}",
        "value": "{{input.value}}",
        "timestamp": "{{input.timestamp}}"
    }
}

Q1638: How do you use Greengrass V2 Components Recipes?

Answer:

RecipeFormatVersion: 2020-01-01
ComponentName: my-component
ComponentVersion: 1.0.0
Manifests:
  - Platform:
      os: linux
    Artifacts:
      - URI: s3://bucket/artifact.tar.gz

Q1639: How do you implement IoT Device Simulator?

Answer:

# Use IoT Device SDK
from awsiot import mqtt

mqtt_connection = mqtt.connect()
mqtt_connection.publish(topic, payload, qos=1)

Q1640: How do you use Amazon Chime SDK Meetings?

Answer:

# Create meeting
chime = boto3.client('chime')
meeting = chime.create_meeting(
    ClientRequestToken='token',
    MediaRegion='us-east-1'
)

Q1641: How do you implement Connect Contact Flow Modules?

Answer:

{
  "modules": [{
    "id": "module-1",
    "type": "ContactFlowModule",
    "branches": []
  }]
}

Q1642: How do you use Pinpoint Segments?

Answer:

# Create segment
pinpoint.create_segment(
    ApplicationId='app-id',
    SegmentRequest={
        'Name': 'active-users',
        'SourceSegments': [{'SegmentId': 'source-id'}]
    }
)

Q1643: How do you implement SES Configuration Set?

Answer:

# Create configuration set
aws ses create-configuration-set \
  --name my-config

# Add tracking domain
aws ses create-configuration-set-tracking-options \
  --configuration-set-name my-config \
  --custom-tracking-domain domain.com

Q1644: How do you useboxes WorkMail Mail?

Answer:

# Create user
aws workmail create-user \
  --organization-id org-id \
  --display-name "John Doe" \
  --user-name john

Q1645: How do you implement Amazon Honeycode?

Answer:

Use Honeycode console:

1. Create workbook

2. Add tables

3. Build screens

### Q1646: How do you use AWS Wickr?
**Answer:**
# Use Wickr Admin console:
# 1. Create organization
# 2. Add users
# 3. Configure security policies

Q1647: How do you implement AppFlow Integrations?

Answer:

# Create flow
aws appflow create-flow \
  --flow-name my-flow \
  --source-flow-config '{"ConnectorType":"Salesforce"}' \
  --destination-flow-config '{"ConnectorType":"S3"}'

Q1648: How do you use Managed Workflows for Apache Airflow?

Answer:

# Create environment
aws mwaa create-environment \
  --name my-environment \
  --execution-role-arn role-arn

Q1649: How do you implement Glue Studio Visual ETL?

Answer:

Use Glue Studio console:

1. Create job. Visual editor

2 3. Add transforms

4. Run

### Q1650: How do you use Redshift Query Editor V2?
**Answer:**
# Use Redshift console Query Editor V2:
# 1. Connect to cluster
# 2. Write SQL
# 3. Save queries
# 4. Share

Additional Interview Questions 1651-1800

Q1651: How do you implement OpenSearch Serverless Collections?

Answer:

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

Q1652: How do you use EMR on EKS?

Answer:

# Register EKS cluster
aws emr-containers register-cluster \
  --eks-cluster-name my-cluster \
  --type "EMR_ON_EKS"

Q1653: How do you implement MSK Connect Connectors?

Answer:

# Create connector
aws kafkaconnect create-connector \
  --connector-name my-connector \
  --connector-configuration '{
    "connector.class": "S3Sink"
  }' \
  --capacity '{
    "workerCount": 2
  }'

Q1654: How do you use Managed Kafka Topics?

Answer:

# Create topic
aws kafka create-topic \
  --topic-name my-topic \
  --partitions 6 \
  --replication-factor 3

Q1655: How do you implement Lake Formation Data Filtering?

Answer:

# Grant column-level access
aws lakeformation grant-permissions \
  --principal user@example.com \
  --permissions SELECT \
  --resource '{"Table":{"DatabaseName":"mydb","TableName":"table1","ColumnNames":["col1","col2"]}}'

Q1656: How do you use Glue Interactive Sessions?

Answer:

# Use Glue Interactive Sessions
%glueContext

# Read data
df = glueContext.create_dynamic_frame.from_catalog(
    database='mydb',
    table_name='mytable'
)

Q1657: How do you implement Data Exchange for S3?

Answer:

# Create data set
aws dataexchange create-data-set \
  --name "Public Dataset" \
  --description "My dataset" \
  --asset-type S3_SNAPSHOT

# Export data set
aws dataexchange create-revision \
  --data-set-id dataset-id

Q1658: How do you use Clean Rooms SQL Queries?

Answer:

-- Run query in clean room
SELECT *
FROM my_table
WHERE user_id IN (
  SELECT user_id
  FROM other_table
)

Q1659: How do you implement HealthLake FHIR Export?

Answer:

# Create export job
aws healthlake create-fhir-export-job \
  --datastore-id datastore-id \
  --output-data-config S3OutputUri=s3://bucket/export

Q1660: How do you use IoT TwinMaker Workspaces?

Answer:

# Create workspace
aws iottwinmaker create-workspace \
  --workspace-id my-workspace \
  --s3-bucket my-bucket

Q1661: How do you implement IoT FleetWise Campaigns?

Answer:

# Create campaign
aws iotfleetwise create-campaign \
  --name my-campaign \
  --target-arn "arn:aws:iotfleetwise:region:account:vehicle/group-id"

Q1662: How do you use Panorama Data Processing Jobs?

Answer:

# Create job
aws panorama create-job \
  --name my-job \
  --input-config '{"uri":"s3://bucket/input"}'

Q1663: How do you implement SageMaker Edge Manager Packaging?

Answer:

# Package model
aws sagemaker create-edge-packaging-job \
  --job-name my-job \
  --model-name my-model

Q1664: How do you use Lookout for Vision Inference?

Answer:

# Detect anomalies
lookoutvision.detect_anomalies(
    ProjectName='my-project',
    ContentType='image/jpeg',
    Body=image_bytes
)

Q1665: How do you implement Fraud Detector Predictions?

Answer:

# Get prediction
frauddetector.get_event_prediction(
    detectorId='my-detector',
    eventTypeName='transaction',
    entities=[{'entityType':'customer','entityId':'123'}]
)

Q1666: How do you use CodeWhisperer Professional?

Answer:

Enable in VS Code:

1. Install CodeWhisperer extension

3. Start coding

### Q1667: How do you implement Bedrock Model Invocation?
**Answer:**
```python
# Invoke Claude
bedrock = boto3.client('bedrock-runtime')

response = bedrock.invoke_model(
    modelId='anthropic.claude-v2',
    contentType='application/json',
    accept='application/json',
    body=json.dumps({
        'prompt': 'Hello',
        'max_tokens_to_sample': 100
    })
)

Q1668: How do you use Q Business Conversations?

Answer:

Use Q Business console:

1. Connect data sources

2. Configure security

3. Create web experience

### Q1669: How do you implement Supply Chain Traceability?
**Answer:**
```bash
# Create supply chain
aws supplychain create-instance \
  --instance-name my-supply-chain

Q1670: How do you use AWS Clean Rooms ML Training?

Answer:

# Train model in clean room
cleanrooms.train(
    algorithm='logistic_regression',
    data={'table': 'mytable'},
    target='label'
)

Q1671: How do you implement Inspector SBOM Export?

Answer:

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

Q1672: How do you use Detective Investigation Graphs?

Answer:

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

Q1673: How do you implement Audit Manager Evidence Collection?

Answer:

# Create evidence folder
aws auditmanager create-evidence-folder \
  --assessment-id assessment-id \
  --name "Evidence folder"

Q1674: How do you use Control Tower Guardrail Scoping?

Answer:

# Get guardrail status
aws controltower list-guardrails \
  --region us-east-1

Q1675: How do you implement Security Hub Standards Subscription?

Answer:

# Enable standards
aws securityhub enable-standards \
  --standards-arn 'arn:aws:securityhub:::ruleset/aws-foundational-security-best-practices/v/1.0.0'

Q1676: How do you use GuardDuty Findings Export?

Answer:

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

Q1677: How do you implement Macie Sensitive Data Discovery?

Answer:

# Create discovery job
aws macie2 create-discovery-job \
  --name "Sensitive data scan" \
  --sensitivity-job-config '{"jobType":"ONE_TIME"}'

Q1678: How do you use Config Aggregation Authorization?

Answer:

# Authorize aggregator
aws configservice put-aggregation-authorization \
  --authorized-account-id 123456789012 \
  --authorized-region us-east-1

Q1679: How do you implement CloudFormation StackSets Updates?

Answer:

# Update stack set
aws cloudformation update-stack-set \
  --stack-set-name my-stackset \
  --template-body file://new-template.yaml

Q1680: How do you use CDK Import Resources?

Answer:

# Import existing resource
imported_vpc = ec2.Vpc.from_lookup(
    self, "ExistingVPC",
    is_default=True
)

Additional Interview Questions 1681-1900

Q1681: How do you implement SAM Accelerate?

Answer:

# Sync and watch
sam sync --stack-name my-stack --watch

Q1682: How do you use Amplify Branch Auto-Build?

Answer:

Configure in Amplify Console:

1. App settings > Branch connections

2. Enable auto-build

### Q1683: How do you implement CodePipeline Artifact Encryption?
**Answer:**
```bash
# Configure encryption
aws codepipeline create-pipeline \
  --pipeline '{
    "artifactStore": {
      "encryptionKey": {"id":"key-arn","type":"KMS"}
    }
  }'

Q1684: How do you use CodeBuild VPC Configuration?

Answer:

version: 0.2

config:
  vpc:
    vpc_id: vpc-123
    subnets:
      - subnet-123
    security_groups:
      - sg-123

Q1685: How do you implement CodeDeploy Blue-Green Validation?

Answer:

# Configure validation
aws codedeploy create-deployment \
  --deployment-config-name CodeDeployDefault.AllAtOnce

Q1686: How do you use CloudWatch Unified Agent?

Answer:

# Install agent
yum install -y amazon-cloudwatch-agent

# Configure
/opt/aws/amazon-cloudwatch-agent/bin/amazon-cloudwatch-agent-ctl -a fetch-config -m ec2 -s

Q1687: How do you implement X-Ray Custom Sampling Rules?

Answer:

{
  "Rules": [{
    "RuleName": "priority",
    "FixedRate": 0.5,
    "ReservoirSize": 10,
    "Host": "*",
    "HTTPMethod": "*",
    "URLPath": "/api/*"
  }]
}

Q1688: How do you use CloudWatch Anomaly Detection Alarms?

Answer:

# Create anomaly detection alarm
aws cloudwatch put-anomaly-detection \
  --namespace AWS/EC2 \
  --metric-name CPUUtilization \
  --statistic Average

Q1689: How do you implement CloudWatch Contributor Insights?

Answer:

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

Q1690: How do you use CloudWatch Evidently Experiments?

Answer:

# Create launch
aws evidently create-launch \
  --project my-project \
  --name "Feature launch"

Q1691: How do you implement CloudWatch RUM Metrics?

Answer:

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

Q1692: How do you use Systems Manager Session Manager Proxy?

Answer:

# Configure tunnel
aws ssm start-session \
  --target i-12345 \
  --document-name AWS-StartPortForwardingSession \
  --parameters '{"portNumber":["80"],"localPortNumber":["8080"]}'

Q1693: How do you implement Parameter Store Public Parameters?

Answer:

# Use public parameters
aws ssm get-parameters \
  --names /aws/service/ami-amazon-linux-latest/amzn2-ami-hvm-x86_64-gp2

Q1694: How do you use Secrets Manager Resource Policy?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Principal": {"AWS": "arn:aws:iam::123456789012:root"},
    "Action": "secretsmanager:GetSecretValue",
    "Resource": "*"
  }]
}

Q1695: How do you implement IAM Access Analyzer External Access?

Answer:

# Analyze external access
aws access-analyzer create-analyzer \
  --analyzer-name my-analyzer \
  --type ACCOUNT

Q1696: How do you use IAM Policy Simulator for Roles?

Answer:

# Test policy
aws iam simulate-principal-policy \
  --policy-source-arn role-arn \
  --action-names "s3:GetObject"

Q1697: How do you implement KMS Custom Key Store?

Answer:

# Create CloudHSM key store
aws kms create-custom-key-store \
  --custom-key-store-name my-cks \
  --cloud-hsm-cluster-id cluster-123

Q1698: How do you use KMS Asymmetric Keys?

Answer:

# Create asymmetric key
aws kms create-key \
  --key-usage SIGN_VERIFY \
  --key-spec RSA_4096

Q1699: How do you implement KMS Key Policy Conditions?

Answer:

{
  "Condition": {
    "StringEquals": {
      "aws:PrincipalTag/Department": "Finance"
    }
  }
}

Q1700: How do you use CloudTrail Event Selectors?

Answer:

# Create trail with selectors
aws cloudtrail create-trail \
  --name my-trail \
  --s3-bucket-name my-bucket \
  --event-selectors '[{"ReadWriteType":"WriteOnly","IncludeManagementEvents":true}]'

Q1701: How do you implement CloudTrail Lake Queries?

Answer:

# Run query
aws cloudtrail lookup-events \
  --lookup-attributes AttributeKey=EventSource,AttributeValue=ec2.amazonaws.com

Q1702: How do you use AWS Config Advanced Query?

Answer:

# Query resources
aws configservice select-resource-config \
  --expression "SELECT * WHERE resourceType = 'AWS::EC2::Instance'"

Q1703: How do you implement Security Hub Finding Aggregation?

Answer:

# Enable aggregator
aws securityhub enable-organization-admin-account \
  --admin-account-id admin-id

Q1704: How do you use GuardDuty Finding Publishing?

Answer:

# Enable publishing
aws guardduty update-organization-configuration \
  --detector-id detector-id \
  --auto-enable ORG

Q1705: How do you implement Macie Organization Configuration?

Answer:

# Enable for org
aws macie2 enable-organization

Q1706: How do you use Detective Organization Admin?

Answer:

# Set admin
aws detective enable-organization-admin-account \
  --admin-account-id admin-id

Q1707: How do you implement Inspector Organization Setup?

Answer:

# Enable organization
aws inspector2 enable-organization

Q1708: How do you use Control Tower Custom Guardrails?

Answer:

# Create custom guardrail
aws controltower create-guardrail \
  --region us-east-1

Q1709: How do you implement Audit Manager Custom Framework?

Answer:

# Create custom framework
aws auditmanager create-framework \
  --name "Custom Framework"

Q1710: How do you use Systems Manager Patch Policies?

Answer:

# Create patch policy
aws ssm create-patch-baseline \
  --name "Critical Patches" \
  --operating-system AMAZON_LINUX2

Q1711: How do you implement GuardDuty Severity Thresholds?

Answer:

# Update severity
aws guardduty update-detector \
  --detector-id detector-id \
  --finding-publishing-frequency SIX_HOURS

Q1712: How do you use Security Hub Severity Filters?

Answer:

# Filter findings
aws securityhub get-findings \
  --filters '{"Severity":[{"Value":"CRITICAL","Comparison":"EQUALS"}]}'

Q1713: How do you implement CloudTrail Integration with CloudWatch?

Answer:

# Configure CloudWatch
aws cloudtrail update-trail \
  --name my-trail \
  --cloud-watch-logs-log-group-arn arn:logs

Q1714: How do you use Config Remediation Actions?

Answer:

# Configure remediation
aws configservice put-remediation-configurations \
  --remediation-configurations '[{
    "TargetType":"AWS::SSM::Document",
    "TargetId":"AWS-ConfigureS3BucketPublicReadProhibited"
  }]'

Q1715: How do you implement Detective Behavioral Graph Analysis?

Answer:

# Query behavior
aws detective list-graph-members \
  --graph-arn graph-arn

Q1716: How do you use Macie Classification Scope?

Answer:

# Define scope
aws macie2 create-classification-job \
  --job-type ONE_TIME \
  --s3-job-definition '{
    "bucketDefinitions": [{"accountId":"123","buckets":["my-bucket"]}]
  }'

Q1717: How do you implement Inspector Coverage Queries?

Answer:

# Get coverage
aws inspector2 list-coverage \
  --filter-criteria '{"resourceType":[{"comparison":"EQUALS","value":"AWS_EC2_INSTANCE"}]}'

Q1718: How do you use GuardDuty Export Findings to S3?

Answer:

# Configure export
aws guardduty create-publishing-destination \
  --detector-id detector-id \
  --destination-type S3 \
  --s3-destination '{
    "BucketName": "my-bucket"
  }'

Q1719: How do you implement Security Hub Automation Rules Actions?

Answer:

# Create automation
aws securityhub create-automation-rule \
  --actions '[{"Type":"FINDING_FIELDS_UPDATE"}]'

Q1720: How do you use AWS Config Conformance Pack Templates?

Answer:

# Template
Resources:
  ConfigRule:
    Type: AWS::Config::ConfigRule

Additional Interview Questions 1721-2000

Q1721: How do you implement AWS Network Firewall Rule Priorities?

Answer:

# Create with priority
aws network-firewall create-rule-group \
  --rule-group-name high-priority \
  --priority 1

Q1722: How do you use VPC Flow Logs to S3 with Kinesis?

Answer:

# Configure Kinesis
aws ec2 create-flow-logs \
  --resource-type VPC \
  --traffic-type ALL \
  --destination-type kinesis-data-firehose \
  --deliver-to-kinesis-data-firehose-arn firehose-arn

Q1723: How do you implement Transit Gateway Performance Mode?

Answer:

# Enable performance
aws ec2 create-transit-gateway \
  --options '{"AmazonAsn":64512}'

Q1724: How do you use Direct Connect LAG?

Answer:

# Create LAG
aws directconnect create-lag \
  --lag-name my-lag \
  --number-of-connections 4 \
  --location EqDC2

Q1725: How do you implement VPN Accelerator?

Answer:

# Create accelerated VPN
aws ec2 create-vpn-connection \
  --type ipsec.1 \
  --customer-gateway-id cgw-123 \
  --vpn-gateway-id vpg-123 \
  --accelerate

Q1726: How do you use PrivateLink Gateway Services?

Answer:

# Create gateway service
aws ec2 create-vpc-endpoint-service-configuration \
  --service-name com.amazonaws.us-east-1.gwlb

Q1727: How do you implement IPAM Pool Allocation Strategies?

Answer:

# Configure allocation
aws ec2 create-ipam-pool \
  --ipam-scope-id scope-123 \
  --allocation-default-netmask-length 24

Q1728: How do you use Verified Access Trust Providers?

Answer:

# Create trust provider
aws ec2 create-verified-access-trust-provider \
  --policy-reference-name my-provider \
  --device-trust-provider-type IOT

Q1729: How do you implement VPC Lattice Auth Policies?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Principal": "*",
    "Action": "vpc-lattice-svcs:Invoke",
    "Resource": "service-arn"
  }]
}

Q1730: How do you use Internet Monitor City-level Metrics?

Answer:

# Get city data
aws internetmonitor get-monitor \
  --monitor-name my-monitor

Q1731: How do you implement Route 53 Latency-Based 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"}]
      }
    }]
  }'

Q1732: How do you use CloudFront Origin Shield?

Answer:

# Enable origin shield
aws cloudfront update-origin-shield-origin-shield-configuration \
  --origin-shield-origin-shield-configuration '{
    "Enabled": true,
    "OriginShieldRegion": "us-east-1"
  }'

Q1733: How do you implement S3 Replication Time Control?

Answer:

# Enable RTC
aws s3api put-bucket-replication \
  --bucket my-bucket \
  --replication-configuration '{
    "Role": "role-arn",
    "Rules": [{
      "ID": "rule",
      "Status": "Enabled",
      "Destination": {"Bucket": "arn:aws:s3:::dest-bucket"},
      "ReplicationTime": {"Status": "Enabled", "Time": {"Minutes": 15}}
    }]
  }'

Q1734: How do you use S3 Object Lambda Transformations?

Answer:

# Lambda for transformation
def handler(event, context):
    return {"statusCode": 200}

Q1735: How do you implement Lambda Concurrency Limits?

Answer:

# Set reserved concurrency
aws lambda put-function-concurrency \
  --function-name my-function \
  --reserved-concurrent-executions 100

Q1736: How do you use DynamoDB Adaptive Capacity?

Answer:

Adaptive capacity is automatic

Monitor with CloudWatch

### Q1737: How do you implement Aurora Backtrack?
**Answer:**
```bash
# Enable backtrack
aws rds modify-db-cluster \
  --db-cluster-identifier my-cluster \
  --backtrack-hours 24

Q1738: How do you use RDS Performance Insights Retention?

Answer:

# Set retention
aws pi put-performance-insights-retention-period \
  --db-instance-identifier my-db \
  --retention-period 7

Q1739: How do you implement ElastiCache Redis AUTH?

Answer:

# Enable AUTH
aws elasticache create-replication-group \
  --replication-group-id my-group \
  --auth-token-enabled

Q1740: How do you use OpenSearch Dashboards SAML?

Answer:

# Configure SAML
aws opensearch update-domain-config \
  --domain-name my-domain \
  --saml-options '{"Enabled":true}'

Q1741: How do you implement Redshift WLM Queues?

Answer:

# Configure WLM
aws rds create-db-cluster-parameter-group \
  --parameter-group-family redshift-1.0 \
  --description "Custom WLM"

Q1742: How do you use Glue Job Bookmarks Encryption?

Answer:

# Enable encryption
aws glue create-security-configuration \
  --encryption-configuration '{
    "JobBookmarksEncryption": {"Mode":"CSE-KMS","KmsKeyArn":"key-arn"}
  }'

Q1743: How do you implement Kinesis Enhanced Monitoring?

Answer:

# Enable enhanced metrics
aws kinesis enhance-metrics \
  --stream-name my-stream \
  --shard-level-metrics IncomingBytes,OutgoingBytes

Q1744: How do you use EventBridge Retry Policies?

Answer:

{
  "RetryPolicy": {
    "MaximumRetryAttempts": 3,
    "MaximumEventAgeInSeconds": 86400
  }
}

Q1745: How do you implement Step Functions Callback Pattern?

Answer:

{
  "WaitForCallback": {
    "Type": "WaitForTaskToken",
    "Resource": "arn:aws:states:::lambda:invoke.waitForTaskToken"
  }
}

Q1746: How do you use SQS Message Deduplication?

Answer:

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

# Use deduplication ID
sqs.send_message(
    QueueUrl=queue_url,
    MessageBody='order',
    MessageDeduplicationId='unique-id'
)

Answer:

# Create with filter
sns.create_topic(
    Name='my-topic',
    Tags=[{'Key': 'filter', 'Value': 'enabled'}]
)

Q1748: How do you use Kinesis Data Stream Encryption?

Answer:

# Enable encryption
aws kinesis enable-stream-encryption \
  --stream-name my-stream \
  --encryption-type KMS \
  --kms-key-id key-id

Q1749: How do you implement Lambda VPC DNS Support?

Answer:

# Enable DNS
aws lambda update-function-configuration \
  --function-name my-function \
  --vpc-config '{
    "SubnetIds":["subnet-123"],
    "SecurityGroupIds":["sg-123"],
    "VpcConfig": {"VpcId":"vpc-123"}
  }'

Q1750: How do you use ECS Task Metadata Endpoint?

Answer:

{
  "containerDefinitions": [{
    "name": "web",
    "image": "nginx",
    "disableNetworking": false
  }]
}

Q1751: How do you implement EKS Cluster Endpoint Access?

Answer:

# Configure endpoint access
aws eks update-cluster-config \
  --name my-cluster \
  --resources-vpc-config '{
    "endpointPublicAccess": true,
    "endpointPrivateAccess": true
  }'

Q1752: How do you use CloudFormation Drift Detection Settings?

Answer:

# Configure detection
aws cloudformation update-stack \
  --stack-name my-stack \
  --drift-detection true

Q1753: How do you implement CDK Context Lookup?

Answer:

# Look up existing VPC
vpc = ec2.Vpc.from_lookup(
    self, "VPC",
    vpc_id="vpc-123"
)

Q1754: How do you use SAM Package Command?

Answer:

# Package application
sam package \
  --template-file template.yaml \
  --s3-bucket my-bucket \
  --output-template packaged.yaml

Q1755: How do you implement CodePipeline Artifact Retention?

Answer:

# Configure retention
aws codepipeline put-attribute \
  --pipeline-name my-pipeline \
  --attribute Key=ArtifactRetentionCount,Value=5

Q1756: How do you use CodeBuild Environment Variables?

Answer:

version: 0.2

env:
  variables:
    ENV: production
  parameter-store:
    API_KEY: /myapp/api/key

Q1757: How do you implement CodeDeploy AppSpec Hooks?

Answer:

hooks:
  AfterInstall:
    - location: scripts/after_install.sh
      timeout: 300

Q1758: How do you use CloudWatch Logs Subscriptions?

Answer:

# Create subscription
aws logs put-subscription-filter \
  --log-group-name /aws/lambda/my-function \
  --filter-name my-filter \
  --destination-arn lambda-arn

Q1759: How do you implement X-Ray Sampling with Agent?

Answer:

{
  "SamplingRule": {
    "RuleName": "default",
    "FixedRate": 0.01
  }
}

Q1760: How do you use Systems Manager Parameter Policies?

Answer:

# Set expiration
aws ssm put-parameter \
  --name /myapp/config \
  --value "value" \
  --type String \
  --policies '[{"Type":"Expiration","Version":"1.0","Attributes":{"Date":"2024-12-31T00:00:00Z"}}]'

Q1761: How do you implement Secrets Manager Resource Policy?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Principal": {"AWS": "arn:aws:iam::123:root"},
    "Action": "secretsmanager:*",
    "Resource": "*"
  }]
}

Q1762: How do you use IAM Roles Anywhere Profiles?

Answer:

# Create profile
aws rolesanywhere create-profile \
  --name my-profile \
  --role-arns role-arn

Q1763: How do you implement KMS Grants?

Answer:

# Create grant
aws kms create-grant \
  --key-id key-id \
  --grantee-principal role-arn \
  --operations Encrypt Decrypt

Q1764: How do you use GuardDuty Export to CloudWatch?

Answer:

# Enable
aws guardduty update-detector \
  --detector-id detector-id \
  --features '[{"Name":"S3_LOG_EVENTS","Status":"ENABLED"}]'

Q1765: How do you implement Security Hub Auto-enable?

Answer:

# Enable org
aws securityhub enable-organization-admin-account \
  --admin-account-id admin-id

Q1766: How do you use Macie Discovery Jobs?

Answer:

# Create job
aws macie2 create-discovery-job \
  --name my-job \
  --job-type ONE_TIME

Q1767: How do you implement Detective Graph Queries?

Answer:

# Query graph
aws detective search-graph \
  --graph-arn graph-arn \
  --criteria '{"entity": {"value": "user@example.com"}}'

Q1768: How do you use Audit Manager Assessments Scope?

Answer:

# Set scope
aws auditmanager create-assessment \
  --name my-assessment \
  --scope '{\"awsAccounts\":[{\"id\":\"123456789012\"}]}'

Q1769: How do you implement Control Tower Service Control Policies?

Answer:

# Create SCP
aws organizations create-policy \
  --type SERVICE_CONTROL_POLICY \
  --content '{"Version":"2012-10-17"}'

Q1770: How do you use AWS Config Aggregation Sources?

Answer:

# Authorize
aws configservice put-aggregation-authorization \
  --authorized-account-id 123456789012

Q1771: How do you implement CloudTrail Management Events?

Answer:

# Configure
aws cloudtrail update-trail \
  --name my-trail \
  --include-global-service-events

Q1772: How do you use CloudWatch Metric Filter Alarms?

Answer:

# Create filter
aws logs put-metric-filter \
  --log-group-name /aws/lambda/my-function \
  --filter-name error-filter \
  --metric-transformations '[
    {"metricNamespace":"MyApp","metricName":"Errors","metricValue":"1"}
  ]' \
  --pattern "[ERROR]"

Q1773: How do you implement VPC Peering DNS Support?

Answer:

# Enable DNS
aws ec2 modify-vpc-peering-connection-options \
  --vpc-peering-connection-id pcx-123 \
  --accepter-peering-options '{"AllowDnsResolutionFromRemoteVpc":true}'

Q1774: How do you use Transit Gateway Policy Table?

Answer:

# Create policy table
aws ec2 create-transit-gateway-policy-table \
  --transit-gateway-id tgw-123

Q1775: How do you implement Direct Connect Virtual Interface Tags?

Answer:

# Tag VIF
aws directconnect tag-resource \
  --resource-id vif-123 \
  --tags Key=Environment,Value=Production

Q1776: How do you use Route 53 DNSSEC Validation?

Answer:

# Enable DNSSEC
aws route53 enable hosted-zone-dnssec \
  --hosted-zone-id Z123

Q1777: How do you implement CloudFront Field-Level Encryption?

Answer:

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

Q1778: How do you use S3 Object Lock Retention?

Answer:

# Set retention
aws s3api put-object-retention \
  --bucket my-bucket \
  --key file.txt \
  --retention '{
    "Mode": "GOVERNANCE",
    "RetainUntilDate": "2025-01-01"
  }'

Q1779: How do you implement Lambda Container Image Support?

Answer:

# Create function with image
aws lambda create-function \
  --function-name my-function \
  --package-type Image \
  --code ImageUri=123456789012.dkr.ecr.us-east-1.amazonaws.com/my-image:latest

Q1780: How do you use ECS Task Placement Constraints?

Answer:

{
  "placementConstraints": [
    {
      "type": "memberOf",
      "expression": "attribute:ecs.instance-type == t3.medium"
    }
  ]
}

Q1781: How do you implement EKS Node Group Scaling?

Answer:

# Update scaling config
aws eks update-nodegroup-scaling \
  --cluster-name my-cluster \
  --nodegroup-name my-nodes \
  --scaling-config minSize=2,maxSize=10,desiredSize=5

Q1782: How do you use CloudFormation Custom Resource Backward Compatibility?

Answer:

# Use with DependsOn
Resources:
  CustomResource:
    Type: Custom::MyResource
    DependsOn: LambdaFunction

Q1783: How do you implement CDK Cross-Stack References?

Answer:

# Export
class NetworkStack(core.Stack):
    def __init__(self, scope, id):
        super().__init__(scope, id)
        self.vpc = ec2.Vpc(self, "VPC")
        core.CfnOutput(self, "VPCId", value=self.vpc.vpc_id)

Q1784: How do you use SAM Layers with Python?

Answer:

Layers:
  - !Sub arn:aws:lambda:${AWS::Region}:${AWS::AccountId}:layer:requests:1

Q1785: How do you implement CodePipeline Webhook Filters?

Answer:

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

Q1786: How do you use CodeBuild Source Credentials?

Answer:

# Add credential
aws codebuild import-source-credentials \
  --token my-token \
  --type GITHUB

Q1787: How do you implement CodeDeploy Environment Variables?

Answer:

env:
  variables:
    ENV: production

Q1788: How do you use CloudWatch Dashboard Variables?

Answer:

# Use widget API
dashboard = cloudwatch.Dashboard(
    self, "Dashboard",
    widgets=[cloudwatch.GraphWidget(
        title="Metrics",
        left=[metric]
    )]
)

Q1789: How do you implement X-Ray Context Missing Strategy?

Answer:

from aws_xray_sdk.core import xray_recorder

xray_recorder.configure(context_missing='LOG_ERROR')

Q1790: How do you use Systems Manager Maintenance Window Tasks?

Answer:

# Register task
aws ssm register-task-with-maintenance-window \
  --window-id mw-123 \
  --task-arn role-arn \
  --task-type AUTOMATION

Q1791: How do you implement Secrets Manager Random Passwords?

Answer:

# Generate
secret = secretsmanager.create_secret(
    Name='db-pass',
    GenerateSecretString={
        'PasswordLength': 32,
        'ExcludeCharacters': '@%'
    }
)

Q1792: How do you use IAM Policy Versioning?

Answer:

# Create version
aws iam create-policy-version \
  --policy-arn policy-arn \
  --policy-document file://v2.json \
  --set-as-default

Q1793: How do you implement KMS Import Key Material?

Answer:

# Get import parameters
aws kms get-parameters-for-import \
  --key-id key-id \
  --wrapping-key-spec RSA_4096 \
  --import-mechanism KEY_MATERIAL

Q1794: How do you use GuardDuty Finding Severity Mapping?

Answer:

# Update
aws guardduty update-organization-configuration \
  --detector-id detector-id

Q1795: How do you implement Security Hub Finding History?

Answer:

# Get history
aws securityhub list-finding-aggregators

Q1796: How do you use Macie Allow Lists?

Answer:

# Create allow list
aws macie2 create-allow-list \
  --name "Trusted patterns" \
  --pattern "*.example.com"

Q1797: How do you implement Detective Retention Period?

Answer:

# Set retention
aws detective update-graph \
  --graph-arn graph-arn \
  --data-encryption-key-encryption-options '{"kmsKeyArn":"key-arn"}'

Q1798: How do you use Audit Manager Delegations?

Answer:

# Delegate
aws auditmanager delegate-assessment \
  --assessment-id assessment-id \
  --destination-account-id 123456789012

Q1799: How do you implement Control Tower OU Management?

Answer:

# Move account
aws organizations move-account \
  --account-id 123456789012 \
  --source-parent-id old-ou \
  --destination-parent-id new-ou

Q1800: How do you use AWS Config Advanced Query Filters?

Answer:

# Query with filters
aws configservice select-aggregate-resource-config \
  --configuration-aggregator-name my-aggregator \
  --expression "SELECT * WHERE resourceType = 'AWS::EC2::Instance'"

Final Interview Questions 1801-2000

Q1801: How do you implement CloudTrail Event Store?

Answer:

# Create event data store
aws cloudtrail create-event-data-store \
  --name my-eds \
  --retention-period 90

Q1802: How do you use CloudWatch Logs Insights Query Syntax?

Answer:

# Query
fields @timestamp, @message
| filter @message like /ERROR/
| stats count() by @message

Q1803: How do you implement VPC CIDR Reservation?

Answer:

# Reserve CIDR
aws ec2 associate-vpc-cidr-block \
  --vpc-id vpc-123 \
  --amazon-provided-ipv6-cidr-block

Q1804: How do you use Direct Connect Gateway Associations?

Answer:

# Associate
aws directconnect associate-connection-with-lag \
  --connection-id conn-123 \
  --lag-id lag-123

Q1805: How do you implement Route 53 Record Set Groups?

Answer:

# Create record group
aws route53 create-reusable-delegation-set \
  --caller-reference "my-set"

Q1806: How do you use CloudFront Response Headers Policies?

Answer:

# Create policy
aws cloudfront create-response-headers-policy \
  --response-headers-policy-config '{
    "Name": "security-headers",
    "SecurityHeadersConfig": {"StrictTransportSecurity":{"AccessControlMaxAgeSec":31536000,"IncludeSubdomains":true,"Override":true}}'

Q1807: How do you implement S3 Batch Operations Manifest?

Answer:

{
  "Bucket": "my-bucket",
  "Key": "objects.csv",
  "Format": "S3BatchOperations_CSV_20180820"
}

Q1808: How do you use Lambda Function URLs Custom Domains?

Answer:

# Create mapping
aws apigatewayv2 create-domain-name \
  --domain-name api.example.com \
  --domain-name-configurations '[{"CertificateArn":"cert-arn"}]'

Q1809: How do you implement ECS Task EFS Volume Mount?

Answer:

{
  "volumes": [{
    "name": "efs-volume",
    "efsVolumeConfiguration": {
      "fileSystemId": "fs-123"
    }
  }],
  "mountPoints": [{
    "sourceVolume": "efs-volume",
    "containerPath": "/data"
  }]
}

Q1810: How do you use EKS Cluster Security Groups?

Answer:

# Add security group
aws eks update-cluster-config \
  --name my-cluster \
  --resources-vpc-config '{
    "securityGroupIds":["sg-123"]
  }'

Q1811: How do you implement CloudFormation Stack Policy?

Answer:

{
  "Statement": [{
    "Effect": "Allow",
    "Action": "Update:*",
    "Principal": "*",
    "Resource": "*"
  }]
}

Q1812: How do you use CDK Fn::GetAtt?

Answer:

vpc = ec2.Vpc(self, "VPC")
subnet = ec2.Subnet(self, "Subnet", vpc_id=vpc.vpc_id)

Q1813: How do you implement SAM Environment Variables?

Answer:

Environment:
  Variables:
    TABLE_NAME: my-table

Q1814: How do you use CodePipeline Custom Job Worker?

Answer:

# Create action
aws codepipeline create-custom-action-type \
  --category Build \
  --provider-name MyProvider

Q1815: How do you implement CodeBuild Buildspec Artifacts?

Answer:

artifacts:
  files:
    - '**/*'
  name: my-artifact

Q1816: How do you use CodeDeploy Hooks Timeout?

Answer:

hooks:
  ApplicationStop:
    - location: scripts/stop.sh
      timeout: 600

Q1817: How do you implement CloudWatch Metrics Composite Alarm?

Answer:

# Create composite
aws cloudwatch put-composite-alarm \
  --alarm-name my-alarm \
  --alarm-rule "ALARM(metric1) OR ALARM(metric2)"

Q1818: How do you use X-Ray Sampling Strategy?

Answer:

# Set strategy
xray_recorder.configure(
    sampling_strategy={
        'version': 1,
        'default': {'fixed_target': 10, 'rate': 0.1}
    }
)

Q1819: How do you implement Systems Manager Parameter Policies?

Answer:

# Add policy
aws ssm put-parameter \
  --name /app/config \
  --value "value" \
  --type String \
  --policies '[{"Type":"Expiration","Version":"1.0","Attributes":{"Date":"2024-12-31"}}]'

Q1820: How do you use Secrets Manager Rotation Schedule?

Answer:

# Configure
aws secretsmanager rotate-secret \
  --secret-id my-secret \
  --rotation-lambda-arn lambda-arn \
  --rotation-rules AutomaticallyAfterDays=30

Q1821: How do you implement IAM Access Analyzer Archive Rules?

Answer:

# Create rule
aws access-analyzer create-archive-rule \
  --analyzer-name my-analyzer \
  --rule-name my-rule \
  --filter '{"resource":{"eq":"s3://bucket"}}'

Q1822: How do you use KMS Key Alias Rotation?

Answer:

# Alias rotation
aws kms alias rotate-key-on-alias \
  --alias-name alias/my-alias

Q1823: How do you implement GuardDuty Suppressions?

Answer:

# Create filter
aws guardduty create-filter \
  --detector-id detector-id \
  --name suppress \
  --action ARCHIVE \
  --finding-criteria '{"criterion":{"type":{"eq":["UnauthorizedAccess:EC2/SSHBruteForce"}}}'

Q1824: How do you use Security Hub Integration Tests?

Answer:

# Run test
aws securityhub run-feed-import-test

Q1825: How do you implement Macie Allow List Patterns?

Answer:

# Create
aws macie2 create-allow-list \
  --name "patterns" \
  --pattern "*.internal.example.com"

Q1826: How do you use Detective Investigation Timeline?

Answer:

# Get timeline
aws detective get-investigation \
  --investigation-id inv-123 \
  --include-events

Q1827: How do you implement Audit Manager Evidence Retainer?

Answer:

# Configure
aws auditmanager update-settings \
  --default-assessment-owner owner

Q1828: How do you use Control Tower Audit Notifications?

Answer:

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

Q1829: How do you implement AWS Config Organization Aggregation?

Answer:

# Authorize
aws configservice put-aggregation-authorization \
  --authorized-account-id 123456789012 \
  --authorized-region us-east-1

Q1830: How do you use CloudTrail Lake Event Data Stores?

Answer:

# Create
aws cloudtrail create-event-data-store \
  --name my-eds \
  --event-data-store-advanced-event-selector '{
    "fieldSelectors": [{"field":"eventCategory","equals":["Data"]}]
  }'

Q1831: How do you implement VPC Subnet IPv6 CIDR?

Answer:

# Allocate
aws ec2 allocate-address \
  --domain vpc

Q1832: How do you use Direct Connect Lag Encryption?

Answer:

# Enable
aws directconnect create-lag \
  --lag-name my-lag \
  --number-of-connections 2 \
  --location EqDC2 \
  --encryption-mode "aes_256"

Q1833: How do you implement Route 53 Traffic Policy Instances?

Answer:

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

Q1834: How do you use CloudFront Continuous Deployment?

Answer:

# Create staging distribution
aws cloudfront create-distribution \
  --staging

Q1835: How do you implement S3 Multi-Region Access Point Failover?

Answer:

# Configure
aws s3control create-multi-region-access-point \
  --region us-east-1 \
  --bucket my-bucket

Q1836: How do you use Lambda Function URL Auth Type?

Answer:

# Create with IAM auth
aws lambda put-function-url-config \
  --function-name my-function \
  --auth-type AWS_IAM

Q1837: How do you implement ECS Fargate IPC Mode?

Answer:

{
  "ipcMode": "task"
}

Q1838: How do you use EKS Windows Container Support?

Answer:

# Add windows node group
aws eks create-nodegroup \
  --cluster-name my-cluster \
  --nodegroup-name windows \
  --ami-type Windows_Server-2022-English-Full-EKS_Optimized-1.0

Q1839: How do you implement CloudFormation Drift Status?

Answer:

# Check
aws cloudformation describe-stacks \
  --stack-name my-stack \
  --query "Stacks[0].DriftInformation"

Q1840: How do you use CDK Asset Publishing?

Answer:

# Publish
cdk publish

Q1841: How do you implement SAM Package Include?

Answer:

# Include files
sam package --template-file template.yaml --output-template packaged.yaml --include "function.zip"

Q1842: How do you use CodePipeline Deploy to Multiple Regions?

Answer:

# Configure action
aws codepipeline create-pipeline \
  --region us-west-2

Q1843: How do you implement CodeBuild Cache Modes?

Answer:

cache:
  type: S3
  bucket: my-bucket

Q1844: How do you use CodeDeploy Blue-Green Traffic Routing?

Answer:

# Configure
aws codedeploy create-deployment \
  --deployment-config-name CodeDeployDefault.AllAtOnce

Q1845: How do you implement CloudWatch Logs Retention Policy?

Answer:

# Set
aws logs put-retention-policy \
  --log-group-name /aws/lambda/my-function \
  --retention-in-days 7

Q1846: How do you use X-Ray Trace ID Format?

Answer:

Format: 1-57595e98-42ddef02e6a596924e4d680c-Root=1-57595e98-42ddef02e6a596924e4d680c

### Q1847: How do you implement Systems Manager Session Recording?
**Answer:**
```bash
# Enable
aws ssm update-service-setting \
  --setting-id arn:aws:ssm:us-east-1:123456789012:servicesetting/ssm/parameter-store/session \
  --setting-value enabled

Q1848: How do you use Secrets Manager Tags Rotation?

Answer:

# Configure
aws secretsmanager tag-resource \
  --secret-id my-secret \
  --tags Key=rotation,Value=automatic

Q1849: How do you implement IAM Policy Conditions?

Answer:

{
  "Condition": {
    "StringEquals": {"aws:RequestedRegion": ["us-east-1", "us-west-2"]}
  }
}

Q1850: How do you use KMS Key Deletion Wait Period?

Answer:

# Configure
aws kms schedule-key-deletion \
  --key-id key-id \
  --pending-window-in-days 7

Q1851: How do you implement GuardDuty EC2 Malware Protection?

Answer:

# Enable
aws guardduty update-detector \
  --detector-id detector-id \
  --features '[{"Name":"EC2_MALWARE_PROTECTION","Status":"ENABLED"}]'

Q1852: How do you use Security Hub Finding Workflow?

Answer:

# Update status
aws securityhub batch-update-findings \
  --finding-identifiers '[{"Id":"id","ProductArn":"arn"}]' \
  --workflow '{"Status":"RESOLVED"}'

Q1853: How do you implement Macie Custom Data Identifiers?

Answer:

# Create
aws macie2 create-custom-data-identifier \
  --name "SSN" \
  --regex "\\b\\d{3}-\\d{2}-\\d{4}\\b"

Q1854: How do you use Detective Graph Visualization?

Answer:

# Get
aws detective get-graph \
  --graph-arn graph-arn

Q1855: How do you implement Audit Manager Evidence Collection?

Answer:

# Configure automated collection
aws auditmanager create-assessment \
  --name my-assessment \
  --scope '{\"awsAccounts\":[{\"id\":\"123456789012\"}]}'

Q1856: How do you use Control Tower Guardrail Enforcement?

Answer:

# Enable
aws controltower enable-guardrail \
  --guardrail-identifier arn

Q1857: How do you implement AWS Config Aggregator Filters?

Answer:

# Filter
aws configservice select-aggregate-resource-config \
  --expression "SELECT * WHERE resourceType = 'AWS::S3::Bucket'"

Q1858: How do you use CloudTrail Insights Event Analysis?

Answer:

# Enable
aws cloudtrail update-trail \
  --name my-trail \
  --enable-insight-selectors

Q1859: How do you implement VPC Flow Logs Partitioning?

Answer:

# Configure partition
aws logs put-log-group-resource-policy \
  --policy-name my-policy \
  --policy-document '{"Statement":[{"Effect":"Allow","Principal":{"Service":"delivery.logs.amazonaws.com"}}]}'

Q1860: How do you use Transit Gateway Route Propagation?

Answer:

# Enable
aws ec2 enable-vgw-route-propagation \
  --route-table-id rtb-123 \
  --gateway-id vgw-123

Q1861: How do you implement Direct Connect Gateway Route Filter?

Answer:

# Configure
aws directconnect update-virtual-interface-telemetry \
  --virtual-interface-id vif-123 \
  --amazon-side-asn 64512

Q1862: How do you use Route 53 Health Checkers Count?

Answer:

# Configure
aws route53 create-health-check \
  --health-check-config '{"Type":"CLOUDWATCH_METRIC","CloudWatchAlarmConfiguration":{"MetricName":"HealthCheck"}}'

Q1863: How do you implement CloudFront Origin Request Policy?

Answer:

# Create
aws cloudfront create-origin-request-policy \
  --origin-request-policy-config '{
    "Name": "my-policy",
    "cookiesConfig": {"forward": "whitelist","cookies":["session"]}
  }'

Q1864: How do you use S3 Access Point Policy Variables?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Action": "s3:GetObject",
    "Resource": "arn:aws:s3:accesspoint:my-ap/object/${s3:version-id}"
  }]
}

Q1865: How do you implement Lambda VPC Endpoints Configuration?

Answer:

# Create endpoint
aws ec2 create-vpc-endpoint \
  --vpc-id vpc-123 \
  --service-name com.amazonaws.us-east-1.lambda \
  --vpc-endpoint-type Interface

Q1866: How do you use ECS Service Discovery DNS Config?

Answer:

# Configure
aws ecs create-service \
  --service-name my-service \
  --service-registries '[{"registryArn":"arn:aws:servicediscovery:service/srv"}]'

Q1867: How do you implement EKS OIDC Provider Setup?

Answer:

# Create
aws eks associate-identity-provider-config \
  --cluster-name my-cluster \
  --oidc '{"identityProviderConfigName":"okta","issuerUrl":"https://issuer"}'

Q1868: How do you use CloudFormation Change Set Preview?

Answer:

# Preview
aws cloudformation create-change-set \
  --stack-name my-stack \
  --template-body file://template.yaml \
  --change-set-type UPDATE \
  --no-execute-changeset

Q1869: How do you implement CDK Context Access?

Answer:

region = self.node.try_get_context("region") or "us-east-1"

Q1870: How do you use SAM Local Invoke Events?

Answer:

sam local invoke MyFunction --event event.json

Q1871: How do you implement CodePipeline Manual Approval Timeout?

Answer:

# Configure
aws codepipeline put-approval-result \
  --pipeline-name my-pipeline \
  --stage-name Deploy \
  --action-name Approval \
  --result Approved

Q1872: How do you use CodeBuild Pull Request Builds?

Answer:

triggers:
  pull_request:
    branches:
      include:
        - main

Q1873: How do you implement CodeDeploy AppSpec Environments?

Answer:

version: 0.0
os: linux
Resources:
  - Target:
      Location: /var/www/html

Q1874: How do you use CloudWatch Embedded Metrics Format?

Answer:

def handler(event, context):
    return {
        "_aws": {"CloudWatchMetrics": [{"Namespace": "MyApp"}]},
        "metric": 100
    }

Q1875: How do you implement X-Ray Sampling Rules Priority?

Answer:

{
  "Rules": [{
    "RuleName": "priority",
    "Priority": 1,
    "FixedRate": 0.5
  }]
}

Q1876: How do you use Systems Manager Documents JSON?

Answer:

{
  "schemaVersion": "2.2",
  "mainSteps": [{
    "action": "aws:runCommand",
    "name": "RunCommand",
    "inputs": {"commands": ["echo hello"]}
  }]
}

Q1877: How do you implement Secrets Manager Replica Secret?

Answer:

# Replicate
aws secretsmanager replicate-secret-to-regions \
  --secret-id my-secret \
  --add-replica-regions Region=us-west-2

Q1878: How do you use IAM Policy Simulation API?

Answer:

aws iam simulate-principal-policy \
  --policy-source-arn arn:aws:iam::123:user/john \
  --action-names "s3:GetObject"

Q1879: How do you implement KMS External Key Store?

Answer:

# Create XKS
aws kms create-external-key-store \
  --xks-key-store-id my-xks \
  --key-artifact "encrypted-key" \
  --public-key "public-key"

Q1880: How do you use GuardDuty Cost Optimization Filters?

Answer:

# Filter
aws guardduty get-findings \
  --detector-id detector-id \
  --finding-criteria '{"service":{"additionalInfo":{"value":"FreeTier"}}'

Q1881: How do you implement Security Hub Finding Aggregation?

Answer:

# Create aggregator
aws securityhub create-finding-aggregator \
  --region-linking-mode INCLUDE_ALL

Q1882: How do you use Macie Auto-Enable for Organization?

Answer:

# Enable
aws macie2 enable-organization

Q1883: How do you implement Detective Investigation Export?

Answer:

# Export
aws detective create-investigation \
  --graph-arn graph-arn \
  --title "Export"

Q1884: How do you use Audit Manager Automated Evidence?

Answer:

# Configure
aws auditmanager create-assessment \
  --name my-assessment

Q1885: How do you implement Control Tower Organization Events?

Answer:

# Enable logging
aws controltower create-landing-zone \
  --logging-configuration '{"cloudTrail":{"enabled":true}}'

Q1886: How do you use AWS Config Conformance Pack Updates?

Answer:

# Update
aws configservice update-conformance-pack \
  --conformance-pack-name my-pack \
  --template-s3-uri s3://bucket/new-template.yaml

Q1887: How do you implement CloudTrail Organization Trail?

Answer:

# Create
aws cloudtrail create-trail \
  --name my-trail \
  --is-organization-trail

Q1888: How do you use VPC Flow Logs to S3 Partitioning?

Answer:

# Configure partition
aws ec2 create-flow-logs \
  --resource-type VPC \
  --traffic-type ALL \
  --log-destination-type cloud-watch-logs

Q1889: How do you implement Transit Gateway Connect Peer?

Answer:

# Create
aws ec2 create-transit-gateway-connect-peer \
  --transit-gateway-attachment-id tgw-attach \
  --peer-address 203.0.113.1

Q1890: How do you use Direct Connect Virtual Interface BGP MD5?

Answer:

# Set password
aws ec2 create-vpn-connection \
  --type ipsec.1 \
  --customer-gateway-id cgw-123 \
  --vpn-gateway-id vpg-123 \
  --options '{"TunnelOptions":[{"TunnelInsideCidr":"169.254.0.0/30"}]}'

Q1891: How do you implement Route 53 Resolver Query Logs?

Answer:

# Configure
aws route53 create-resolver-query-log-config \
  --name my-logs \
  --resolver-endpoint-id endpoint-id

Q1892: How do you use CloudFront Function Code?

Answer:

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

Q1893: How do you implement S3 Inventory Destination Config?

Answer:

# Configure
aws s3api put-bucket-inventory-configuration \
  --bucket my-bucket \
  --id daily \
  --inventory-configuration '{
    "Destination": {"S3BucketDestination":{"Bucket":"arn:aws:s3:::dest"}}"
  }'

Q1894: How do you use Lambda Destination Configuration?

Answer:

# Configure
aws lambda put-function-event-invoke-config \
  --function-name my-function \
  --destination-config '{"OnSuccess":{"Destination":"arn:aws:lambda:dest:function"}}'

Q1895: How do you implement ECS Service Scheduling Strategy?

Answer:

# Configure
aws ecs create-service \
  --scheduling-strategy DAEMON \
  --service-name my-service

Q1896: How do you use EKS Managed Node Group Update Strategy?

Answer:

# Update
aws eks update-nodegroup-version \
  --cluster-name my-cluster \
  --nodegroup-name my-nodes

Q1897: How do you implement CloudFormation Stack Export?

Answer:

Outputs:
  VPCId:
    Value: !Ref VPC
    Export:
      Name: !Sub "${AWS::StackName}-VPC"

Q1898: How do you use CDK Nested Stacks?

Answer:

# Create nested stack
nested = CfnStack(
    self, "Nested",
    template_url="https://s3.amazonaws.com/templates/nested.yaml"
)

Q1899: How do you implement SAM Local Docker Networking?

Answer:

sam local start-api --docker-network my-network

Q1900: How do you use CodePipeline State Machine Integration?

Answer:

# Add action
aws codepipeline create-pipeline \
  --pipeline '{
    "stages": [{
      "name": "Deploy",
      "actions": [{
        "actionTypeId": {"category":"Deploy","owner":"AWS","provider":"StepFunctions"}
      }]
    }]
  }'

Q1901: How do you implement CodeBuild Pre-Build Commands?

Answer:

phases:
  pre_build:
    commands:
      - npm install

Q1902: How do you use CodeDeploy Lifecycle Event Hooks?

Answer:

hooks:
  BeforeInstall:
    - location: scripts/before_install.sh

Q1903: How do you implement CloudWatch Custom Metrics Dashboard?

Answer:

dashboard = cloudwatch.Dashboard(
    self, "Dashboard",
    widgets=[
        [single_metric, single_metric]
    ]
)

Q1904: How do you use X-Ray Subsegment Closing?

Answer:

with xray_recorder.subsegment('mysql'):
    # query
    pass

Q1905: How do you implement Systems Manager Service Role?

Answer:

# Create role
aws iam create-role \
  --role-name ssm-role \
  --assume-role-policy-document '{
    "Version": "2012-10-17",
    "Statement": [{
      "Effect": "Allow",
      "Principal": {"Service":"ec2.amazonaws.com"},
      "Action":"sts:AssumeRole"
    }]
  }'

Q1906: How do you use Secrets Manager Secret Policy?

Answer:

{
  "Version": "2012-10-17",
  "Statement": [{
    "Effect": "Allow",
    "Principal": {"AWS": "arn:aws:iam::123:root"},
    "Action": "secretsmanager:*",
    "Resource": "*"
  }]
}

Q1907: How do you implement IAM Role Session Tags?

Answer:

client = boto3.client('sts')
response = client.assume_role(
    RoleArn='arn:aws:iam::123:role/my-role',
    RoleSessionName='session',
    Tags=[{'Key': 'project', 'Value': 'myapp'}]
)

Q1908: How do you use KMS Key Deletion Schedule?

Answer:

# Schedule
aws kms schedule-key-deletion \
  --key-id key-id \
  --pending-window-in-days 7

Q1909: How do you implement GuardDuty Auto-Enable New Accounts?

Answer:

# Enable
aws guardduty enable-organization-admin-account \
  --admin-account-id admin-id

Q1910: How do you use Security Hub Cross-Region Aggregation?

Answer:

# Create
aws securityhub create-finding-aggregator \
  --region-linking-mode INCLUDE_ALL

Q1911: How do you implement Macie Organization Auto-Enable?

Answer:

# Enable
aws macie2 enable-organization

Q1912: How do you use Detective Organization Data?

Answer:

# Enable
aws detective enable-organization-admin-account \
  --admin-account-id admin-id

Q1913: How do you implement Audit Manager Auto-Enable?

Answer:

# Enable
aws auditmanager enable-organization

Q1914: How do you use Control Tower OU Guardrail Status?

Answer:

# Get
aws controltower list-guardrails-for-ou \
  --organizational-unit-id ou-123

Q1915: How do you implement AWS Config Multi-Account Aggregation?

Answer:

# Authorize
aws configservice put-aggregation-authorization \
  --authorized-account-id 123456789012

Q1916: How do you use CloudTrail Organization Management Events?

Answer:

# Enable
aws cloudtrail update-trail \
  --name my-trail \
  --include-global-service-events \
  --is-organization-trail

Q1917: How do you implement VPC Endpoint Policies?

Answer:

{
  "Statement": [{
    "Effect": "Allow",
    "Action": "s3:GetObject",
    "Resource": "arn:aws:s3:::bucket/*"
  }]
}

Q1918: How do you use Transit Gateway Route Table Propagation?

Answer:

# Enable
aws ec2 associate-transit-gateway-route-table \
  --transit-gateway-attachment-id tgw-attach \
  --transit-gateway-route-table-id rtb-123

Q1919: How do you implement Direct Connect Gateway Associations?

Answer:

# Associate
aws directconnect associate-virtual-interface \
  --virtual-interface-id vif-123 \
  --connection-id conn-123

Q1920: How do you use Route 53 DNSSEC Signing?

Answer:

# Enable
aws route53 create-key-signing-key \
  --hosted-zone-id Z123 \
  --name ksk \
  --key-signing-key-algorithms RSA_SHA256

Q1921: How do you implement CloudFront Signed URL Policy?

Answer:

url = cloudfront.generate_signing_url(
    resource_url='https://d123.cloudfront.net/file',
    key_pair_id='KEY',
    private_key=key,
    date_less_than=datetime.now() + timedelta(hours=1)
)

Q1922: How do you use S3 Object Lock Legal Hold?

Answer:

# Set
aws s3api put-object-legal-hold \
  --bucket my-bucket \
  --key file.txt \
  --legal-hold Status=ON

Q1923: How do you implement Lambda VPC Security Groups?

Answer:

# Configure
aws lambda create-function \
  --vpc-config '{
    "SubnetIds":["subnet-123"],
    "SecurityGroupIds":["sg-123"]
  }'

Q1924: How do you use ECS Task Elastic Network Interface?

Answer:

{
  "networkMode": "awsvpc",
  "containerDefinitions": [{
    "name": "web",
    "networkInterfaces": [{"deviceIndex": 0}]
  }]
}

Q1925: How do you implement EKS Fargate Profile Namespace?

Answer:

# Create
aws eks create-fargate-profile \
  --cluster-name my-cluster \
  --fargate-profile-name my-profile \
  --selectors '[{"namespace":"default"}]'

Q1926: How do you use CloudFormation Fn::ImportValue?

Answer:

# Import
Resources:
  VPC:
    Type: AWS::EC2::VPC::Id
    DefaultFn::ImportValue: NetworkStack-VPCID

Q1927: How do you implement CDK Cross-Account References?

Answer:

# Reference
bucket = s3.Bucket.from_bucket_arn(
    self, "Bucket",
    bucket_arn="arn:aws:s3:::bucket"
)

Q1928: How do you use SAM CLI Local Invoke Debug?

Answer:

sam local invoke -d 5858

Q1929: How do you implement CodePipeline Approval Token?

Answer:

# Get approval
aws codepipeline get-pipeline-execution \
  --pipeline-name my-pipeline

Q1930: How do you use CodeBuild Build Status Notifications?

Answer:

notifications:
  rules:
    - events:
        - build.succeeded
      channels:
        - type: EMAIL

Q1931: How do you implement CodeDeploy Deployment Groups?

Answer:

# Create
aws codedeploy create-deployment-group \
  --application-name my-app \
  --deployment-group-name my-group

Q1932: How do you use CloudWatch Alarm Actions?

Answer:

# Configure
aws cloudwatch put-metric-alarm \
  --alarm-name my-alarm \
  --alarm-actions arn:aws:sns:region:account:topic

Q1933: How do you implement X-Ray Context Propagation?

Answer:

def handler(event, context):
    with xray_recorder.capture('my-subsegment'):
        call_service()

Q1934: How do you use Systems Manager Maintenance Window Targets?

Answer:

# Register
aws ssm register-target-with-maintenance-window \
  --window-id mw-123 \
  --targets '[{"Key":"instanceids","Values":["i-123"]}]'

Q1935: How do you implement Secrets Manager Rotation Templates?

Answer:

# Lambda rotation
def handler(event, context):
    # Get secret
    # Rotate
    pass

Q1936: How do you use IAM Policy Last Accessed Info?

Answer:

# Get
aws iam get-policy-version \
  --policy-arn arn \
  --version-id v1

Q1937: How do you implement KMS Key Usage Audit?

Answer:

# Enable logging
aws kms enable-key \
  --key-id key-id

Q1938: How do you use GuardDuty Findings Export Config?

Answer:

# Configure
aws guardduty create-publishing-destination \
  --detector-id detector-id \
  --destination-type S3

Q1939: How do you implement Security Hub Compliance Standards?

Answer:

# Enable
aws securityhub enable-standards \
  --standards-arn arn:aws:securityhub:::ruleset/cis/v/1.2.0

Q1940: How do you use Macie Discovery Job Scope?

Answer:

# Create
aws macie2 create-discovery-job \
  --name my-job \
  --s3-job-definition '{
    "bucketDefinitions": [{"accountId":"123","buckets":["bucket"]}]
  }'

Q1941: How do you implement Detective Investigation Findings?

Answer:

# Get
aws detective get-findings \
  --graph-arn graph-arn

Q1942: How do you use Audit Manager Assessment Evidence?

Answer:

# Get evidence
aws auditmanager get-evidence \
  --assessment-id id

Q1943: How do you implement Control Tower Guardrail Details?

Answer:

# Get
aws controltower describe-guardrail \
  --guardrail-identifier arn

Q1944: How do you use AWS Config Resource Timeline?

Answer:

# Get
aws configservice get-resource-timeline \
  --resource-type AWS::EC2::Instance

Q1945: How do you implement CloudTrail Event History Filters?

Answer:

# Lookup
aws cloudtrail lookup-events \
  --lookup-attributes AttributeKey=EventSource,AttributeValue=ec2

Q1946: How do you use VPC Flow Logs Log Format?

Answer:

# Configure format
aws ec2 create-flow-logs \
  --log-format 'version account-id interface-id srcaddr dstaddr srcport dstport protocol packets bytes start end action log-status'

Q1947: How do you implement Transit Gateway Attachments?

Answer:

# Create
aws ec2 create-transit-gateway-vpc-attachment \
  --transit-gateway-id tgw-123 \
  --vpc-id vpc-123 \
  --subnet-ids subnet-123

Q1948: How do you use Direct Connect Lag Member Connection?

Answer:

# Add
aws directconnect create-connection \
  --lag-id lag-123 \
  --location EqDC2

Q1949: How do you implement Route 53 Private Hosted Zone?

Answer:

# Create
aws route53 create-hosted-zone \
  --name internal.example.com \
  --vpc '{"VPCRegion":"us-east-1","VPCId":"vpc-123"}'

Q1950: How do you use CloudFront Cache Policy?

Answer:

# Create
aws cloudfront create-cache-policy \
  --cache-policy-config '{
    "Name": "my-policy",
    "DefaultTTL": 86400
  }'

Q1951: How do you implement S3 Bucket Policy Conditions?

Answer:

{
  "Condition": {
    "Bool": {"aws:SecureTransport": "true"}
  }
}

Q1952: How do you use Lambda Function Url Cors Config?

Answer:

# Configure
aws lambda put-function-url-config \
  --function-name my-function \
  --cors-config '{"AllowOrigins":["*"],"AllowMethods":["GET"]}'

Q1953: How do you implement ECS Task IAM Role?

Answer:

{
  "taskRoleArn": "arn:aws:iam::123:role/task-role"
}

Q1954: How do you use EKS Cluster Logging?

Answer:

# Enable
aws eks update-cluster-config \
  --name my-cluster \
  --logging '{"clusterLogging":[{"types":["api","audit"],"enabled":true}]}'

Q1955: How do you implement CloudFormation Stack Import?

Answer:

# Import
aws cloudformation create-stack \
  --stack-name my-stack \
  --template-body file://template.yaml \
  --import-resources

Q1956: How do you use CDK Asset Hash Computation?

Answer:

asset = aws_s3_assets.Asset(
    self, "Asset",
    path="./assets",
    readers=[group]
)

Q1957: How do you implement SAM CLI Local API Logs?

Answer:

sam local start-api --log-file my.log

Q1958: How do you use CodePipeline Webhook Events?

Answer:

# Create
aws codepipeline create-webhook \
  --name my-webhook \
  --pipeline-name my-pipeline

Q1959: How do you implement CodeBuild Environment Variables From Parameter Store?

Answer:

env:
  parameter-store:
    PARAM: /my/param

Q1960: How do you use CodeDeploy Deployment Config?

Answer:

# Create
aws codedeploy create-deployment-config \
  --deployment-config-name my-config \
  --minimum-healthy-hosts '{"value":2,"type":"HOST_COUNT"}'

Q1961: How do you implement CloudWatch Logs Destination Policy?

Answer:

# Configure
aws logs put-destination-policy \
  --destination-name my-dest \
  --access-policy '{"Version":"2012-10-17"}'

Q1962: How do you use X-Ray SDK Patch Libraries?

Answer:

from aws_xray_sdk.ext import botocore
xray_recorder.patch(botocore)

Q1963: How do you implement Systems Manager OpsItems?

Answer:

# Create
aws ssm create-ops-item \
  --title "Incident" \
  --priority 1

Q1964: How do you use Secrets Manager Secret Tags?

Answer:

# Tag
aws secretsmanager tag-resource \
  --secret-id my-secret \
  --tags Key=environment,Value=prod

Q1965: How do you implement IAM User Access Keys Creation?

Answer:

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

Q1966: How do you use KMS Key Policy Conditions?

Answer:

{
  "Condition": {
    "StringEquals": {"aws:PrincipalAccount": "123456789012"}
  }
}

Q1967: How do you implement GuardDuty Findings Suppression?

Answer:

# Create filter
aws guardduty create-filter \
  --detector-id detector-id \
  --name my-filter \
  --action ARCHIVE

Q1968: How do you use Security Hub Standards Control Status?

Answer:

# Update
aws securityhub update-standards-control \
  --standards-control-arn arn \
  --status REASON="Risk accepted"

Q1969: How do you implement Macie Classification Results?

Answer:

# Get
aws macie2 get-classification-job \
  --job-id job-id

Q1970: How do you use Detective Member Associations?

Answer:

# Associate
aws detective create-members \
  --graph-arn graph-arn \
  --accounts '[{"AccountId":"123","EmailAddress":"a@b.com"}]'

Q1971: How do you implement Audit Manager Framework Delegation?

Answer:

# Delegate
aws auditmanager delegate-assessment \
  --assessment-id id

Q1972: How do you use Control Tower Landing Zone Version?

Answer:

# Get
aws controltower get-landing-zone \
  --version version

Q1973: How do you implement AWS Config Organization Settings?

Answer:

# Enable
aws configservice enable-organization-config-rule \
  --organization-config-rule-name my-rule

Q1974: How do you use CloudTrail Insights Event Pattern?

Answer:

# Get
aws cloudtrail get-insight-selectors \
  --trail-name my-trail

Q1975: How do you implement VPC Endpoint Service Allowed Principals?

Answer:

# Add
aws ec2 allow-vpc-endpoint-connection-principal \
  --vpc-endpoint-service-name service \
  --principal arn:aws:iam::123:root

Q1976: How do you use Transit Gateway Attachment Association?

Answer:

# Associate
aws ec2 associate-transit-gateway-route-table \
  --transit-gateway-attachment-id tgw-attach \
  --transit-gateway-route-table-id rtb

Q1977: How do you implement Direct Connect BGP Peer Update?

Answer:

# Update
aws directconnect update-virtual-interface \
  --virtual-interface-id vif-123 \
  --mtu 1500

Q1978: How do you use Route 53 Health Check Status?

Answer:

# Get
aws route53 get-health-check-status \
  --health-check-id id

Q1979: How do you implement CloudFront Distribution Tags?

Answer:

# Tag
aws cloudfront tag-resource \
  --resource arn \
  --tags Key=Environment,Value=prod

Q1980: How do you use S3 Bucket Policy Version?

Answer:

{"Version": "2012-10-17"}

Q1981: How do you implement Lambda Function Version Description?

Answer:

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

Q1982: How do you use ECS Service Task Count?

Answer:

# Update
aws ecs update-service \
  --cluster my-cluster \
  --service my-service \
  --desired-count 5

Q1983: How do you implement EKS Node Group Instance Types?

Answer:

# Create
aws eks create-nodegroup \
  --cluster-name my-cluster \
  --instance-types t3.medium

Q1984: How do you use CloudFormation Stack Resources List?

Answer:

# List
aws cloudformation list-stack-resources \
  --stack-name my-stack

Q1985: How do you implement CDK Stack Output Export?

Answer:

self.vpc = vpc.vpc_id
core.CfnOutput(self, "VPCId", value=self.vpc)

Q1986: How do you use SAM CLI Package Command?

Answer:

sam package --s3-bucket my-bucket

Q1987: How do you implement CodePipeline Execution Details?

Answer:

# Get
aws codepipeline get-pipeline-execution \
  --pipeline-name my-pipeline

Q1988: How do you use CodeBuild Build Status Actions?

Answer:

env:
  exported-variables:
    - BUILD_ID

Q1989: How do you implement CodeDeploy Deployment Status?

Answer:

# Get
aws codedeploy get-deployment \
  --deployment-id id

Q1990: How do you use CloudWatch Alarm History?

Answer:

# Get
aws cloudwatch describe-alarm-history \
  --alarm-name my-alarm

Q1991: How do you implement X-Ray Segment Document?

Answer:

segment = xray_recorder.begin_segment('name')
segment.put_annotation('key', 'value')
segment.close()

Q1992: How do you use Systems Manager Parameter History?

Answer:

# Get
aws ssm get-parameter-history \
  --name /my/param

Q1993: How do you implement Secrets Manager Secret Versions?

Answer:

# List
aws secretsmanager list-secret-version-ids \
  --secret-id my-secret

Q1994: How do you use IAM Policy Version List?

Answer:

# List
aws iam list-policy-versions \
  --policy-arn policy-arn

Q1995: How do you implement KMS Key Alias List?

Answer:

# List
aws kms list-aliases

Q1996: How do you use GuardDuty Finding Count?

Answer:

# Get
aws guardduty get-findings-count \
  --detector-id detector-id

Q1997: How do you implement Security Hub Finding Severity Count?

Answer:

# Get
aws securityhub get-findings \
  --filters '{"Severity":{"Label":["CRITICAL","HIGH"]}}'

Q1998: How do you use Macie Finding Statistics?

Answer:

# Get
aws macie2 get-finding-statistics \
  --group-by severity

Q1999: How do you implement Detective Investigation List?

Answer:

# List
aws detective list-investigations \
  --graph-arn graph-arn

AWS_Practical_Interview_1501 2000

AWS Practical Interview Questions (1501-2000)

Advanced AWS Security Scenarios

Q1501: How do you implement AWS Security Hub Integration?

Q1502: How do you use AWS GuardDuty Malware Protection?

Q1503: How do you implement AWS Config Conformance Packs?

Q1504: How do you use AWS Network Firewall Suricata Rules?

Q1505: How do you implement AWS WAF Rule Groups?

Advanced AWS Networking Scenarios

Q1506: How do you implement AWS Gateway Load Balancer?

Q1507: How do you use AWS Direct Connect Location?

Q1508: How do you implement AWS VPN CloudHub?

Q1509: How do you use AWS Transit Gateway Route Tables?

Q1510: How do you implement AWS PrivateLink Interface Endpoints?

Advanced AWS Database Scenarios

Q1511: How do you implement RDS Custom SQL Server?

Q1512: How do you use RDS Optimized Reads?

Q1513: How do you implement Aurora Serverless V2?

Q1514: How do you use Aurora ML Integration?

Q1515: How do you implement DynamoDB Accelerator (DAX) Cluster?

Advanced AWS Container Scenarios

Q1516: How do you implement ECS Exec with Session Manager?

Q1517: How do you use ECS Service Discovery with Cloud Map?

Q1518: How do you implement EKS Secrets Encryption?

Q1519: How do you use EKS Pod Security Standards?

Q1520: How do you implement EKS Fargate Spot?

Advanced AWS Serverless Scenarios

Q1521: How do you implement Lambda Function URLs with Auth?

Q1522: How do you use Lambda Response Streaming?

Q1523: How do you implement Lambda VPC ENI Management?

Q1524: How do you use Lambda Event Source Mapping Filters?

Q1525: How do you implement Lambda Custom Runtimes?

Advanced AWS Storage Scenarios

Q1526: How do you implement S3 Access Grants?

Q1527: How do you use S3 Intelligent-Tiering?

Q1528: How do you implement S3 Dual-Stack Endpoints?

Q1529: How do you use S3 Access Points Multi-Region?

Q1530: How do you implement EFS Replication?

Advanced AWS Analytics Scenarios

Q1531: How do you implement Kinesis Data Firehose Transformation?

Q1532: How do you use OpenSearch Ingestion?

Q1533: How do you implement Redshift Concurrency Scaling?

Q1534: How do you use Glue Data Quality?

Q1535: How do you implement Athena Query Federation?

Advanced AWS DevOps Scenarios

Q1536: How do you implement CodePipeline Artifact Store Encryption?

Q1537: How do you use CodeBuild Multiple Sources?

Q1538: How do you implement CodeDeploy Rollback Triggers?

Q1539: How do you use CDK Pipelines Self-Mutation?

Q1540: How do you implement Terraform Import Existing Resources?

Advanced AWS Cost Management

Q1541: How do you implement AWS Budgets Anomaly Detection?

Q1542: How do you use AWS Cost Categories?

Q1543: How do you implement Reserved Instance Planning?

Q1544: How do you use AWS Compute Optimizer Recommendations?

Q1545: How do you implement Savings Plans Recommendations?

Advanced AWS Integration Patterns

Q1546: How do you implement SQS Batch with Lambda?

Q1547: How do you use SNS FIFO with SQS FIFO?

Q1548: How do you implement EventBridge Pipe Transformation?

Q1549: How do you use Step Functions Distributed Map?

Q1550: How do you implement Kinesis Consumer Enhanced Fan-Out?

Advanced AWS Architecture Patterns

Q1551: How do you implement Strangler Fig Pattern?

Q1552: How do you use Sidecar Pattern in ECS?

Q1553: How do implement Ambassador Pattern in Kubernetes?

Q1554: How do you use Anti-Entropy in Distributed Systems?

Q1555: How do you implement Bulkhead Pattern with Lambda?

Advanced AWS ML Services

Q1556: How do you implement SageMaker Feature Store?

Q1557: How do you use SageMaker Model Registry?

Q1558: How do you implement SageMaker Edge Manager?

Q1559: How do you use SageMaker Canvas?

Use SageMaker Canvas console:

1. Import data

2. Prepare data (visual)

3. Build model (no-code)

4. Evaluate results

5. Deploy

Advanced AWS IoT Scenarios