diff --git a/lambda-dynamodb-streams/README.md b/lambda-dynamodb-streams/README.md
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+# Using filters to process all events with DynamoDB and Lambda
+
+This example demonstrates how to create a Lambda trigger to process a stream from a DynamoDB table. This example will demonstrate the following workflow:
+
+- A user writes an item to a DynamoDB table. Each item in the table represents a bark.
+- A new stream record reflects that a new item has been added to the DynamoDB table.
+- The new stream record triggers a Lambda function.
+- If the stream record indicates that a new item was added to the DynamoDB table, the Lambda function reads the data from the stream record and publishes a message to a topic in SNS.
+- The message is received by subscribers to the SNS topic.
+
+## Prerequisites
+
+* LocalStack
+* Docker
+* `awslocal` CLI
+* `jq`
+
+## Start LocalStack
+
+Start LocalStack using the following command:
+
+```bash
+localsatck start
+```
+
+## Create a DynamoDB table with a stream enabled
+
+Create a DynamoDB table (`BarkTable`) to store all of the barks from Woofer users. The primary key is composed of `Username` (partition key) and `Timestamp` (sort key). `BarkTable` has a stream enabled.
+
+```bash
+awslocal dynamodb create-table \
+    --table-name BarkTable \
+    --attribute-definitions AttributeName=Username,AttributeType=S AttributeName=Timestamp,AttributeType=S \
+    --key-schema AttributeName=Username,KeyType=HASH  AttributeName=Timestamp,KeyType=RANGE \
+    --provisioned-throughput ReadCapacityUnits=5,WriteCapacityUnits=5 \
+    --stream-specification StreamEnabled=true,StreamViewType=NEW_AND_OLD_IMAGES
+```
+
+Fetch the ARN of the stream from the DynamoDB table:
+
+```bash
+export latest_stream_arn=$(awslocal dynamodb describe-table --table-name BarkTable --query 'Table.LatestStreamArn' --output text)
+```
+
+## Create a Lambda execution role
+
+Create a `WooferLambdaRole` IAM role using the policy defined in the `trust-relationship.json` file. Run the following command to create the role:
+
+```bash
+awslocal iam create-role --role-name WooferLambdaRole \
+    --path "/service-role/" \
+    --assume-role-policy-document file://trust-relationship.json
+```
+
+Enter the following command to attach the policy defined in the `role-policy.json` document to `WooferLambdaRole`:
+
+```bash
+awslocal iam put-role-policy --role-name WooferLambdaRole \
+    --policy-name WooferLambdaRolePolicy \
+    --policy-document file://role-policy.json
+```
+
+## Create a SNS topic
+
+Enter the following command to create a new SNS topic:
+
+```bash
+awslocal sns create-topic --name wooferTopic
+```
+
+Enter the following command to subscribe an email address to `wooferTopic`:
+
+```bash
+awslocal sns subscribe \
+    --topic-arn arn:aws:sns:us-east-1:000000000000:wooferTopic \
+    --protocol email \
+    --notification-endpoint user1@yourdomain.com
+```
+
+You can customize the notification endpoint to your own preference.
+
+## Create and test a Lambda function
+
+We have defined a Lambda function `publishNewBark` to process stream records from `BarkTable`.
+
+Create a zip file to contain `publishNewBark.js`:
+
+```bash
+zip publishNewBark.zip publishNewBark.js
+```
+
+Create the Lambda function:
+
+```bash
+awslocal lambda create-function \
+    --region us-east-1 \
+    --function-name publishNewBark \
+    --zip-file fileb://publishNewBark.zip \
+    --role arn:aws:iam::000000000000:role/service-role/WooferLambdaRole \
+    --handler publishNewBark.handler \
+    --timeout 15 \
+    --runtime nodejs16.x
+```
+
+Enter the following command to test the `publishNewBark` function:
+
+```bash
+awslocal lambda invoke \
+    --function-name publishNewBark \
+    --payload file://payload.json \
+    --cli-binary-format raw-in-base64-out output.txt
+```
+
+If the test was successful, you will see the following output:
+
+```bash
+{
+    "StatusCode": 200,
+    "ExecutedVersion": "$LATEST"
+}
+```
+
+In addition, the output.txt file will contain the following text.
+
+```txt
+"Successfully processed 1 records."
+```
+
+## Create and test a trigger
+
+Enter the following command to create the trigger:
+
+```bash
+awslocal lambda create-event-source-mapping \
+    --region us-east-1 \
+    --function-name publishNewBark \
+    --event-source arn:aws:dynamodb:us-east-1:000000000000:table/BarkTable/stream/2023-07-09T12:00:13.312  \
+    --batch-size 1 \
+    --starting-position TRIM_HORIZON
+```
+
+Replace the `event-source` value with the value of `latest_stream_arn` that you saved earlier.
+
+Run the following command to test the trigger:
+
+```bash
+awslocal dynamodb put-item \
+    --table-name BarkTable \
+    --item Username={S="Jane Doe"},Timestamp={S="2016-11-18:14:32:17"},Message={S="Testing...1...2...3"}
+```
+
+You should receive a new message on your notification endpoint within a few minutes.
+
+The Lambda function processes only new items that you add to `BarkTable`. If you update or delete an item in the table, the function does nothing.
diff --git a/lambda-dynamodb-streams/payload.json b/lambda-dynamodb-streams/payload.json
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+{
+    "Records": [
+        {
+            "eventID": "7de3041dd709b024af6f29e4fa13d34c",
+            "eventName": "INSERT",
+            "eventVersion": "1.1",
+            "eventSource": "aws:dynamodb",
+            "awsRegion": "us-east-1",
+            "dynamodb": {
+                "ApproximateCreationDateTime": 1479499740,
+                "Keys": {
+                    "Timestamp": {
+                        "S": "2016-11-18:12:09:36"
+                    },
+                    "Username": {
+                        "S": "John Doe"
+                    }
+                },
+                "NewImage": {
+                    "Timestamp": {
+                        "S": "2016-11-18:12:09:36"
+                    },
+                    "Message": {
+                        "S": "This is a bark from the Woofer social network"
+                    },
+                    "Username": {
+                        "S": "John Doe"
+                    }
+                },
+                "SequenceNumber": "13021600000000001596893679",
+                "SizeBytes": 112,
+                "StreamViewType": "NEW_IMAGE"
+            },
+            "eventSourceARN": "arn:aws:dynamodb:us-east-1:000000000000:table/BarkTable/stream/2023-07-09T12:00:13.312"
+        }
+    ]
+}
diff --git a/lambda-dynamodb-streams/publishNewBark.js b/lambda-dynamodb-streams/publishNewBark.js
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+++ b/lambda-dynamodb-streams/publishNewBark.js
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+'use strict';
+var AWS = require("aws-sdk");
+var sns = new AWS.SNS();
+
+exports.handler = (event, context, callback) => {
+
+    event.Records.forEach((record) => {
+        console.log('Stream record: ', JSON.stringify(record, null, 2));
+
+        if (record.eventName == 'INSERT') {
+            var who = JSON.stringify(record.dynamodb.NewImage.Username.S);
+            var when = JSON.stringify(record.dynamodb.NewImage.Timestamp.S);
+            var what = JSON.stringify(record.dynamodb.NewImage.Message.S);
+            var params = {
+                Subject: 'A new bark from ' + who,
+                Message: 'Woofer user ' + who + ' barked the following at ' + when + ':\n\n ' + what,
+                TopicArn: 'arn:aws:sns:us-east-1:000000000000:wooferTopic'
+            };
+            sns.publish(params, function(err, data) {
+                if (err) {
+                    console.error("Unable to send message. Error JSON:", JSON.stringify(err, null, 2));
+                } else {
+                    console.log("Results from sending message: ", JSON.stringify(data, null, 2));
+                }
+            });
+        }
+    });
+    callback(null, `Successfully processed ${event.Records.length} records.`);
+};
\ No newline at end of file
diff --git a/lambda-dynamodb-streams/role-policy.json b/lambda-dynamodb-streams/role-policy.json
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+{
+    "Version": "2012-10-17",
+    "Statement": [
+        {
+            "Effect": "Allow",
+            "Action": [
+                "logs:CreateLogGroup",
+                "logs:CreateLogStream",
+                "logs:PutLogEvents"
+            ],
+            "Resource": "arn:aws:logs:us-east-1:000000000000:*"
+        },
+        {
+            "Effect": "Allow",
+            "Action": [
+                "dynamodb:DescribeStream",
+                "dynamodb:GetRecords",
+                "dynamodb:GetShardIterator",
+                "dynamodb:ListStreams"
+            ],
+            "Resource": "arn:aws:dynamodb:us-east-1:000000000000:table/BarkTable/stream/*"
+        },
+        {
+            "Effect": "Allow",
+            "Action": [
+                "sns:Publish"
+            ],
+            "Resource": [
+                "*"
+            ]
+        }
+    ]
+}
diff --git a/lambda-dynamodb-streams/run.sh b/lambda-dynamodb-streams/run.sh
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+#!/bin/bash
+
+awslocal dynamodb create-table \
+    --table-name BarkTable \
+    --attribute-definitions AttributeName=Username,AttributeType=S AttributeName=Timestamp,AttributeType=S \
+    --key-schema AttributeName=Username,KeyType=HASH  AttributeName=Timestamp,KeyType=RANGE \
+    --provisioned-throughput ReadCapacityUnits=5,WriteCapacityUnits=5 \
+    --stream-specification StreamEnabled=true,StreamViewType=NEW_AND_OLD_IMAGES
+
+latest_stream_arn=$(awslocal dynamodb describe-table --table-name BarkTable --query 'Table.LatestStreamArn' --output text)
+
+awslocal iam create-role --role-name WooferLambdaRole \
+    --path "/service-role/" \
+    --assume-role-policy-document file://trust-relationship.json
+
+awslocal iam put-role-policy --role-name WooferLambdaRole \
+    --policy-name WooferLambdaRolePolicy \
+    --policy-document file://role-policy.json
+
+awslocal sns create-topic --name wooferTopic
+
+awslocal sns subscribe \
+    --topic-arn arn:aws:sns:us-east-1:000000000000:wooferTopic \
+    --protocol email \
+    --notification-endpoint user1@yourdomain.com
+
+awslocal lambda create-function \
+    --region us-east-1 \
+    --function-name publishNewBark \
+    --zip-file fileb://publishNewBark.zip \
+    --role arn:aws:iam::000000000000:role/service-role/WooferLambdaRole \
+    --handler publishNewBark.handler \
+    --timeout 15 \
+    --runtime nodejs16.x
+
+awslocal lambda invoke \
+    --function-name publishNewBark \
+    --payload file://payload.json \
+    --cli-binary-format raw-in-base64-out output.txt
+
+awslocal lambda create-event-source-mapping \
+    --region us-east-1 \
+    --function-name publishNewBark \
+    --event-source arn:aws:dynamodb:us-east-1:000000000000:table/BarkTable/stream/2023-07-09T12:00:13.312  \
+    --batch-size 1 \
+    --starting-position TRIM_HORIZON
+
+awslocal dynamodb put-item \
+    --table-name BarkTable \
+    --item Username={S="Jane Doe"},Timestamp={S="2016-11-18:14:32:17"},Message={S="Testing...1...2...3"}
diff --git a/lambda-dynamodb-streams/trust-relationship.json b/lambda-dynamodb-streams/trust-relationship.json
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+++ b/lambda-dynamodb-streams/trust-relationship.json
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+{
+    "Version": "2012-10-17",
+    "Statement": [
+      {
+        "Effect": "Allow",
+        "Principal": {
+          "Service": "lambda.amazonaws.com"
+        },
+        "Action": "sts:AssumeRole"
+      }
+    ]
+  }