diff --git a/sqs-lambda-lmi-esm-provisioned-sam/README.md b/sqs-lambda-lmi-esm-provisioned-sam/README.md
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+# Amazon SQS + Lambda Managed Instances (LMI) with Provisioned Mode ESM
+
+This pattern deploys an Amazon SQS Standard Queue connected to an AWS Lambda function via an Event Source Mapping (ESM) configured with **Provisioned Mode** — an ESM feature that pre-allocates dedicated polling resources for predictable, high-throughput message processing.
+
+Learn more about this pattern at Serverless Land Patterns: [https://serverlessland.com/patterns/sqs-lambda-lmi-esm-provisioned-sam](https://serverlessland.com/patterns/sqs-lambda-lmi-esm-provisioned-sam)
+
+Important: this application uses various AWS services and there are costs associated with these services after the Free Tier usage - please see the [AWS Pricing page](https://aws.amazon.com/pricing/) for details. You are responsible for any AWS costs incurred. No warranty is implied in this example.
+
+## Requirements
+
+* [Create an AWS account](https://portal.aws.amazon.com/gp/aws/developer/registration/index.html) if you do not already have one and log in. The IAM user that you use must have sufficient permissions to make necessary AWS service calls and manage AWS resources.
+* [AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/install-cliv2.html) installed and configured
+* [Git Installed](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git)
+* [AWS Serverless Application Model](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/serverless-sam-cli-install.html) (AWS SAM) installed
+
+## Build Instructions
+
+1. From the command line, use AWS SAM to build the AWS resources for the pattern as specified in the template.yml file:
+    ```
+    sam build
+    ```
+
+## Deployment Instructions
+
+1. Create a new directory, navigate to that directory in a terminal and clone the GitHub repository:
+    ``` 
+    git clone https://github.com/aws-samples/serverless-patterns
+    ```
+2. Change directory to the pattern directory:
+    ```
+    cd sqs-lambda-lmi-esm-provisioned-sam
+    ```
+1. From the command line, use AWS SAM to deploy the AWS resources for the pattern as specified in the template.yml file:
+    ```
+    sam deploy --guided
+    ```
+1. During the prompts:
+    * Enter a stack name
+    * Enter the desired AWS Region
+    * Accept the default parameter values or tune them for your workload
+    * Allow SAM CLI to create IAM roles with the required permissions.
+
+    Once you have run `sam deploy --guided` mode once and saved arguments to a configuration file (samconfig.toml), you can use `sam deploy` in future to use these defaults.
+
+1. Note the outputs from the SAM deployment process. These contain the resource names and/or ARNs which are used for testing.
+
+## How it works
+
+1. A producer (any AWS service, SDK client, or CLI) sends messages to the SQS Standard Queue.
+2. The ESM's provisioned event pollers continuously long-poll the queue using up to 10 SQS API calls per second per poller.
+3. When messages are available, pollers assemble batches (up to `BatchSize` messages, waiting up to `MaxBatchingWindowInSeconds`) and invoke the Lambda function concurrently.
+4. Lambda scales the number of active pollers between `MinimumPollers` and `MaximumPollers` based on queue depth, adding up to **1,000 concurrent executions per minute**.
+5. If a message fails processing after 3 attempts (`maxReceiveCount`), it is moved to the Dead Letter Queue.
+6. A CloudWatch Alarm fires as soon as any message lands in the DLQ.
+
+## Testing
+
+1. Get the queue URL from the stack outputs:
+
+```bash
+aws cloudformation describe-stacks \
+  --stack-name <your-stack-name> \
+  --query "Stacks[0].Outputs"
+```
+
+2. Send test messages:
+
+```bash
+QUEUE_URL=<QueueUrl from outputs>
+
+# Send a single message
+aws sqs send-message \
+  --queue-url $QUEUE_URL \
+  --message-body '{"orderId": "123", "amount": 99.99}'
+
+# Send a batch of 10
+for i in $(seq 1 10); do
+  aws sqs send-message \
+    --queue-url $QUEUE_URL \
+    --message-body "{\"orderId\": \"$i\", \"amount\": $((RANDOM % 100))}"
+done
+```
+
+3. Check Lambda logs:
+
+```bash
+sam logs --stack-name <your-stack-name> --tail
+```
+
+4. Inspect the ESM status and poller count:
+
+```bash
+ESM_ID=<EventSourceMappingId from outputs>
+
+aws lambda get-event-source-mapping --uuid $ESM_ID
+```
+
+## Cleanup
+ 
+1. Delete the stack
+    ```bash
+    aws cloudformation delete-stack --stack-name STACK_NAME
+    ```
+2. Confirm the stack has been deleted
+    ```bash
+    aws cloudformation list-stacks --query "StackSummaries[?contains(StackName,'STACK_NAME')].StackStatus"
+    ```
+----
+Copyright 2025 Amazon.com, Inc. or its affiliates. All Rights Reserved.
+
+SPDX-License-Identifier: MIT-0
diff --git a/sqs-lambda-lmi-esm-provisioned-sam/example-pattern.json b/sqs-lambda-lmi-esm-provisioned-sam/example-pattern.json
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index 000000000..594c92274
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+{
+  "title": "Amazon SQS to AWS Lambda with Lambda Managed Instances (LMI) Provisioned Mode ESM",
+  "description": "This pattern shows how to process Amazon SQS messages using AWS Lambda Managed Instances (LMI) with a Provisioned Mode Event Source Mapping for faster scaling and higher throughput.",
+  "language": "Python",
+  "level": "300",
+  "framework": "AWS SAM",
+  "introBox": {
+    "headline": "How it works",
+    "text": [
+      "A producer sends messages to an Amazon SQS Standard Queue. The Event Source Mapping (ESM) is configured with Provisioned Mode, which pre-allocates dedicated event pollers between a configurable minimum and maximum. Each poller handles up to 1 MB/s throughput, 10 concurrent Lambda invocations, and 10 SQS API calls per second.",
+      "The Lambda function runs on Lambda Managed Instances (LMI) — an EC2-backed execution model that supports multiconcurrency, allowing each execution environment to handle multiple SQS batches simultaneously. LMI instances run inside a private VPC with outbound access via a NAT Gateway.",
+      "Partial batch failure reporting (ReportBatchItemFailures) ensures only failed messages are returned to the queue. After 3 failed attempts, messages are moved to a Dead Letter Queue. A CloudWatch Alarm fires as soon as any message lands in the DLQ.",
+      "This pattern deploys one SQS Standard Queue, one Dead Letter Queue, one Lambda function with an LMI Capacity Provider, one Event Source Mapping with Provisioned Mode, a VPC with private subnets and NAT Gateway, and one CloudWatch Alarm."
+    ]
+  },
+  "gitHub": {
+    "template": {
+      "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sqs-lambda-lmi-esm-provisioned-sam",
+      "templateURL": "serverless-patterns/sqs-lambda-lmi-esm-provisioned-sam",
+      "projectFolder": "sqs-lambda-lmi-esm-provisioned-sam",
+      "templateFile": "template.yaml"
+    }
+  },
+  "resources": {
+    "bullets": [
+      {
+        "text": "Using Lambda with Amazon SQS",
+        "link": "https://docs.aws.amazon.com/lambda/latest/dg/with-sqs.html"
+      },
+      {
+        "text": "Lambda Managed Instances (LMI) overview",
+        "link": "https://docs.aws.amazon.com/lambda/latest/dg/managed-instances.html"
+      },
+      {
+        "text": "Event Source Mapping Provisioned Mode for SQS",
+        "link": "https://docs.aws.amazon.com/lambda/latest/dg/with-sqs.html#sqs-esm-provisioned-mode"
+      },
+      {
+        "text": "Reporting batch item failures for SQS",
+        "link": "https://docs.aws.amazon.com/lambda/latest/dg/with-sqs.html#services-sqs-batchfailurereporting"
+      }
+    ]
+  },
+  "deploy": {
+    "text": [
+      "sam build",
+      "sam deploy --guided"
+    ]
+  },
+  "testing": {
+    "text": [
+      "See the GitHub repo for detailed testing instructions."
+    ]
+  },
+  "cleanup": {
+    "text": [
+      "Delete the stack: <code>aws cloudformation delete-stack --stack-name STACK_NAME</code>."
+    ]
+  },
+  "authors": [
+    {
+      "name": "Serda Kasaci Yildirim",
+      "image": "https://drive.google.com/file/d/1rzVS1hrIMdqy6P9i7-o7OBLNc0xY0FVB/view?usp=sharing",
+      "bio": "Serda is a Solutions Architect at Amazon Web Services (AWS) based in Vienna with 3 years at AWS, specializing in serverless technologies and Event-Driven Architecture.",
+      "linkedin": "serdakasaci"
+    }
+  ]
+}
diff --git a/sqs-lambda-lmi-esm-provisioned-sam/src/handler.py b/sqs-lambda-lmi-esm-provisioned-sam/src/handler.py
new file mode 100644
index 000000000..84e61491a
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+++ b/sqs-lambda-lmi-esm-provisioned-sam/src/handler.py
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+import json
+import logging
+
+logger = logging.getLogger()
+logger.setLevel(logging.INFO)
+
+
+def lambda_handler(event, context):
+    batch_item_failures = []
+
+    for record in event.get("Records", []):
+        try:
+            body = json.loads(record["body"])
+            logger.info("Processing message", extra={"message_id": record["messageId"], "body": body})
+        except Exception as e:
+            logger.error("Failed to process record %s: %s", record["messageId"], e)
+            batch_item_failures.append({"itemIdentifier": record["messageId"]})
+
+    return {"batchItemFailures": batch_item_failures}
diff --git a/sqs-lambda-lmi-esm-provisioned-sam/template.yaml b/sqs-lambda-lmi-esm-provisioned-sam/template.yaml
new file mode 100644
index 000000000..f27dc55af
--- /dev/null
+++ b/sqs-lambda-lmi-esm-provisioned-sam/template.yaml
@@ -0,0 +1,365 @@
+AWSTemplateFormatVersion: '2010-09-09'
+Transform: AWS::Serverless-2016-10-31
+Description: >
+  Amazon SQS (Standard) + Lambda Managed Instances (LMI) with Provisioned Mode ESM.
+  This pattern demonstrates how to use Lambda's Provisioned Mode for SQS Event Source
+  Mappings to achieve faster scaling and higher throughput for message processing workloads.
+
+Globals:
+  Function:
+    Runtime: python3.13
+    Architectures:
+      - arm64
+    Timeout: 30
+    MemorySize: 2048
+    Environment:
+      Variables:
+        POWERTOOLS_SERVICE_NAME: sqs-lmi-processor
+        LOG_LEVEL: INFO
+
+Parameters:
+  MinPollers:
+    Type: Number
+    Default: 2
+    MinValue: 2
+    MaxValue: 200
+    Description: >
+      Minimum number of provisioned event pollers (2-200). Each poller handles up to
+      1 MB/s throughput, 10 concurrent invokes, and 10 SQS API calls/sec.
+
+  MaxPollers:
+    Type: Number
+    Default: 10
+    MinValue: 2
+    MaxValue: 2000
+    Description: >
+      Maximum number of provisioned event pollers (2-2000). Lambda scales between
+      MinPollers and MaxPollers based on queue depth.
+
+  BatchSize:
+    Type: Number
+    Default: 10
+    MinValue: 1
+    MaxValue: 10000
+    Description: Maximum number of messages per Lambda invocation batch.
+
+  MaxBatchingWindowSeconds:
+    Type: Number
+    Default: 5
+    MinValue: 0
+    MaxValue: 300
+    Description: >
+      Maximum time (seconds) Lambda waits to fill a batch before invoking.
+      Set to 0 for lowest latency; higher values improve throughput efficiency.
+
+  VpcCidr:
+    Type: String
+    Default: 10.0.0.0/16
+    Description: CIDR block for the VPC
+
+  SubnetAZ1Cidr:
+    Type: String
+    Default: 10.0.1.0/24
+    Description: CIDR for private subnet in AZ1
+
+  SubnetAZ2Cidr:
+    Type: String
+    Default: 10.0.2.0/24
+    Description: CIDR for private subnet in AZ2
+
+Resources:
+
+  # -----------------------------------------------------------------------
+  # VPC — private network for LMI EC2 instances
+  # -----------------------------------------------------------------------
+  VPC:
+    Type: AWS::EC2::VPC
+    Properties:
+      CidrBlock: !Ref VpcCidr
+      EnableDnsSupport: true
+      EnableDnsHostnames: true
+      Tags:
+        - Key: Name
+          Value: !Sub "${AWS::StackName}-vpc"
+
+  # Private subnet in AZ1
+  SubnetAZ1:
+    Type: AWS::EC2::Subnet
+    Properties:
+      VpcId: !Ref VPC
+      CidrBlock: !Ref SubnetAZ1Cidr
+      AvailabilityZone: !Select [0, !GetAZs ""]
+      Tags:
+        - Key: Name
+          Value: !Sub "${AWS::StackName}-subnet-az1"
+
+  # Private subnet in AZ2
+  SubnetAZ2:
+    Type: AWS::EC2::Subnet
+    Properties:
+      VpcId: !Ref VPC
+      CidrBlock: !Ref SubnetAZ2Cidr
+      AvailabilityZone: !Select [1, !GetAZs ""]
+      Tags:
+        - Key: Name
+          Value: !Sub "${AWS::StackName}-subnet-az2"
+
+  # -----------------------------------------------------------------------
+  # NAT Gateway — allows LMI instances to reach AWS APIs (SQS, Lambda, etc.)
+  # without exposing them to inbound internet traffic
+  # -----------------------------------------------------------------------
+  EIP:
+    Type: AWS::EC2::EIP
+    Properties:
+      Domain: vpc
+
+  InternetGateway:
+    Type: AWS::EC2::InternetGateway
+
+  VPCGatewayAttachment:
+    Type: AWS::EC2::VPCGatewayAttachment
+    Properties:
+      VpcId: !Ref VPC
+      InternetGatewayId: !Ref InternetGateway
+
+  # Public subnet for NAT Gateway (NAT GW must live in a public subnet)
+  PublicSubnet:
+    Type: AWS::EC2::Subnet
+    Properties:
+      VpcId: !Ref VPC
+      CidrBlock: 10.0.0.0/24
+      AvailabilityZone: !Select [0, !GetAZs ""]
+      MapPublicIpOnLaunch: true
+      Tags:
+        - Key: Name
+          Value: !Sub "${AWS::StackName}-public-subnet"
+
+  PublicRouteTable:
+    Type: AWS::EC2::RouteTable
+    Properties:
+      VpcId: !Ref VPC
+
+  PublicRoute:
+    Type: AWS::EC2::Route
+    DependsOn: VPCGatewayAttachment
+    Properties:
+      RouteTableId: !Ref PublicRouteTable
+      DestinationCidrBlock: 0.0.0.0/0
+      GatewayId: !Ref InternetGateway
+
+  PublicSubnetRouteTableAssociation:
+    Type: AWS::EC2::SubnetRouteTableAssociation
+    Properties:
+      SubnetId: !Ref PublicSubnet
+      RouteTableId: !Ref PublicRouteTable
+
+  NatGateway:
+    Type: AWS::EC2::NatGateway
+    Properties:
+      AllocationId: !GetAtt EIP.AllocationId
+      SubnetId: !Ref PublicSubnet
+
+  # Private route table — routes outbound traffic through NAT Gateway
+  PrivateRouteTable:
+    Type: AWS::EC2::RouteTable
+    Properties:
+      VpcId: !Ref VPC
+
+  PrivateRoute:
+    Type: AWS::EC2::Route
+    Properties:
+      RouteTableId: !Ref PrivateRouteTable
+      DestinationCidrBlock: 0.0.0.0/0
+      NatGatewayId: !Ref NatGateway
+
+  SubnetAZ1RouteTableAssociation:
+    Type: AWS::EC2::SubnetRouteTableAssociation
+    Properties:
+      SubnetId: !Ref SubnetAZ1
+      RouteTableId: !Ref PrivateRouteTable
+
+  SubnetAZ2RouteTableAssociation:
+    Type: AWS::EC2::SubnetRouteTableAssociation
+    Properties:
+      SubnetId: !Ref SubnetAZ2
+      RouteTableId: !Ref PrivateRouteTable
+
+  # Security group for LMI EC2 instances — no inbound, outbound to AWS APIs only
+  LMISecurityGroup:
+    Type: AWS::EC2::SecurityGroup
+    Properties:
+      GroupDescription: Security group for LMI EC2 instances
+      VpcId: !Ref VPC
+      SecurityGroupEgress:
+        - IpProtocol: tcp
+          FromPort: 443
+          ToPort: 443
+          CidrIp: 0.0.0.0/0
+          Description: HTTPS outbound for AWS API calls
+      Tags:
+        - Key: Name
+          Value: !Sub "${AWS::StackName}-lmi-sg"
+
+  # -----------------------------------------------------------------------
+  # LMI Capacity Provider — manages the EC2 fleet that runs the function
+  # -----------------------------------------------------------------------
+  CapacityProvider:
+    Type: AWS::Serverless::CapacityProvider
+    Properties:
+      CapacityProviderName: !Sub "${AWS::StackName}-capacity-provider"
+      VpcConfig:
+        SubnetIds:
+          - !Ref SubnetAZ1
+          - !Ref SubnetAZ2
+        SecurityGroupIds:
+          - !Ref LMISecurityGroup
+      InstanceRequirements:
+        Architectures:
+          - arm64               # matches the function architecture below
+      ScalingConfig:
+        MaxVCpuCount: 40          # max vCPUs across all EC2 instances; tune for your workload
+        AverageCPUUtilization: 70 # scale up when avg CPU exceeds 70%
+      Tags:
+        Pattern: sqs-lmi-provisioned-esm
+
+  # -----------------------------------------------------------------------
+  # Dead Letter Queue — receives messages that fail after all retries
+  # -----------------------------------------------------------------------
+  DeadLetterQueue:
+    Type: AWS::SQS::Queue
+    Properties:
+      QueueName: !Sub "${AWS::StackName}-dlq"
+      MessageRetentionPeriod: 1209600  # 14 days
+      Tags:
+        - Key: Pattern
+          Value: sqs-lmi-provisioned-esm
+
+  # -----------------------------------------------------------------------
+  # Main SQS Standard Queue
+  # -----------------------------------------------------------------------
+  MessageQueue:
+    Type: AWS::SQS::Queue
+    Properties:
+      QueueName: !Sub "${AWS::StackName}-queue"
+      VisibilityTimeout: 90          # Must be >= 6x Lambda timeout
+      MessageRetentionPeriod: 86400  # 1 day
+      RedrivePolicy:
+        deadLetterTargetArn: !GetAtt DeadLetterQueue.Arn
+        maxReceiveCount: 3
+      Tags:
+        - Key: Pattern
+          Value: sqs-lmi-provisioned-esm
+
+  # -----------------------------------------------------------------------
+  # Lambda Function — runs on LMI (EC2-backed, multiconcurrency)
+  # -----------------------------------------------------------------------
+  ProcessorFunction:
+    Type: AWS::Serverless::Function
+    Properties:
+      FunctionName: !Sub "${AWS::StackName}-processor"
+      CodeUri: src/
+      Handler: handler.lambda_handler
+      Description: Processes SQS messages via LMI Provisioned Mode ESM
+      # Wire function to the LMI capacity provider.
+      # NOTE: CapacityProviderConfig must be set on first deploy — cannot be
+      # added or removed after the function resource has been created.
+      CapacityProviderConfig:
+        Arn: !GetAtt CapacityProvider.Arn
+        # Memory-to-vCPU ratio per execution environment: 2, 4, or 8 GiB/vCPU
+        # Must not exceed the function's total memory (512 MB here = 0.5 GiB,
+        # so set to 2 which is the minimum supported ratio)
+        ExecutionEnvironmentMemoryGiBPerVCpu: 2
+        # Max concurrent invocations per execution environment (multiconcurrency)
+        # Each env can handle multiple SQS batches simultaneously
+        PerExecutionEnvironmentMaxConcurrency: 10
+      Policies:
+        - SQSPollerPolicy:
+            QueueName: !GetAtt MessageQueue.QueueName
+      Tags:
+        Pattern: sqs-lmi-provisioned-esm
+
+  # -----------------------------------------------------------------------
+  # Event Source Mapping — SQS -> Lambda with Provisioned Mode (LMI)
+  #
+  # Key settings:
+  #   ProvisionedPollerConfig  — enables LMI Provisioned Mode
+  #   FunctionResponseTypes    — partial batch failure reporting
+  #   ScalingConfig is NOT set — mutually exclusive with ProvisionedPollerConfig
+  # -----------------------------------------------------------------------
+  SQSEventSourceMapping:
+    Type: AWS::Lambda::EventSourceMapping
+    Properties:
+      FunctionName: !GetAtt ProcessorFunction.Arn
+      EventSourceArn: !GetAtt MessageQueue.Arn
+      BatchSize: !Ref BatchSize
+      MaximumBatchingWindowInSeconds: !Ref MaxBatchingWindowSeconds
+      # Report partial batch failures so only failed messages return to queue
+      FunctionResponseTypes:
+        - ReportBatchItemFailures
+      # LMI Provisioned Mode — pre-allocates dedicated polling resources
+      # Enables 3x faster scaling and up to 16x higher processing capacity
+      # vs. on-demand mode. Cannot be combined with ScalingConfig.MaximumConcurrency.
+      ProvisionedPollerConfig:
+        MinimumPollers: !Ref MinPollers
+        MaximumPollers: !Ref MaxPollers
+
+  # -----------------------------------------------------------------------
+  # CloudWatch Alarm — alert when messages land in the DLQ
+  # -----------------------------------------------------------------------
+  DLQAlarm:
+    Type: AWS::CloudWatch::Alarm
+    Properties:
+      AlarmName: !Sub "${AWS::StackName}-dlq-messages"
+      AlarmDescription: Messages arrived in the Dead Letter Queue
+      Namespace: AWS/SQS
+      MetricName: NumberOfMessagesSent
+      Dimensions:
+        - Name: QueueName
+          Value: !GetAtt DeadLetterQueue.QueueName
+      Statistic: Sum
+      Period: 60
+      EvaluationPeriods: 1
+      Threshold: 1
+      ComparisonOperator: GreaterThanOrEqualToThreshold
+      TreatMissingData: notBreaching
+
+Outputs:
+  VpcId:
+    Description: VPC ID
+    Value: !Ref VPC
+
+  SubnetAZ1Id:
+    Description: Private Subnet AZ1 ID
+    Value: !Ref SubnetAZ1
+
+  SubnetAZ2Id:
+    Description: Private Subnet AZ2 ID
+    Value: !Ref SubnetAZ2
+
+  LMISecurityGroupId:
+    Description: LMI Security Group ID
+    Value: !Ref LMISecurityGroup
+
+  CapacityProviderArn:
+    Description: LMI Capacity Provider ARN
+    Value: !GetAtt CapacityProvider.Arn
+
+  QueueUrl:
+    Description: SQS Queue URL for sending test messages
+    Value: !Ref MessageQueue
+
+  QueueArn:
+    Description: SQS Queue ARN
+    Value: !GetAtt MessageQueue.Arn
+
+  DLQUrl:
+    Description: Dead Letter Queue URL
+    Value: !Ref DeadLetterQueue
+
+  ProcessorFunctionArn:
+    Description: Lambda Processor Function ARN
+    Value: !GetAtt ProcessorFunction.Arn
+
+  EventSourceMappingId:
+    Description: ESM UUID — use this to inspect or update the mapping
+    Value: !Ref SQSEventSourceMapping