There are more AWS SDK examples available in the [AWS Doc SDK Examples](https://github.com/awsdocs/aws-doc-sdk-examples) GitHub repo.

# Code examples for AWS Cloud Map using AWS SDKs
<a name="servicediscovery_code_examples"></a>

The following code examples show you how to use AWS Cloud Map with an AWS software development kit (SDK).

*Scenarios* are code examples that show you how to accomplish specific tasks by calling multiple functions within a service or combined with other AWS services.

**More resources**
+  **[AWS Cloud Map Developer Guide](https://docs.aws.amazon.com/cloud-map/latest/dg/what-is-cloud-map.html)** – More information about AWS Cloud Map.
+ **[AWS Cloud Map API Reference](https://docs.aws.amazon.com/cloud-map/latest/api/Welcome.html)** – Details about all available AWS Cloud Map actions.
+ **[AWS Developer Center](https://aws.amazon.com/developer/code-examples/?awsf.sdk-code-examples-product=product%23)** – Code examples that you can filter by category or full-text search.
+ **[AWS SDK Examples](https://github.com/awsdocs/aws-doc-sdk-examples)** – GitHub repo with complete code in preferred languages. Includes instructions for setting up and running the code.

**Contents**
+ [Scenarios](servicediscovery_code_examples_scenarios.md)
  + [Cloud Map custom attributes](servicediscovery_example_cloudmap_CustomAttributes_section.md)
  + [Cloud Map service discovery](servicediscovery_example_cloudmap_ServiceDiscovery_section.md)
  + [Configure Amazon ECS Service Connect](servicediscovery_example_ecs_ServiceConnect_085_section.md)

# Scenarios for AWS Cloud Map using AWS SDKs
<a name="servicediscovery_code_examples_scenarios"></a>

The following code examples show you how to implement common scenarios in AWS Cloud Map with AWS SDKs. These scenarios show you how to accomplish specific tasks by calling multiple functions within AWS Cloud Map or combined with other AWS services. Each scenario includes a link to the complete source code, where you can find instructions on how to set up and run the code. 

Scenarios target an intermediate level of experience to help you understand service actions in context.

**Topics**
+ [Cloud Map custom attributes](servicediscovery_example_cloudmap_CustomAttributes_section.md)
+ [Cloud Map service discovery](servicediscovery_example_cloudmap_ServiceDiscovery_section.md)
+ [Configure Amazon ECS Service Connect](servicediscovery_example_ecs_ServiceConnect_085_section.md)

# Using Cloud Map service discovery with custom attributes
<a name="servicediscovery_example_cloudmap_CustomAttributes_section"></a>

The following code example shows how to:
+ Create an Cloud Map namespace
+ Create a DynamoDB table
+ Create an Cloud Map data service and register the DynamoDB table
+ Create an IAM role for Lambda functions
+ Create the Lambda function to write data
+ Create an Cloud Map app service and register the Lambda write function
+ Create the Lambda function to read data

------
#### [ Bash ]

**AWS CLI with Bash script**  
 There's more on GitHub. Find the complete example and learn how to set up and run in the [Sample developer tutorials](https://github.com/aws-samples/sample-developer-tutorials/tree/main/tuts/004-cloudmap-custom-attributes) repository. 

```
#!/bin/bash

# AWS Cloud Map Tutorial Script
# This script demonstrates how to use AWS Cloud Map for service discovery with custom attributes

# Set up logging
LOG_FILE="cloudmap-tutorial.log"
echo "AWS Cloud Map Tutorial Script" > $LOG_FILE
echo "Started at $(date)" >> $LOG_FILE

# Array to track created resources for cleanup
CREATED_RESOURCES=()

# Function to log commands and their output
log_cmd() {
  echo "$ $1" | tee -a $LOG_FILE
  eval "$1" | tee -a $LOG_FILE
}

# Function to handle errors
handle_error() {
  local LINE=$1
  echo "An error occurred at line $LINE" | tee -a $LOG_FILE
  echo "Resources created so far:" | tee -a $LOG_FILE
  for resource in "${CREATED_RESOURCES[@]}"; do
    echo "- $resource" | tee -a $LOG_FILE
  done
  echo "Attempting to clean up resources..." | tee -a $LOG_FILE
  cleanup
  exit 1
}

# Set up error handling
trap 'handle_error $LINENO' ERR

# Helper function to wait for Cloud Map operations to complete
wait_for_operation() {
  local OPERATION_ID=$1
  local TIMEOUT=300  # 5 minutes timeout
  local START_TIME=$(date +%s)
  
  while true; do
    local STATUS=$(aws servicediscovery get-operation --operation-id $OPERATION_ID --query 'Operation.Status' --output text)
    
    if [ "$STATUS" == "SUCCESS" ]; then
      echo "Operation completed successfully" | tee -a $LOG_FILE
      break
    elif [ "$STATUS" == "FAIL" ]; then
      echo "Operation failed" | tee -a $LOG_FILE
      return 1
    fi
    
    local CURRENT_TIME=$(date +%s)
    if [ $((CURRENT_TIME - START_TIME)) -gt $TIMEOUT ]; then
      echo "Operation timed out" | tee -a $LOG_FILE
      return 1
    fi
    
    sleep 5
  done
  
  return 0
}

# Function to clean up resources
cleanup() {
  echo "Cleaning up resources..." | tee -a $LOG_FILE
  
  # Reverse the order of created resources for proper deletion
  for ((i=${#CREATED_RESOURCES[@]}-1; i>=0; i--)); do
    resource="${CREATED_RESOURCES[$i]}"
    echo "Deleting $resource..." | tee -a $LOG_FILE
    
    if [[ $resource == "instance:"* ]]; then
      # Extract service ID and instance ID
      SERVICE_ID=$(echo $resource | cut -d':' -f2)
      INSTANCE_ID=$(echo $resource | cut -d':' -f3)
      
      # Check if instance exists before trying to deregister
      INSTANCE_EXISTS=$(aws servicediscovery list-instances --service-id $SERVICE_ID --query "Instances[?Id=='$INSTANCE_ID'].Id" --output text 2>/dev/null || echo "")
      if [[ -n "$INSTANCE_EXISTS" ]]; then
        OPERATION_ID=$(aws servicediscovery deregister-instance --service-id $SERVICE_ID --instance-id $INSTANCE_ID --query 'OperationId' --output text)
        
        # Wait for deregistration to complete
        echo "Waiting for instance deregistration to complete..." | tee -a $LOG_FILE
        wait_for_operation $OPERATION_ID
      else
        echo "Instance $INSTANCE_ID already deregistered" | tee -a $LOG_FILE
      fi
    elif [[ $resource == "lambda:"* ]]; then
      # Extract function name
      FUNCTION_NAME=$(echo $resource | cut -d':' -f2)
      aws lambda delete-function --function-name $FUNCTION_NAME
    elif [[ $resource == "role:"* ]]; then
      # Extract role name
      ROLE_NAME=$(echo $resource | cut -d':' -f2)
      
      # Detach all policies first
      for POLICY_ARN in $(aws iam list-attached-role-policies --role-name $ROLE_NAME --query 'AttachedPolicies[*].PolicyArn' --output text); do
        aws iam detach-role-policy --role-name $ROLE_NAME --policy-arn $POLICY_ARN
      done
      
      # Delete the role
      aws iam delete-role --role-name $ROLE_NAME
    elif [[ $resource == "dynamodb:"* ]]; then
      # Extract table name
      TABLE_NAME=$(echo $resource | cut -d':' -f2)
      aws dynamodb delete-table --table-name $TABLE_NAME
      
      # Wait for table deletion to complete
      echo "Waiting for DynamoDB table deletion to complete..." | tee -a $LOG_FILE
      aws dynamodb wait table-not-exists --table-name $TABLE_NAME
    fi
  done
  
  # Handle services separately to ensure all instances are deregistered first
  for ((i=${#CREATED_RESOURCES[@]}-1; i>=0; i--)); do
    resource="${CREATED_RESOURCES[$i]}"
    if [[ $resource == "service:"* ]]; then
      # Extract service ID
      SERVICE_ID=$(echo $resource | cut -d':' -f2)
      echo "Deleting service $SERVICE_ID..." | tee -a $LOG_FILE
      
      # Make sure all instances are deregistered
      INSTANCES=$(aws servicediscovery list-instances --service-id $SERVICE_ID --query 'Instances[*].Id' --output text)
      if [[ -n "$INSTANCES" ]]; then
        echo "Service still has instances. Waiting before deletion..." | tee -a $LOG_FILE
        sleep 10
      fi
      
      # Try to delete the service
      aws servicediscovery delete-service --id $SERVICE_ID
      sleep 5
    fi
  done
  
  # Handle namespaces last to ensure all services are deleted first
  for ((i=${#CREATED_RESOURCES[@]}-1; i>=0; i--)); do
    resource="${CREATED_RESOURCES[$i]}"
    if [[ $resource == "namespace:"* ]]; then
      # Extract namespace ID
      NAMESPACE_ID=$(echo $resource | cut -d':' -f2)
      echo "Deleting namespace $NAMESPACE_ID..." | tee -a $LOG_FILE
      
      # Check if namespace still has services
      SERVICES=$(aws servicediscovery list-services --filters "Name=NAMESPACE_ID,Values=$NAMESPACE_ID,Condition=EQ" --query 'Services[*].Id' --output text)
      if [[ -n "$SERVICES" ]]; then
        echo "Namespace still has services. Deleting them first..." | tee -a $LOG_FILE
        for SERVICE_ID in $SERVICES; do
          echo "Deleting service $SERVICE_ID..." | tee -a $LOG_FILE
          aws servicediscovery delete-service --id $SERVICE_ID
        done
        sleep 5
      fi
      
      # Try to delete the namespace
      OPERATION_ID=$(aws servicediscovery delete-namespace --id $NAMESPACE_ID --query 'OperationId' --output text 2>/dev/null || echo "")
      if [[ -n "$OPERATION_ID" ]]; then
        echo "Waiting for namespace deletion to complete..." | tee -a $LOG_FILE
        wait_for_operation $OPERATION_ID
      else
        echo "Failed to delete namespace or namespace already deleted" | tee -a $LOG_FILE
      fi
    fi
  done
  
  echo "Cleanup complete" | tee -a $LOG_FILE
}

# Step 1: Create an AWS Cloud Map namespace
echo "Step 1: Creating AWS Cloud Map namespace..." | tee -a $LOG_FILE

# Check if namespace already exists
NAMESPACE_ID=$(aws servicediscovery list-namespaces --query "Namespaces[?Name=='cloudmap-tutorial'].Id" --output text)

if [[ -z "$NAMESPACE_ID" || "$NAMESPACE_ID" == "None" ]]; then
  log_cmd "aws servicediscovery create-http-namespace --name cloudmap-tutorial --creator-request-id namespace-request"
  OPERATION_ID=$(aws servicediscovery create-http-namespace --name cloudmap-tutorial --creator-request-id namespace-request --query 'OperationId' --output text)

  # Wait for namespace creation to complete
  echo "Waiting for namespace creation to complete..." | tee -a $LOG_FILE
  wait_for_operation $OPERATION_ID

  # Get the namespace ID
  NAMESPACE_ID=$(aws servicediscovery list-namespaces --query "Namespaces[?Name=='cloudmap-tutorial'].Id" --output text)
  echo "Namespace created with ID: $NAMESPACE_ID" | tee -a $LOG_FILE
else
  echo "Namespace cloudmap-tutorial already exists with ID: $NAMESPACE_ID" | tee -a $LOG_FILE
fi

CREATED_RESOURCES+=("namespace:$NAMESPACE_ID")

# Step 2: Create a DynamoDB table
echo "Step 2: Creating DynamoDB table..." | tee -a $LOG_FILE

# Check if table already exists
TABLE_EXISTS=$(aws dynamodb describe-table --table-name cloudmap 2>&1 || echo "NOT_EXISTS")

if [[ $TABLE_EXISTS == *"ResourceNotFoundException"* || $TABLE_EXISTS == "NOT_EXISTS" ]]; then
  log_cmd "aws dynamodb create-table --table-name cloudmap --attribute-definitions AttributeName=id,AttributeType=S --key-schema AttributeName=id,KeyType=HASH --billing-mode PAY_PER_REQUEST"
  
  # Wait for DynamoDB table to become active
  echo "Waiting for DynamoDB table to become active..." | tee -a $LOG_FILE
  aws dynamodb wait table-exists --table-name cloudmap
else
  echo "DynamoDB table cloudmap already exists" | tee -a $LOG_FILE
fi

CREATED_RESOURCES+=("dynamodb:cloudmap")

# Step 3: Create an AWS Cloud Map data service
echo "Step 3: Creating AWS Cloud Map data service..." | tee -a $LOG_FILE

# Get all services in the namespace
echo "Listing all services in namespace $NAMESPACE_ID..." | tee -a $LOG_FILE
SERVICES=$(aws servicediscovery list-services --filters "Name=NAMESPACE_ID,Values=$NAMESPACE_ID,Condition=EQ" --query 'Services[*].[Id,Name]' --output text)
echo "Services found: $SERVICES" | tee -a $LOG_FILE

# Check if data service already exists
DATA_SERVICE_ID=""
while read -r id name || [[ -n "$id" ]]; do
  echo "Checking service: ID=$id, Name=$name" | tee -a $LOG_FILE
  if [[ "$name" == "data-service" ]]; then
    DATA_SERVICE_ID="$id"
    break
  fi
done <<< "$SERVICES"

if [[ -z "$DATA_SERVICE_ID" ]]; then
  echo "Data service does not exist, creating it..." | tee -a $LOG_FILE
  # Create the service and capture the ID directly
  echo "$ aws servicediscovery create-service --name data-service --namespace-id $NAMESPACE_ID --creator-request-id data-service-request" | tee -a $LOG_FILE
  CREATE_OUTPUT=$(aws servicediscovery create-service --name data-service --namespace-id $NAMESPACE_ID --creator-request-id data-service-request)
  echo "$CREATE_OUTPUT" | tee -a $LOG_FILE
  
  # Extract the service ID using AWS CLI query
  DATA_SERVICE_ID=$(aws servicediscovery list-services --filters "Name=NAMESPACE_ID,Values=$NAMESPACE_ID,Condition=EQ" --query "Services[?Name=='data-service'].Id" --output text)
  echo "Data service created with ID: $DATA_SERVICE_ID" | tee -a $LOG_FILE
else
  echo "Data service already exists with ID: $DATA_SERVICE_ID" | tee -a $LOG_FILE
fi

CREATED_RESOURCES+=("service:$DATA_SERVICE_ID")

# Register DynamoDB table as a service instance
echo "Registering DynamoDB table as a service instance..." | tee -a $LOG_FILE

# Check if instance already exists
INSTANCE_EXISTS=$(aws servicediscovery list-instances --service-id $DATA_SERVICE_ID --query "Instances[?Id=='data-instance'].Id" --output text)

if [[ -z "$INSTANCE_EXISTS" ]]; then
  log_cmd "aws servicediscovery register-instance --service-id $DATA_SERVICE_ID --instance-id data-instance --attributes tablename=cloudmap,region=$(aws configure get region)"
  OPERATION_ID=$(aws servicediscovery register-instance --service-id $DATA_SERVICE_ID --instance-id data-instance --attributes tablename=cloudmap,region=$(aws configure get region) --query 'OperationId' --output text)

  # Wait for instance registration to complete
  echo "Waiting for instance registration to complete..." | tee -a $LOG_FILE
  wait_for_operation $OPERATION_ID
else
  echo "Instance data-instance already exists" | tee -a $LOG_FILE
fi

CREATED_RESOURCES+=("instance:$DATA_SERVICE_ID:data-instance")

# Step 4: Create an IAM role for Lambda
echo "Step 4: Creating IAM role for Lambda..." | tee -a $LOG_FILE

# Create a trust policy for Lambda
cat > lambda-trust-policy.json << EOF
{
  "Version":"2012-10-17",		 	 	 
  "Statement": [
    {
      "Effect": "Allow",
      "Principal": {
        "Service": "lambda.amazonaws.com"
      },
      "Action": "sts:AssumeRole"
    }
  ]
}
EOF

# Check if role already exists
echo "Checking if IAM role already exists..." | tee -a $LOG_FILE
ROLE_EXISTS=$(aws iam get-role --role-name cloudmap-tutorial-role 2>&1 || echo "NOT_EXISTS")

if [[ $ROLE_EXISTS == *"NoSuchEntity"* || $ROLE_EXISTS == "NOT_EXISTS" ]]; then
    log_cmd "aws iam create-role --role-name cloudmap-tutorial-role --assume-role-policy-document file://lambda-trust-policy.json"
else
    echo "Role cloudmap-tutorial-role already exists, using existing role" | tee -a $LOG_FILE
fi

# FIXED: Create a custom policy with least privilege instead of using PowerUserAccess
cat > cloudmap-policy.json << EOF
{
  "Version":"2012-10-17",		 	 	 
  "Statement": [
    {
      "Effect": "Allow",
      "Action": [
        "logs:CreateLogGroup",
        "logs:CreateLogStream",
        "logs:PutLogEvents"
      ],
      "Resource": "arn:aws:logs:*:*:*"
    },
    {
      "Effect": "Allow",
      "Action": [
        "dynamodb:PutItem",
        "dynamodb:GetItem",
        "dynamodb:Scan"
      ],
      "Resource": "arn:aws:dynamodb:*:*:table/cloudmap"
    },
    {
      "Effect": "Allow",
      "Action": [
        "servicediscovery:DiscoverInstances"
      ],
      "Resource": "*"
    }
  ]
}
EOF

# Check if policy already exists
POLICY_ARN=$(aws iam list-policies --query "Policies[?PolicyName=='CloudMapTutorialPolicy'].Arn" --output text)

if [[ -z "$POLICY_ARN" ]]; then
  echo "Creating CloudMapTutorialPolicy..." | tee -a $LOG_FILE
  echo "$ aws iam create-policy --policy-name CloudMapTutorialPolicy --policy-document file://cloudmap-policy.json" | tee -a $LOG_FILE
  CREATE_OUTPUT=$(aws iam create-policy --policy-name CloudMapTutorialPolicy --policy-document file://cloudmap-policy.json)
  echo "$CREATE_OUTPUT" | tee -a $LOG_FILE
  POLICY_ARN=$(aws iam list-policies --query "Policies[?PolicyName=='CloudMapTutorialPolicy'].Arn" --output text)
else
  echo "Policy CloudMapTutorialPolicy already exists with ARN: $POLICY_ARN" | tee -a $LOG_FILE
fi

echo "$ aws iam attach-role-policy --role-name cloudmap-tutorial-role --policy-arn $POLICY_ARN" | tee -a $LOG_FILE
aws iam attach-role-policy --role-name cloudmap-tutorial-role --policy-arn $POLICY_ARN | tee -a $LOG_FILE

echo "$ aws iam attach-role-policy --role-name cloudmap-tutorial-role --policy-arn arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole" | tee -a $LOG_FILE
aws iam attach-role-policy --role-name cloudmap-tutorial-role --policy-arn arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole | tee -a $LOG_FILE

# Wait for role to propagate
echo "Waiting for IAM role to propagate..." | tee -a $LOG_FILE
sleep 10

ROLE_ARN=$(aws iam get-role --role-name cloudmap-tutorial-role --query 'Role.Arn' --output text)
CREATED_RESOURCES+=("role:cloudmap-tutorial-role")

# Step 5: Create an AWS Cloud Map app service
echo "Step 5: Creating AWS Cloud Map app service..." | tee -a $LOG_FILE

# Get all services in the namespace
SERVICES=$(aws servicediscovery list-services --filters "Name=NAMESPACE_ID,Values=$NAMESPACE_ID,Condition=EQ" --query 'Services[*].[Id,Name]' --output text)

# Check if app service already exists
APP_SERVICE_ID=""
while read -r id name || [[ -n "$id" ]]; do
  if [[ "$name" == "app-service" ]]; then
    APP_SERVICE_ID="$id"
    break
  fi
done <<< "$SERVICES"

if [[ -z "$APP_SERVICE_ID" ]]; then
  echo "App service does not exist, creating it..." | tee -a $LOG_FILE
  # Create the service and capture the ID directly
  echo "$ aws servicediscovery create-service --name app-service --namespace-id $NAMESPACE_ID --creator-request-id app-service-request" | tee -a $LOG_FILE
  CREATE_OUTPUT=$(aws servicediscovery create-service --name app-service --namespace-id $NAMESPACE_ID --creator-request-id app-service-request)
  echo "$CREATE_OUTPUT" | tee -a $LOG_FILE
  
  # Extract the service ID using AWS CLI query
  APP_SERVICE_ID=$(aws servicediscovery list-services --filters "Name=NAMESPACE_ID,Values=$NAMESPACE_ID,Condition=EQ" --query "Services[?Name=='app-service'].Id" --output text)
  echo "App service created with ID: $APP_SERVICE_ID" | tee -a $LOG_FILE
else
  echo "App service already exists with ID: $APP_SERVICE_ID" | tee -a $LOG_FILE
fi

CREATED_RESOURCES+=("service:$APP_SERVICE_ID")

# Step 6: Create a Lambda function to write data
echo "Step 6: Creating Lambda function to write data..." | tee -a $LOG_FILE

# Create Lambda function code
cat > writefunction.py << EOF
import boto3
import json
import random

def lambda_handler(event, context):
    # Use AWS Cloud Map to discover the DynamoDB table
    serviceclient = boto3.client('servicediscovery')
    
    # Discover the data service instance
    response = serviceclient.discover_instances(
        NamespaceName='cloudmap-tutorial',
        ServiceName='data-service'
    )
    
    # Extract table name and region from the instance attributes
    tablename = response['Instances'][0]['Attributes']['tablename']
    region = response['Instances'][0]['Attributes']['region']
    
    # Create DynamoDB client in the specified region
    dynamodb = boto3.resource('dynamodb', region_name=region)
    table = dynamodb.Table(tablename)
    
    # Write data to the table
    table.put_item(
        Item={
            'id': str(random.randint(1,100)),
            'todo': event
        }
    )
    
    return {
        'statusCode': 200,
        'body': json.dumps('Data written successfully!')
    }
EOF

# Zip the function code
log_cmd "zip writefunction.zip writefunction.py"

# Create the Lambda function
FUNCTION_EXISTS=$(aws lambda list-functions --query "Functions[?FunctionName=='writefunction'].FunctionName" --output text)
if [[ -z "$FUNCTION_EXISTS" ]]; then
  log_cmd "aws lambda create-function --function-name writefunction --runtime python3.12 --role $ROLE_ARN --handler writefunction.lambda_handler --zip-file fileb://writefunction.zip --architectures x86_64"

  # Wait for the Lambda function to be active before updating
  echo "Waiting for Lambda function to become active..." | tee -a $LOG_FILE
  function_state="Pending"
  while [ "$function_state" == "Pending" ]; do
      sleep 5
      function_state=$(aws lambda get-function --function-name writefunction --query 'Configuration.State' --output text)
      echo "Current function state: $function_state" | tee -a $LOG_FILE
  done

  # Update the function timeout
  log_cmd "aws lambda update-function-configuration --function-name writefunction --timeout 5"
else
  echo "Lambda function writefunction already exists" | tee -a $LOG_FILE
fi
CREATED_RESOURCES+=("lambda:writefunction")

# Step 7: Register the Lambda write function as an AWS Cloud Map service instance
echo "Step 7: Registering Lambda write function as a service instance..." | tee -a $LOG_FILE

# Check if instance already exists
INSTANCE_EXISTS=$(aws servicediscovery list-instances --service-id $APP_SERVICE_ID --query "Instances[?Id=='write-instance'].Id" --output text)

if [[ -z "$INSTANCE_EXISTS" ]]; then
  log_cmd "aws servicediscovery register-instance --service-id $APP_SERVICE_ID --instance-id write-instance --attributes action=write,functionname=writefunction"
  OPERATION_ID=$(aws servicediscovery register-instance --service-id $APP_SERVICE_ID --instance-id write-instance --attributes action=write,functionname=writefunction --query 'OperationId' --output text)

  # Wait for instance registration to complete
  echo "Waiting for write instance registration to complete..." | tee -a $LOG_FILE
  wait_for_operation $OPERATION_ID
else
  echo "Instance write-instance already exists" | tee -a $LOG_FILE
fi

CREATED_RESOURCES+=("instance:$APP_SERVICE_ID:write-instance")

# Step 8: Create a Lambda function to read data
echo "Step 8: Creating Lambda function to read data..." | tee -a $LOG_FILE

# Create Lambda function code
cat > readfunction.py << EOF
import boto3
import json

def lambda_handler(event, context):
    # Use AWS Cloud Map to discover the DynamoDB table
    serviceclient = boto3.client('servicediscovery')
    
    # Discover the data service instance
    response = serviceclient.discover_instances(
        NamespaceName='cloudmap-tutorial',
        ServiceName='data-service'
    )
    
    # Extract table name and region from the instance attributes
    tablename = response['Instances'][0]['Attributes']['tablename']
    region = response['Instances'][0]['Attributes']['region']
    
    # Create DynamoDB client in the specified region
    dynamodb = boto3.resource('dynamodb', region_name=region)
    table = dynamodb.Table(tablename)
    
    # Read data from the table
    response = table.scan()
    
    return {
        'statusCode': 200,
        'body': json.dumps(response['Items'])
    }
EOF

# Zip the function code
log_cmd "zip readfunction.zip readfunction.py"

# Create the Lambda function
FUNCTION_EXISTS=$(aws lambda list-functions --query "Functions[?FunctionName=='readfunction'].FunctionName" --output text)
if [[ -z "$FUNCTION_EXISTS" ]]; then
  log_cmd "aws lambda create-function --function-name readfunction --runtime python3.12 --role $ROLE_ARN --handler readfunction.lambda_handler --zip-file fileb://readfunction.zip --architectures x86_64"

  # Wait for the Lambda function to be active before updating
  echo "Waiting for Lambda function to become active..." | tee -a $LOG_FILE
  function_state="Pending"
  while [ "$function_state" == "Pending" ]; do
      sleep 5
      function_state=$(aws lambda get-function --function-name readfunction --query 'Configuration.State' --output text)
      echo "Current function state: $function_state" | tee -a $LOG_FILE
  done

  # Update the function timeout
  log_cmd "aws lambda update-function-configuration --function-name readfunction --timeout 5"
else
  echo "Lambda function readfunction already exists" | tee -a $LOG_FILE
fi
CREATED_RESOURCES+=("lambda:readfunction")

# Step 9: Register the Lambda read function as an AWS Cloud Map service instance
echo "Step 9: Registering Lambda read function as a service instance..." | tee -a $LOG_FILE

# Check if instance already exists
INSTANCE_EXISTS=$(aws servicediscovery list-instances --service-id $APP_SERVICE_ID --query "Instances[?Id=='read-instance'].Id" --output text)

if [[ -z "$INSTANCE_EXISTS" ]]; then
  log_cmd "aws servicediscovery register-instance --service-id $APP_SERVICE_ID --instance-id read-instance --attributes action=read,functionname=readfunction"
  OPERATION_ID=$(aws servicediscovery register-instance --service-id $APP_SERVICE_ID --instance-id read-instance --attributes action=read,functionname=readfunction --query 'OperationId' --output text)

  # Wait for read instance registration to complete
  echo "Waiting for read instance registration to complete..." | tee -a $LOG_FILE
  wait_for_operation $OPERATION_ID
else
  echo "Instance read-instance already exists" | tee -a $LOG_FILE
fi

CREATED_RESOURCES+=("instance:$APP_SERVICE_ID:read-instance")

# Step 10: Create Python clients to interact with the services
echo "Step 10: Creating Python clients..." | tee -a $LOG_FILE

cat > writeclient.py << EOF
import boto3

serviceclient = boto3.client('servicediscovery')

response = serviceclient.discover_instances(NamespaceName='cloudmap-tutorial', ServiceName='app-service', QueryParameters={ 'action': 'write' })

functionname = response["Instances"][0]["Attributes"]["functionname"]

lambdaclient = boto3.client('lambda')

resp = lambdaclient.invoke(FunctionName=functionname, Payload='"This is a test data"')

print(resp["Payload"].read())
EOF

cat > readclient.py << EOF
import boto3

serviceclient = boto3.client('servicediscovery')

response = serviceclient.discover_instances(NamespaceName='cloudmap-tutorial', ServiceName='app-service', QueryParameters={ 'action': 'read' })

functionname = response["Instances"][0]["Attributes"]["functionname"]

lambdaclient = boto3.client('lambda')

resp = lambdaclient.invoke(FunctionName=functionname, InvocationType='RequestResponse')

print(resp["Payload"].read())
EOF

echo "Running write client..." | tee -a $LOG_FILE
log_cmd "python3 writeclient.py"

echo "Running read client..." | tee -a $LOG_FILE
log_cmd "python3 readclient.py"

# Step 11: Clean up resources
echo "Resources created:" | tee -a $LOG_FILE
for resource in "${CREATED_RESOURCES[@]}"; do
  echo "- $resource" | tee -a $LOG_FILE
done

echo "" | tee -a $LOG_FILE
echo "==========================================" | tee -a $LOG_FILE
echo "CLEANUP CONFIRMATION" | tee -a $LOG_FILE
echo "==========================================" | tee -a $LOG_FILE
echo "Do you want to clean up all created resources? (y/n): " | tee -a $LOG_FILE
read -r CLEANUP_CONFIRM
if [[ $CLEANUP_CONFIRM == "y" || $CLEANUP_CONFIRM == "Y" ]]; then
  cleanup
else
  echo "Resources were not cleaned up. You can manually clean them up later." | tee -a $LOG_FILE
fi

echo "Script completed at $(date)" | tee -a $LOG_FILE
```
+ For API details, see the following topics in *AWS CLI Command Reference*.
  + [CreateHttpNamespace](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/CreateHttpNamespace)
  + [CreateService](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/CreateService)
  + [DeleteNamespace](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeleteNamespace)
  + [DeleteService](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeleteService)
  + [DeregisterInstance](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeregisterInstance)
  + [GetOperation](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/GetOperation)
  + [ListNamespaces](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/ListNamespaces)
  + [ListServices](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/ListServices)
  + [RegisterInstance](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/RegisterInstance)

------

# Get started with Cloud Map service discovery
<a name="servicediscovery_example_cloudmap_ServiceDiscovery_section"></a>

The following code example shows how to:
+ Create a public DNS namespace with Route 53 hosted zone integration
+ Create services discoverable via DNS queries and API calls
+ Register service instances with different discovery configurations
+ Discover services using both DNS queries and Cloud Map API
+ Verify service discovery using dig command and API calls
+ Clean up resources in proper order (instances, services, namespace)

------
#### [ Bash ]

**AWS CLI with Bash script**  
 There's more on GitHub. Find the complete example and learn how to set up and run in the [Sample developer tutorials](https://github.com/aws-samples/sample-developer-tutorials/tree/main/tuts/010-cloudmap-service-discovery) repository. 

```
#!/bin/bash

# AWS Cloud Map Private Namespace Tutorial Script
# This script demonstrates how to use AWS Cloud Map for service discovery
# with DNS queries and API calls

# Exit on error
set -e

# Configuration
REGION="us-east-2"
NAMESPACE_NAME="cloudmap-tutorial.com"
LOG_FILE="cloudmap-tutorial.log"
CREATOR_REQUEST_ID=$(date +%s)

# Function to log messages
log() {
    local message="$1"
    echo "$(date '+%Y-%m-%d %H:%M:%S') - $message" | tee -a "$LOG_FILE"
}

# Function to check operation status
check_operation() {
    local operation_id="$1"
    local status=""
    
    log "Checking operation status for $operation_id..."
    
    while [[ "$status" != "SUCCESS" ]]; do
        sleep 5
        status=$(aws servicediscovery get-operation \
            --operation-id "$operation_id" \
            --region "$REGION" \
            --query "Operation.Status" \
            --output text)
        
        log "Operation status: $status"
        
        if [[ "$status" == "FAIL" ]]; then
            log "Operation failed. Exiting."
            exit 1
        fi
    done
    
    log "Operation completed successfully."
}

# Function to clean up resources
cleanup() {
    log "Starting cleanup process..."
    
    if [[ -n "$FIRST_INSTANCE_ID" ]]; then
        log "Deregistering first service instance..."
        aws servicediscovery deregister-instance \
            --service-id "$PUBLIC_SERVICE_ID" \
            --instance-id "$FIRST_INSTANCE_ID" \
            --region "$REGION" || log "Failed to deregister first instance"
    fi
    
    if [[ -n "$SECOND_INSTANCE_ID" ]]; then
        log "Deregistering second service instance..."
        aws servicediscovery deregister-instance \
            --service-id "$BACKEND_SERVICE_ID" \
            --instance-id "$SECOND_INSTANCE_ID" \
            --region "$REGION" || log "Failed to deregister second instance"
    fi
    
    if [[ -n "$PUBLIC_SERVICE_ID" ]]; then
        log "Deleting public service..."
        aws servicediscovery delete-service \
            --id "$PUBLIC_SERVICE_ID" \
            --region "$REGION" || log "Failed to delete public service"
    fi
    
    if [[ -n "$BACKEND_SERVICE_ID" ]]; then
        log "Deleting backend service..."
        aws servicediscovery delete-service \
            --id "$BACKEND_SERVICE_ID" \
            --region "$REGION" || log "Failed to delete backend service"
    fi
    
    if [[ -n "$NAMESPACE_ID" ]]; then
        log "Deleting namespace..."
        aws servicediscovery delete-namespace \
            --id "$NAMESPACE_ID" \
            --region "$REGION" || log "Failed to delete namespace"
    fi
    
    log "Cleanup completed."
}

# Set up trap for cleanup on script exit
trap cleanup EXIT INT TERM

# Initialize log file
> "$LOG_FILE"
log "Starting AWS Cloud Map tutorial script"

# Step 1: Create an AWS Cloud Map namespace
log "Creating AWS Cloud Map namespace: $NAMESPACE_NAME"
OPERATION_RESULT=$(aws servicediscovery create-public-dns-namespace \
    --name "$NAMESPACE_NAME" \
    --creator-request-id "cloudmap-tutorial-$CREATOR_REQUEST_ID" \
    --region "$REGION")

OPERATION_ID=$(echo "$OPERATION_RESULT" | jq -r '.OperationId')
log "Namespace creation initiated. Operation ID: $OPERATION_ID"

# Check operation status
check_operation "$OPERATION_ID"

# Get the namespace ID
log "Getting namespace ID..."
NAMESPACE_ID=$(aws servicediscovery list-namespaces \
    --region "$REGION" \
    --query "Namespaces[?Name=='$NAMESPACE_NAME'].Id" \
    --output text)

log "Namespace ID: $NAMESPACE_ID"

# Get the hosted zone ID
log "Getting Route 53 hosted zone ID..."
HOSTED_ZONE_ID=$(aws route53 list-hosted-zones-by-name \
    --dns-name "$NAMESPACE_NAME" \
    --query "HostedZones[0].Id" \
    --output text | sed 's|/hostedzone/||')

log "Hosted Zone ID: $HOSTED_ZONE_ID"

# Step 2: Create the AWS Cloud Map services
log "Creating public service..."
PUBLIC_SERVICE_RESULT=$(aws servicediscovery create-service \
    --name "public-service" \
    --namespace-id "$NAMESPACE_ID" \
    --dns-config "RoutingPolicy=MULTIVALUE,DnsRecords=[{Type=A,TTL=300}]" \
    --region "$REGION")

PUBLIC_SERVICE_ID=$(echo "$PUBLIC_SERVICE_RESULT" | jq -r '.Service.Id')
log "Public service created. Service ID: $PUBLIC_SERVICE_ID"

log "Creating backend service..."
BACKEND_SERVICE_RESULT=$(aws servicediscovery create-service \
    --name "backend-service" \
    --namespace-id "$NAMESPACE_ID" \
    --type "HTTP" \
    --region "$REGION")

BACKEND_SERVICE_ID=$(echo "$BACKEND_SERVICE_RESULT" | jq -r '.Service.Id')
log "Backend service created. Service ID: $BACKEND_SERVICE_ID"

# Step 3: Register the AWS Cloud Map service instances
log "Registering first service instance..."
FIRST_INSTANCE_RESULT=$(aws servicediscovery register-instance \
    --service-id "$PUBLIC_SERVICE_ID" \
    --instance-id "first" \
    --attributes "AWS_INSTANCE_IPV4=192.168.2.1" \
    --region "$REGION")

FIRST_INSTANCE_ID="first"
FIRST_OPERATION_ID=$(echo "$FIRST_INSTANCE_RESULT" | jq -r '.OperationId')
log "First instance registration initiated. Operation ID: $FIRST_OPERATION_ID"

# Check operation status
check_operation "$FIRST_OPERATION_ID"

log "Registering second service instance..."
SECOND_INSTANCE_RESULT=$(aws servicediscovery register-instance \
    --service-id "$BACKEND_SERVICE_ID" \
    --instance-id "second" \
    --attributes "service-name=backend" \
    --region "$REGION")

SECOND_INSTANCE_ID="second"
SECOND_OPERATION_ID=$(echo "$SECOND_INSTANCE_RESULT" | jq -r '.OperationId')
log "Second instance registration initiated. Operation ID: $SECOND_OPERATION_ID"

# Check operation status
check_operation "$SECOND_OPERATION_ID"

# Step 4: Discover the AWS Cloud Map service instances
log "Getting Route 53 name servers..."
NAME_SERVERS=$(aws route53 get-hosted-zone \
    --id "$HOSTED_ZONE_ID" \
    --query "DelegationSet.NameServers[0]" \
    --output text)

log "Name server: $NAME_SERVERS"

log "Using dig to query DNS records (this will be simulated)..."
log "Command: dig @$NAME_SERVERS public-service.$NAMESPACE_NAME"
log "Expected output would show: public-service.$NAMESPACE_NAME. 300 IN A 192.168.2.1"

log "Using AWS CLI to discover backend service instances..."
DISCOVER_RESULT=$(aws servicediscovery discover-instances \
    --namespace-name "$NAMESPACE_NAME" \
    --service-name "backend-service" \
    --region "$REGION")

log "Discovery result: $(echo "$DISCOVER_RESULT" | jq -c '.')"

# Display created resources
log "Resources created:"
log "- Namespace: $NAMESPACE_NAME (ID: $NAMESPACE_ID)"
log "- Public Service: public-service (ID: $PUBLIC_SERVICE_ID)"
log "- Backend Service: backend-service (ID: $BACKEND_SERVICE_ID)"
log "- Service Instance: first (Service: public-service)"
log "- Service Instance: second (Service: backend-service)"

# Ask user if they want to clean up resources
read -p "Do you want to clean up all created resources? (y/n): " CLEANUP_RESPONSE

if [[ "$CLEANUP_RESPONSE" == "y" || "$CLEANUP_RESPONSE" == "Y" ]]; then
    log "User confirmed cleanup. Proceeding with resource deletion."
    # Cleanup function will be called automatically on exit
else
    log "User chose not to clean up resources. Exiting without cleanup."
    trap - EXIT
    exit 0
fi
```
+ For API details, see the following topics in *AWS CLI Command Reference*.
  + [CreatePublicDnsNamespace](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/CreatePublicDnsNamespace)
  + [CreateService](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/CreateService)
  + [DeleteNamespace](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeleteNamespace)
  + [DeleteService](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeleteService)
  + [DeregisterInstance](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeregisterInstance)
  + [DiscoverInstances](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DiscoverInstances)
  + [GetOperation](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/GetOperation)
  + [ListNamespaces](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/ListNamespaces)
  + [RegisterInstance](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/RegisterInstance)

------

# Configure Amazon ECS Service Connect
<a name="servicediscovery_example_ecs_ServiceConnect_085_section"></a>

The following code example shows how to:
+ Create the VPC infrastructure
+ Set up logging
+ Create the ECS cluster
+ Configure IAM roles
+ Create the service with Service Connect
+ Verify the deployment
+ Clean up resources

------
#### [ Bash ]

**AWS CLI with Bash script**  
 There's more on GitHub. Find the complete example and learn how to set up and run in the [Sample developer tutorials](https://github.com/aws-samples/sample-developer-tutorials/tree/main/tuts/085-amazon-ecs-service-connect) repository. 

```
#!/bin/bash

# ECS Service Connect Tutorial Script v4 - Modified to use Default VPC
# This script creates an ECS cluster with Service Connect and deploys an nginx service
# Uses the default VPC to avoid VPC limits

set -e  # Exit on any error

# Configuration
SCRIPT_NAME="ECS Service Connect Tutorial"
LOG_FILE="ecs-service-connect-tutorial-v4-default-vpc.log"
REGION=${AWS_DEFAULT_REGION:-${AWS_REGION:-$(aws configure get region 2>/dev/null)}}
if [ -z "$REGION" ]; then
    echo "ERROR: No AWS region configured."
    echo "Set one with: aws configure set region us-east-1"
    exit 1
fi
ENV_PREFIX="tutorial"
CLUSTER_NAME="${ENV_PREFIX}-cluster"
NAMESPACE_NAME="service-connect"

# Generate random suffix for unique resource names
RANDOM_SUFFIX=$(openssl rand -hex 6)

# Arrays to track created resources for cleanup
declare -a CREATED_RESOURCES=()

# Logging function
log() {
    echo "[$(date '+%Y-%m-%d %H:%M:%S')] $1" | tee -a "$LOG_FILE"
}

# Error handling function
handle_error() {
    log "ERROR: Script failed at line $1"
    log "Attempting to clean up resources..."
    cleanup_resources
    exit 1
}

# Set up error handling
trap 'handle_error $LINENO' ERR

# Function to add resource to tracking array
track_resource() {
    CREATED_RESOURCES+=("$1")
    log "Tracking resource: $1"
}

# Function to check if command output contains actual errors
check_for_errors() {
    local output="$1"
    local command_name="$2"
    
    # Check for specific AWS CLI error patterns, not just any occurrence of "error"
    if echo "$output" | grep -qi "An error occurred\|InvalidParameterException\|AccessDenied\|ValidationException\|ResourceNotFoundException"; then
        log "ERROR in $command_name: $output"
        return 1
    fi
    return 0
}

# Function to get AWS account ID
get_account_id() {
    ACCOUNT_ID=$(aws sts get-caller-identity --query Account --output text)
    log "Using AWS Account ID: $ACCOUNT_ID"
}

# Function to wait for resources to be ready
wait_for_resource() {
    local resource_type="$1"
    local resource_id="$2"
    
    case "$resource_type" in
        "cluster")
            log "Waiting for cluster $resource_id to be active..."
            local attempt=1
            local max_attempts=30
            while [ $attempt -le $max_attempts ]; do
                local status=$(aws ecs describe-clusters --clusters "$resource_id" --query 'clusters[0].status' --output text)
                if [ "$status" = "ACTIVE" ]; then
                    log "Cluster is now active"
                    return 0
                fi
                log "Cluster status: $status (attempt $attempt/$max_attempts)"
                sleep 10
                ((attempt++))
            done
            log "ERROR: Cluster did not become active within expected time"
            return 1
            ;;
        "service")
            log "Waiting for service $resource_id to be stable..."
            aws ecs wait services-stable --cluster "$CLUSTER_NAME" --services "$resource_id"
            ;;
        "nat-gateway")
            log "Waiting for NAT Gateway $resource_id to be available..."
            aws ec2 wait nat-gateway-available --nat-gateway-ids "$resource_id"
            ;;
    esac
}

# Function to use default VPC infrastructure
setup_default_vpc_infrastructure() {
    log "Using default VPC infrastructure..."
    
    # Get default VPC
    VPC_ID=$(aws ec2 describe-vpcs --filters "Name=isDefault,Values=true" --query 'Vpcs[0].VpcId' --output text)
    if [[ "$VPC_ID" == "None" || -z "$VPC_ID" ]]; then
        log "ERROR: No default VPC found. Please create a default VPC first."
        exit 1
    fi
    log "Using default VPC: $VPC_ID"
    
    # Get default subnets
    SUBNETS=$(aws ec2 describe-subnets --filters "Name=vpc-id,Values=$VPC_ID" "Name=default-for-az,Values=true" --query 'Subnets[].SubnetId' --output text)
    SUBNET_ARRAY=($SUBNETS)
    
    if [ ${#SUBNET_ARRAY[@]} -lt 2 ]; then
        log "ERROR: Need at least 2 subnets for ECS Service Connect. Found: ${#SUBNET_ARRAY[@]}"
        exit 1
    fi
    
    PUBLIC_SUBNET1=${SUBNET_ARRAY[0]}
    PUBLIC_SUBNET2=${SUBNET_ARRAY[1]}
    
    log "Using subnets: $PUBLIC_SUBNET1, $PUBLIC_SUBNET2"
    
    # Create security group for ECS tasks
    SG_OUTPUT=$(aws ec2 create-security-group \
        --group-name "${ENV_PREFIX}-ecs-sg-${RANDOM_SUFFIX}" \
        --description "Security group for ECS Service Connect tutorial" \
        --vpc-id "$VPC_ID" 2>&1)
    check_for_errors "$SG_OUTPUT" "create-security-group"
    SECURITY_GROUP_ID=$(echo "$SG_OUTPUT" | grep -o '"GroupId": "[^"]*"' | cut -d'"' -f4)
    track_resource "SG:$SECURITY_GROUP_ID"
    log "Created security group: $SECURITY_GROUP_ID"
    
    # Add inbound rules to security group
    aws ec2 authorize-security-group-ingress \
        --group-id "$SECURITY_GROUP_ID" \
        --protocol tcp \
        --port 80 \
        --cidr 0.0.0.0/0 >/dev/null 2>&1 || true
    
    aws ec2 authorize-security-group-ingress \
        --group-id "$SECURITY_GROUP_ID" \
        --protocol tcp \
        --port 443 \
        --cidr 0.0.0.0/0 >/dev/null 2>&1 || true
    
    log "Default VPC infrastructure setup completed"
}

# Function to create CloudWatch log groups
create_log_groups() {
    log "Creating CloudWatch log groups..."
    
    # Create log group for nginx container
    aws logs create-log-group --log-group-name "/ecs/service-connect-nginx" 2>&1 | grep -v "ResourceAlreadyExistsException" || {
        if [ ${PIPESTATUS[0]} -eq 0 ]; then
            log "Log group /ecs/service-connect-nginx created"
            track_resource "LOG_GROUP:/ecs/service-connect-nginx"
        else
            log "Log group /ecs/service-connect-nginx already exists"
        fi
    }
    
    # Create log group for service connect proxy
    aws logs create-log-group --log-group-name "/ecs/service-connect-proxy" 2>&1 | grep -v "ResourceAlreadyExistsException" || {
        if [ ${PIPESTATUS[0]} -eq 0 ]; then
            log "Log group /ecs/service-connect-proxy created"
            track_resource "LOG_GROUP:/ecs/service-connect-proxy"
        else
            log "Log group /ecs/service-connect-proxy already exists"
        fi
    }
}

# Function to create ECS cluster with Service Connect
create_ecs_cluster() {
    log "Creating ECS cluster with Service Connect..."
    
    CLUSTER_OUTPUT=$(aws ecs create-cluster \
        --cluster-name "$CLUSTER_NAME" \
        --service-connect-defaults namespace="$NAMESPACE_NAME" \
        --tags key=Environment,value=tutorial 2>&1)
    check_for_errors "$CLUSTER_OUTPUT" "create-cluster"
    
    track_resource "CLUSTER:$CLUSTER_NAME"
    log "Created ECS cluster: $CLUSTER_NAME"
    
    wait_for_resource "cluster" "$CLUSTER_NAME"
    
    # Track the Service Connect namespace that gets created
    # Wait a moment for the namespace to be created
    sleep 5
    NAMESPACE_ID=$(aws servicediscovery list-namespaces \
        --filters Name=TYPE,Values=HTTP \
        --query "Namespaces[?Name=='$NAMESPACE_NAME'].Id" --output text 2>/dev/null || echo "")
    
    if [[ -n "$NAMESPACE_ID" && "$NAMESPACE_ID" != "None" ]]; then
        track_resource "NAMESPACE:$NAMESPACE_ID"
        log "Service Connect namespace created: $NAMESPACE_ID"
    fi
}

# Function to create IAM roles
create_iam_roles() {
    log "Creating IAM roles..."
    
    # Check if ecsTaskExecutionRole exists
    if aws iam get-role --role-name ecsTaskExecutionRole >/dev/null 2>&1; then
        log "IAM role ecsTaskExecutionRole exists"
    else
        log "Creating ecsTaskExecutionRole..."
        aws iam create-role \
            --role-name ecsTaskExecutionRole \
            --assume-role-policy-document '{
                "Version":"2012-10-17",		 	 	 
                "Statement": [{
                    "Effect": "Allow",
                    "Principal": {"Service": "ecs-tasks.amazonaws.com"},
                    "Action": "sts:AssumeRole"
                }]
            }' >/dev/null 2>&1
        aws iam attach-role-policy \
            --role-name ecsTaskExecutionRole \
            --policy-arn arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy >/dev/null 2>&1
        track_resource "ROLE:ecsTaskExecutionRole"
        log "Created ecsTaskExecutionRole"
        sleep 10
    fi
    
    # Check if ecsTaskRole exists, create if not
    if aws iam get-role --role-name ecsTaskRole >/dev/null 2>&1; then
        log "IAM role ecsTaskRole exists"
    else
        log "IAM role ecsTaskRole does not exist, will create it"
        
        # Create trust policy for ECS tasks
        cat > /tmp/ecs-task-trust-policy.json << EOF
{
    "Version":"2012-10-17",		 	 	 
    "Statement": [
        {
            "Effect": "Allow",
            "Principal": {
                "Service": "ecs-tasks.amazonaws.com"
            },
            "Action": "sts:AssumeRole"
        }
    ]
}
EOF
        
        aws iam create-role \
            --role-name ecsTaskRole \
            --assume-role-policy-document file:///tmp/ecs-task-trust-policy.json >/dev/null
        
        track_resource "IAM_ROLE:ecsTaskRole"
        log "Created ecsTaskRole"
        
        # Wait for role to be available
        sleep 10
    fi
}

# Function to create task definition
create_task_definition() {
    log "Creating task definition..."
    
    # Create task definition JSON
    cat > /tmp/task-definition.json << EOF
{
    "family": "service-connect-nginx",
    "networkMode": "awsvpc",
    "requiresCompatibilities": ["FARGATE"],
    "cpu": "256",
    "memory": "512",
    "executionRoleArn": "arn:aws:iam::${ACCOUNT_ID}:role/ecsTaskExecutionRole",
    "taskRoleArn": "arn:aws:iam::${ACCOUNT_ID}:role/ecsTaskRole",
    "containerDefinitions": [
        {
            "name": "nginx",
            "image": "public.ecr.aws/docker/library/nginx:latest",
            "portMappings": [
                {
                    "containerPort": 80,
                    "protocol": "tcp",
                    "name": "nginx-port"
                }
            ],
            "essential": true,
            "logConfiguration": {
                "logDriver": "awslogs",
                "options": {
                    "awslogs-group": "/ecs/service-connect-nginx",
                    "awslogs-region": "${REGION}",
                    "awslogs-stream-prefix": "ecs"
                }
            }
        }
    ]
}
EOF
    
    TASK_DEF_OUTPUT=$(aws ecs register-task-definition --cli-input-json file:///tmp/task-definition.json 2>&1)
    check_for_errors "$TASK_DEF_OUTPUT" "register-task-definition"
    
    TASK_DEF_ARN=$(echo "$TASK_DEF_OUTPUT" | grep -o '"taskDefinitionArn": "[^"]*"' | cut -d'"' -f4)
    track_resource "TASK_DEF:service-connect-nginx"
    log "Created task definition: $TASK_DEF_ARN"
    
    # Clean up temporary file
    rm -f /tmp/task-definition.json
}

# Function to create ECS service with Service Connect
create_ecs_service() {
    log "Creating ECS service with Service Connect..."
    
    # Create service definition JSON
    cat > /tmp/service-definition.json << EOF
{
    "serviceName": "service-connect-nginx-service",
    "cluster": "${CLUSTER_NAME}",
    "taskDefinition": "service-connect-nginx",
    "desiredCount": 1,
    "launchType": "FARGATE",
    "networkConfiguration": {
        "awsvpcConfiguration": {
            "subnets": ["${PUBLIC_SUBNET1}", "${PUBLIC_SUBNET2}"],
            "securityGroups": ["${SECURITY_GROUP_ID}"],
            "assignPublicIp": "ENABLED"
        }
    },
    "serviceConnectConfiguration": {
        "enabled": true,
        "namespace": "${NAMESPACE_NAME}",
        "services": [
            {
                "portName": "nginx-port",
                "discoveryName": "nginx",
                "clientAliases": [
                    {
                        "port": 80,
                        "dnsName": "nginx"
                    }
                ]
            }
        ],
        "logConfiguration": {
            "logDriver": "awslogs",
            "options": {
                "awslogs-group": "/ecs/service-connect-proxy",
                "awslogs-region": "${REGION}",
                "awslogs-stream-prefix": "ecs-service-connect"
            }
        }
    },
    "tags": [
        {
            "key": "Environment",
            "value": "tutorial"
        }
    ]
}
EOF
    
    SERVICE_OUTPUT=$(aws ecs create-service --cli-input-json file:///tmp/service-definition.json 2>&1)
    check_for_errors "$SERVICE_OUTPUT" "create-service"
    
    track_resource "SERVICE:service-connect-nginx-service"
    log "Created ECS service: service-connect-nginx-service"
    
    wait_for_resource "service" "service-connect-nginx-service"
    
    # Clean up temporary file
    rm -f /tmp/service-definition.json
}

# Function to verify deployment
verify_deployment() {
    log "Verifying deployment..."
    
    # Check service status
    SERVICE_STATUS=$(aws ecs describe-services \
        --cluster "$CLUSTER_NAME" \
        --services "service-connect-nginx-service" \
        --query 'services[0].status' --output text)
    log "Service status: $SERVICE_STATUS"
    
    # Check running tasks
    RUNNING_COUNT=$(aws ecs describe-services \
        --cluster "$CLUSTER_NAME" \
        --services "service-connect-nginx-service" \
        --query 'services[0].runningCount' --output text)
    log "Running tasks: $RUNNING_COUNT"
    
    # Get task ARN
    TASK_ARN=$(aws ecs list-tasks \
        --cluster "$CLUSTER_NAME" \
        --service-name "service-connect-nginx-service" \
        --query 'taskArns[0]' --output text)
    
    if [[ "$TASK_ARN" != "None" && -n "$TASK_ARN" ]]; then
        log "Task ARN: $TASK_ARN"
        
        # Try to get task IP address
        TASK_IP=$(aws ecs describe-tasks \
            --cluster "$CLUSTER_NAME" \
            --tasks "$TASK_ARN" \
            --query 'tasks[0].attachments[0].details[?name==`privateIPv4Address`].value' \
            --output text 2>/dev/null || echo "")
        
        if [[ -n "$TASK_IP" && "$TASK_IP" != "None" ]]; then
            log "Task IP address: $TASK_IP"
        else
            log "Could not retrieve task IP address"
        fi
    fi
    
    # Check Service Connect namespace
    NAMESPACE_STATUS=$(aws servicediscovery list-namespaces \
        --filters Name=TYPE,Values=HTTP \
        --query "Namespaces[?Name=='$NAMESPACE_NAME'].Id" --output text 2>/dev/null || echo "")
    
    if [[ -n "$NAMESPACE_STATUS" && "$NAMESPACE_STATUS" != "None" ]]; then
        log "Service Connect namespace '$NAMESPACE_NAME' is active"
    else
        log "Service Connect namespace '$NAMESPACE_NAME' not found or not active"
    fi
    
    # Display Service Connect configuration
    log "Service Connect configuration:"
    aws ecs describe-services \
        --cluster "$CLUSTER_NAME" \
        --services "service-connect-nginx-service" \
        --query 'services[0].serviceConnectConfiguration' 2>/dev/null || true
}

# Function to display created resources
display_resources() {
    echo ""
    echo "==========================================="
    echo "CREATED RESOURCES"
    echo "==========================================="
    for resource in "${CREATED_RESOURCES[@]}"; do
        echo "- $resource"
    done
    echo "==========================================="
    echo ""
}

# Function to cleanup resources
cleanup_resources() {
    log "Starting cleanup process..."
    
    # Delete resources in reverse order of creation
    for ((i=${#CREATED_RESOURCES[@]}-1; i>=0; i--)); do
        resource="${CREATED_RESOURCES[i]}"
        resource_type=$(echo "$resource" | cut -d':' -f1)
        resource_id=$(echo "$resource" | cut -d':' -f2)
        
        log "Cleaning up $resource_type: $resource_id"
        
        case "$resource_type" in
            "SERVICE")
                aws ecs update-service --cluster "$CLUSTER_NAME" --service "$resource_id" --desired-count 0 2>&1 | grep -qi "error" && log "Warning: Failed to scale down service $resource_id"
                aws ecs wait services-stable --cluster "$CLUSTER_NAME" --services "$resource_id" 2>/dev/null || true
                aws ecs delete-service --cluster "$CLUSTER_NAME" --service "$resource_id" --force 2>&1 | grep -qi "error" && log "Warning: Failed to delete service $resource_id"
                ;;
            "TASK_DEF")
                TASK_DEF_ARNS=$(aws ecs list-task-definitions --family-prefix "$resource_id" --query 'taskDefinitionArns' --output text 2>/dev/null)
                for arn in $TASK_DEF_ARNS; do
                    aws ecs deregister-task-definition --task-definition "$arn" >/dev/null 2>&1 || true
                done
                ;;
            "ROLE")
                aws iam detach-role-policy --role-name "$resource_id" --policy-arn "arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy" 2>/dev/null || true
                aws iam delete-role --role-name "$resource_id" 2>&1 | grep -qi "error" && log "Warning: Failed to delete role $resource_id"
                ;;
            "IAM_ROLE")
                aws iam detach-role-policy --role-name "$resource_id" --policy-arn "arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy" 2>/dev/null || true
                aws iam delete-role --role-name "$resource_id" 2>&1 | grep -qi "error" && log "Warning: Failed to delete role $resource_id"
                ;;
            "CLUSTER")
                aws ecs delete-cluster --cluster "$resource_id" 2>&1 | grep -qi "error" && log "Warning: Failed to delete cluster $resource_id"
                ;;
            "SG")
                for attempt in 1 2 3 4 5; do
                    if aws ec2 delete-security-group --group-id "$resource_id" 2>/dev/null; then
                        break
                    fi
                    log "Security group $resource_id still has dependencies, retrying in 30s ($attempt/5)..."
                    sleep 30
                done
                ;;
            "LOG_GROUP")
                aws logs delete-log-group --log-group-name "$resource_id" 2>&1 | grep -qi "error" && log "Warning: Failed to delete log group $resource_id"
                ;;
            "NAMESPACE")
                # First, delete any services in the namespace
                NAMESPACE_SERVICES=$(aws servicediscovery list-services \
                    --filters Name=NAMESPACE_ID,Values="$resource_id" \
                    --query 'Services[].Id' --output text 2>/dev/null || echo "")
                
                if [[ -n "$NAMESPACE_SERVICES" && "$NAMESPACE_SERVICES" != "None" ]]; then
                    for service_id in $NAMESPACE_SERVICES; do
                        aws servicediscovery delete-service --id "$service_id" >/dev/null 2>&1 || true
                        sleep 2
                    done
                fi
                
                # Then delete the namespace
                aws servicediscovery delete-namespace --id "$resource_id" >/dev/null 2>&1 || true
                ;;
        esac
        
        sleep 2  # Brief pause between deletions
    done
    
    # Clean up temporary files
    rm -f /tmp/ecs-task-trust-policy.json
    rm -f /tmp/task-definition.json
    rm -f /tmp/service-definition.json
    
    log "Cleanup completed"
}

# Main execution
main() {
    log "Starting $SCRIPT_NAME v4 (Default VPC)"
    log "Region: $REGION"
    log "Log file: $LOG_FILE"
    
    # Get AWS account ID
    get_account_id
    
    # Setup infrastructure using default VPC
    setup_default_vpc_infrastructure
    
    # Create CloudWatch log groups
    create_log_groups
    
    # Create ECS cluster
    create_ecs_cluster
    
    # Create IAM roles
    create_iam_roles
    
    # Create task definition
    create_task_definition
    
    # Create ECS service
    create_ecs_service
    
    # Verify deployment
    verify_deployment
    
    log "Tutorial completed successfully!"
    
    # Display created resources
    display_resources
    
    # Ask user if they want to clean up
    echo ""
    echo "==========================================="
    echo "CLEANUP CONFIRMATION"
    echo "==========================================="
    echo "Do you want to clean up all created resources? (y/n): "
    read -r CLEANUP_CHOICE
    
    if [[ "$CLEANUP_CHOICE" =~ ^[Yy]$ ]]; then
        cleanup_resources
        log "All resources have been cleaned up"
    else
        log "Resources left intact. You can clean them up later by running the cleanup function."
        echo ""
        echo "To clean up resources later, you can use the AWS CLI commands or the AWS Management Console."
        echo "Remember to delete resources in the correct order to avoid dependency issues."
    fi
}

# Make script executable and run
chmod +x "$0"
main "$@"
```
+ For API details, see the following topics in *AWS CLI Command Reference*.
  + [AttachRolePolicy](https://docs.aws.amazon.com/goto/aws-cli/iam-2010-05-08/AttachRolePolicy)
  + [AuthorizeSecurityGroupIngress](https://docs.aws.amazon.com/goto/aws-cli/ec2-2016-11-15/AuthorizeSecurityGroupIngress)
  + [CreateCluster](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/CreateCluster)
  + [CreateLogGroup](https://docs.aws.amazon.com/goto/aws-cli/logs-2014-03-28/CreateLogGroup)
  + [CreateRole](https://docs.aws.amazon.com/goto/aws-cli/iam-2010-05-08/CreateRole)
  + [CreateSecurityGroup](https://docs.aws.amazon.com/goto/aws-cli/ec2-2016-11-15/CreateSecurityGroup)
  + [CreateService](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/CreateService)
  + [DeleteCluster](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/DeleteCluster)
  + [DeleteLogGroup](https://docs.aws.amazon.com/goto/aws-cli/logs-2014-03-28/DeleteLogGroup)
  + [DeleteNamespace](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeleteNamespace)
  + [DeleteRole](https://docs.aws.amazon.com/goto/aws-cli/iam-2010-05-08/DeleteRole)
  + [DeleteSecurityGroup](https://docs.aws.amazon.com/goto/aws-cli/ec2-2016-11-15/DeleteSecurityGroup)
  + [DeleteService](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/DeleteService)
  + [DeregisterTaskDefinition](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/DeregisterTaskDefinition)
  + [DescribeClusters](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/DescribeClusters)
  + [DescribeServices](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/DescribeServices)
  + [DescribeSubnets](https://docs.aws.amazon.com/goto/aws-cli/ec2-2016-11-15/DescribeSubnets)
  + [DescribeTasks](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/DescribeTasks)
  + [DescribeVpcs](https://docs.aws.amazon.com/goto/aws-cli/ec2-2016-11-15/DescribeVpcs)
  + [DetachRolePolicy](https://docs.aws.amazon.com/goto/aws-cli/iam-2010-05-08/DetachRolePolicy)
  + [GetCallerIdentity](https://docs.aws.amazon.com/goto/aws-cli/sts-2011-06-15/GetCallerIdentity)
  + [GetRole](https://docs.aws.amazon.com/goto/aws-cli/iam-2010-05-08/GetRole)
  + [ListNamespaces](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/ListNamespaces)
  + [ListServices](https://docs.aws.amazon.com/goto/aws-cli/servicediscovery-2017-03-14/ListServices)
  + [ListTaskDefinitions](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/ListTaskDefinitions)
  + [ListTasks](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/ListTasks)
  + [RegisterTaskDefinition](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/RegisterTaskDefinition)
  + [UpdateService](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/UpdateService)
  + [Wait](https://docs.aws.amazon.com/goto/aws-cli/ecs-2014-11-13/Wait)

------