From 056f1f59287643a47cfff8b32fdb13839c5c07b8 Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Mon, 18 Dec 2023 17:02:54 -0500 Subject: [PATCH 01/10] initial commit --- .../.gitignore | 7 + .../.npmignore | 6 + .../README.md | 135 ++++++++++++++++++ .../bin/sqs-lambda-dynamo.ts | 21 +++ .../cdk.json | 64 +++++++++ .../example-pattern.json | 59 ++++++++ .../images/architecture_diagram.png | Bin 0 -> 95317 bytes .../images/write_throttling_metrics.png | Bin 0 -> 229550 bytes .../jest.config.js | 8 ++ .../lib/config/tables.config.ts | 37 +++++ .../lib/lambda/index.js | 46 ++++++ .../lib/sqs-lambda-dynamo-stack.ts | 116 +++++++++++++++ .../package.json | 32 +++++ .../test-scripts/push-sqs-messages.js | 64 +++++++++ .../tsconfig.json | 31 ++++ 15 files changed, 626 insertions(+) create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/architecture_diagram.png create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/write_throttling_metrics.png create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/jest.config.js create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js create mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore new file mode 100644 index 000000000..3181be231 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore @@ -0,0 +1,7 @@ +!jest.config.js +*.d.ts +node_modules + +# CDK asset staging directory +.cdk.staging +cdk.out diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore new file mode 100644 index 000000000..c1d6d45dc --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore @@ -0,0 +1,6 @@ +*.ts +!*.d.ts + +# CDK asset staging directory +.cdk.staging +cdk.out diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md new file mode 100644 index 000000000..c7c1519ba --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md @@ -0,0 +1,135 @@ +# Offloading DynamoDB Writes with SQS, Lambda, CloudWatch, and CDK + +The purpose of this pattern is to address write throttling issues of Provisioned Capacity DynamoDB Tables by offloading the requests to SQS to handle writes asynchronously. This pattern is deployed through an AWS Cloud Development Kit (CDK) app which provisions DynamoDB tables, SQS queues and DLQs, Lambda functions, and Cloudwatch alarms. Test scripts have been provided for testing. + +Learn more about this pattern at Serverless Land Patterns: [INSERT SERVERLESS LAND LINK HERE] + +## Architecture Diagram + +![architecture_diagram](./images/architecture_diagram.png) + +## How it works + +A new Amazon SQS queue will be created and configured to invoke an AWS Lambda function that will write the received messages into an Amazon DynamoDB table. The SQS queue redrive policy will be configured to send undeliverable messages to an Amazon SQS Dead-Letter Queue. Undeliverable messages are the ones that couldn't be written to the DynamoDB table with a maximum of `maxReceiveCount` number of attempts. + +Lambda function will stop writing messages into the DynamoDB table as soon as it catches an exception and will report the remaining messages to Amazon SQS service as failed. + +Amazon DynamoDB table will have a minimal `ProvisionedThroughput` configuration for demo purposes, so that the users can observe message write retries when testing this stack. Real production throughput must be configured in accordance with the actual business requirements and message sizes. + +## Considerations + +* For simplicity and demo purposes, the DynamoDB Table deployed in this stack does not have Point-In-Time Recovery enabled. This pattern serves as a customizable template for a solution. It is recommended enable this feature as in a production environment. +* For simplicity, this project uses a [config](./lib/config/tables.config.ts) file to configure the scaling limits of DynamoDB and Lambda. Customers may wish to automate this process to run in a closed loop based off desired WCUs. +* This pattern doesn't guarantee message ordering when writing information to the DynamoDB table +* 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. + +## Prerequisites + +* [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. This account needs to be bootstrapped to use AWS Cloud Development Kit. +* [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) +* [Node and NPM installed](https://docs.npmjs.com/downloading-and-installing-node-js-and-npm/) +* [AWS Cloud Development Kit](https://docs.aws.amazon.com/cdk/v2/guide/getting_started.html) (AWS CDK) installed and bootstrapped + +## Deployment Instructions + +1. Create a new directory on your machine, navigate to that directory and clone this repository: + +``` +git clone git@ssh.gitlab.aws.dev:stnndr/sqs-lambda-dynamo.git +``` + +2. Navigate to the directory of this repository: + +``` +cd sqs-lambda-ddb-cloudwatch-cdk +``` + +3. Install Node Packages: + +``` +npm install +``` + +4. From the command line, use AWS CDK to synthesize an AWS CloudFormation Template: + +``` +cdk synth +``` + +5. From the command line, use AWS CDK to deploy the AWS resources: + +``` +cdk deploy +``` + +## Testing + +Use the provided test script to send messages to the SQS queue. We will simulate a scenario where N messages are sent to the queue per second. + +1. Navigate to the test-scripts directory and open up the file named push-sqs-messages.js + +``` +cd test-scripts +``` + +2. In the script, replace 'YOUR_REGION' and 'YOUR_SQS_QUEUE_URL' with your desired AWS Region and SQS Queue URL respectively + +3. Using the command line, run the script and specify an integer for N (5 is a sufficient number for this demo) and for T(1 is sufficient for this demo). Keep this script running in the background until later in step 10. You should begin to see continuous messages in your terminal saying "Batch of N items pushed to SQS at ...". + +``` +node push-sqs-messages.js N T +``` + +4. At this point, the Lambda function will start inserting items into the DynamoDB table. After a couple of minutes, you should notice the DLQ filling up with messages since DynamoDB will start throttling the requests. + +5. Using Cloudwatch Log Insights, run a query on the Lambda function's Log Group to ensure that the requests are being throttled. Feel free to use the new Query Generator feature or simply run the following query: + +``` +filter @message like /ProvisionedThroughputExceededException/ +``` + + + +6. Once you have confirmed that DynamoDB is throttling write requests, go back to the [config](./lib/config/tables.config.ts) file in repo and lower the `lambdaReservedConcurrency` property to a value less than or equal to the current writeCapacity value of the table (1 is a sufficient value for this demo). Increase the `retryAttempts` property value to a high value (20 should be sufficient for this demo) to give Lambda time to keep up with any subsequent throttling events. +\ +\ +**IMPORTANT:** Write down the approximate timestamp of when you make this change. It will come in handy when reading CloudWatch Logs. +\ +\ +**NOTE:** For this demo, it's more convenient to make this change through the Lambda Console as making changes to the config file requires you to run cdk deploy again. Do this by navigating to the function -> Configuration Tab -> Concurrency Tab. In a proper testing or production environment, it's recommended to leverage Infrastructure as Code rather than making changes via the AWS Console. + +7. After some time, you should notice the rate at which messages come into the DLQ start to decrease. Navigate back to CloudWatch Log Insights and run the same query from step 5. You can adjust the time window as needed. +\ +\ +Look through the logs and you should notice that there are none or fewer ProvisionedThroughputExceededException errors after the timestamp you noted in the previous step. + +8. For a visual representation, you can also look at CloudWatch metrics for **Write throttled requests(count)** in the monitoring tab of the DynamoDB Console. You should see a spike of write throttled requests and then it should decrease around the time you made the config change. It should look similar to the picture below. +\ +\ +![alt text](./images/write_throttling_metrics.png) + +\ +\ +**NOTE:** If there are no data points loading on the graph, wait a couple of minutes as CloudWatch takes some time to aggregate metrics. + +9. At this point, the CloudWatch Alarm should be in alarm state. Navigate to CloudWatch to confirm. For demo purposes, there are no automated actions that take place whenever the alarm goes off. It is recommended to specify alarm actions in a proper testing & production environment. + +10. Terminate the script + +11. Congrats! You have successfully deployed and tested this serverless pattern. If you wish, feel free to play around with different configurations for the AWS services as well as the payload size of the messages. If not, move onto the Cleanup section to clear your resources and stop incurring costs. +## Cleanup + +1. To delete the stack, run the following command: + +``` +cdk destroy +``` + + + + +---- +Copyright 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved. + +SPDX-License-Identifier: MIT-0 \ No newline at end of file diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts new file mode 100644 index 000000000..441344bbb --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts @@ -0,0 +1,21 @@ +#!/usr/bin/env node +import 'source-map-support/register'; +import * as cdk from 'aws-cdk-lib'; +import { SqsLambdaDynamoStack } from '../lib/sqs-lambda-dynamo-stack'; + +const app = new cdk.App(); +new SqsLambdaDynamoStack(app, 'SqsLambdaDynamoStack', { + /* If you don't specify 'env', this stack will be environment-agnostic. + * Account/Region-dependent features and context lookups will not work, + * but a single synthesized template can be deployed anywhere. */ + + /* Uncomment the next line to specialize this stack for the AWS Account + * and Region that are implied by the current CLI configuration. */ + // env: { account: process.env.CDK_DEFAULT_ACCOUNT, region: process.env.CDK_DEFAULT_REGION }, + + /* Uncomment the next line if you know exactly what Account and Region you + * want to deploy the stack to. */ + // env: { account: '123456789012', region: 'us-east-1' }, + + /* For more information, see https://docs.aws.amazon.com/cdk/latest/guide/environments.html */ +}); \ No newline at end of file diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json new file mode 100644 index 000000000..bb384c132 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json @@ -0,0 +1,64 @@ +{ + "app": "npx ts-node --prefer-ts-exts bin/sqs-lambda-dynamo.ts", + "watch": { + "include": [ + "**" + ], + "exclude": [ + "README.md", + "cdk*.json", + "**/*.d.ts", + "**/*.js", + "tsconfig.json", + "package*.json", + "yarn.lock", + "node_modules", + "test" + ] + }, + "context": { + "@aws-cdk/aws-lambda:recognizeLayerVersion": true, + "@aws-cdk/core:checkSecretUsage": true, + "@aws-cdk/core:target-partitions": [ + "aws", + "aws-cn" + ], + "@aws-cdk-containers/ecs-service-extensions:enableDefaultLogDriver": true, + "@aws-cdk/aws-ec2:uniqueImdsv2TemplateName": true, + "@aws-cdk/aws-ecs:arnFormatIncludesClusterName": true, + "@aws-cdk/aws-iam:minimizePolicies": true, + "@aws-cdk/core:validateSnapshotRemovalPolicy": true, + "@aws-cdk/aws-codepipeline:crossAccountKeyAliasStackSafeResourceName": true, + "@aws-cdk/aws-s3:createDefaultLoggingPolicy": true, + "@aws-cdk/aws-sns-subscriptions:restrictSqsDescryption": true, + "@aws-cdk/aws-apigateway:disableCloudWatchRole": true, + "@aws-cdk/core:enablePartitionLiterals": true, + "@aws-cdk/aws-events:eventsTargetQueueSameAccount": true, + "@aws-cdk/aws-iam:standardizedServicePrincipals": true, + "@aws-cdk/aws-ecs:disableExplicitDeploymentControllerForCircuitBreaker": true, + "@aws-cdk/aws-iam:importedRoleStackSafeDefaultPolicyName": true, + "@aws-cdk/aws-s3:serverAccessLogsUseBucketPolicy": true, + "@aws-cdk/aws-route53-patters:useCertificate": true, + "@aws-cdk/customresources:installLatestAwsSdkDefault": false, + "@aws-cdk/aws-rds:databaseProxyUniqueResourceName": true, + "@aws-cdk/aws-codedeploy:removeAlarmsFromDeploymentGroup": true, + "@aws-cdk/aws-apigateway:authorizerChangeDeploymentLogicalId": true, + "@aws-cdk/aws-ec2:launchTemplateDefaultUserData": true, + "@aws-cdk/aws-secretsmanager:useAttachedSecretResourcePolicyForSecretTargetAttachments": true, + "@aws-cdk/aws-redshift:columnId": true, + "@aws-cdk/aws-stepfunctions-tasks:enableEmrServicePolicyV2": true, + "@aws-cdk/aws-ec2:restrictDefaultSecurityGroup": true, + "@aws-cdk/aws-apigateway:requestValidatorUniqueId": true, + "@aws-cdk/aws-kms:aliasNameRef": true, + "@aws-cdk/aws-autoscaling:generateLaunchTemplateInsteadOfLaunchConfig": true, + "@aws-cdk/core:includePrefixInUniqueNameGeneration": true, + "@aws-cdk/aws-efs:denyAnonymousAccess": true, + "@aws-cdk/aws-opensearchservice:enableOpensearchMultiAzWithStandby": true, + "@aws-cdk/aws-lambda-nodejs:useLatestRuntimeVersion": true, + "@aws-cdk/aws-efs:mountTargetOrderInsensitiveLogicalId": true, + "@aws-cdk/aws-rds:auroraClusterChangeScopeOfInstanceParameterGroupWithEachParameters": true, + "@aws-cdk/aws-appsync:useArnForSourceApiAssociationIdentifier": true, + "@aws-cdk/aws-rds:preventRenderingDeprecatedCredentials": true, + "@aws-cdk/aws-codepipeline-actions:useNewDefaultBranchForCodeCommitSource": true + } +} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json new file mode 100644 index 000000000..93092ecb0 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json @@ -0,0 +1,59 @@ +{ + "title": "Step Functions to Athena", + "description": "Create a Step Functions workflow to query Amazon Athena.", + "language": "Python", + "level": "200", + "framework": "CDK", + "introBox": { + "headline": "How it works", + "text": [ + "This sample project demonstrates how to use an AWS Step Functions state machine to query Athena and get the results. This pattern is leveraging the native integration between these 2 services which means only JSON-based, structured language is used to define the implementation.", + "With Amazon Athena you can get up to 1000 results per invocation of the GetQueryResults method and this is the reason why the Step Function has a loop to get more results. The results are sent to a Map which can be configured to handle (the DoSomething state) the items in parallel or one by one by modifying the max_concurrency parameter.", + "This pattern deploys one Step Functions, two S3 Buckets, one Glue table and one Glue database." + ] + }, + "gitHub": { + "template": { + "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sfn-athena-cdk-python", + "templateURL": "serverless-patterns/sfn-athena-cdk-python", + "projectFolder": "sfn-athena-cdk-python", + "templateFile": "sfn_athena_cdk_python/sfn_athena_cdk_python_stack.py" + } + }, + "resources": { + "bullets": [ + { + "text": "Call Athena with Step Functions", + "link": "https://docs.aws.amazon.com/step-functions/latest/dg/connect-athena.html" + }, + { + "text": "Amazon Athena - Serverless Interactive Query Service", + "link": "https://aws.amazon.com/athena/" + } + ] + }, + "deploy": { + "text": [ + "sam deploy" + ] + }, + "testing": { + "text": [ + "See the GitHub repo for detailed testing instructions." + ] + }, + "cleanup": { + "text": [ + "Delete the stack: cdk delete." + ] + }, + "authors": [ + { + "name": "Your name", + "image": "link-to-your-photo.jpg", + "bio": "Your bio.", + "linkedin": "linked-in-ID", + "twitter": "twitter-handle" + } + ] +} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/architecture_diagram.png b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/architecture_diagram.png new file mode 100644 index 0000000000000000000000000000000000000000..b6ce98f6d9c446e2927faebcf64db7381cf51789 GIT binary patch literal 95317 zcmeFZWmHsc_%}MBC@m#OD@d2pF@O@%3@srYGNg2eN=bJ!^b8G>A`K!XAPmyo&Cm^J zvP-*MIN{$1BKUsRN3@USVcK_C#GoUD`@2!sv+f$s5P zJ^;RfVmGPZ2wBeT2I{c&M%RwIk(Eo z6gP|aO94SaK}1ZF%+ZMPu^`Kb0-qimVQ8ai`2!y|Yy`mzJ%Tgztn-D|!K5QKk_t=d zymbNp-4XH{d)}ZQW%e}qC78UMe46C%Q^3Qmq3F1f2V11T#R*d&_`mxrRQwlujPySN z7yO0Q3iJ{XTPt=2aO=@}83zmVTldkMj1LLIk|2IxZ4E75!`7hfO_>LB5GOMnL?SKiIqP%kv;)j|aR59q53su}g_aK^Ee2C&Pd$pO=1ZaEt 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['/test'], + testMatch: ['**/*.test.ts'], + transform: { + '^.+\\.tsx?$': 'ts-jest' + } +}; diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts new file mode 100644 index 000000000..b36b77325 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts @@ -0,0 +1,37 @@ +/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: MIT-0 + */ + +import { TableConfig } from "../sqs-lambda-dynamo-stack"; + +// This file can be edited to add needed tables and their individual limits. +export const TABLE_CONFIG: TableConfig[] = [ + { + name: "SampleTable1", + writeCapacity: 1, // DynamoDB table WCU allocation. + lambdaReservedConcurrency: 1, // Maximum concurrency of the AWS Lambda Function. + retryAttempts: 1, // Gives lambda time to retry before sending message to DLQ. + lambdaRetryAttempts: 0, // Maximum number of times to retry when the function returns an error. + alarmThreshold: 1, // Value against which the DLQ alarm will trigger . + alarmEvaluationPeriods: 1, // Number of periods over which data is compared to the DLQ threshold. + }, + // { + // name: "SampleTable2", + // writeCapacity: 1, + // lambdaReservedConcurrency: 1, + // retryAttempts: 20, + // lambdaRetryAttempts: 0, + // alarmThreshold: 1, + // alarmEvaluationPeriods: 1, + // }, + // { + // name: "SampleTable3", + // writeCapacity: 1, + // lambdaReservedConcurrency: 1, + // retryAttempts: 1, + // lambdaRetryAttempts: 0, + // alarmThreshold: 1, + // alarmEvaluationPeriods: 1, + // }, +] + diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js new file mode 100644 index 000000000..f283347e6 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js @@ -0,0 +1,46 @@ +/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: MIT-0 + */ + +const { DynamoDBClient, PutItemCommand } = require("@aws-sdk/client-dynamodb"); +const { SQSClient } = require("@aws-sdk/client-sqs"); +const { marshall } = require("@aws-sdk/util-dynamodb"); + +// Get destination DynamoDB table name from the environment variables +const tableName = process.env.DESTINATION_TABLE_NAME; + +// Create DynamoDB client outside of handler to optimize performance +const ddb = new DynamoDBClient({ + maxAttempts: 0, // disable DynamoDB automated retries (so Lambda fails fast and relies on SQS retry capabilities) +}); + +// AWS Lambda handler function +exports.handler = async function (event, context) { + console.log(event); + + // For each message in event + for (const record of event.Records) { + try { + // get the message body (i.e. the record to add to DynamoDB) + const item = JSON.parse(record.body); + + // try saving the item to destination DynamoDB table + await ddb.send( + new PutItemCommand( + { + TableName: `${tableName}`, + Item: marshall(item), + } + ) + ); + } catch (error) { // reoport any error that may come up + console.error("FAILED TO HANDLE RECORD: ", error, record); + throw error; // throw to tell to SQS that something went wrong with the record + } + } + + // exit with 200 + return { + statusCode: 200, + }; +}; diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts new file mode 100644 index 000000000..1ed12e02d --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts @@ -0,0 +1,116 @@ +/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: MIT-0 + */ + +import * as cdk from "aws-cdk-lib"; +import * as cloudwatch from 'aws-cdk-lib/aws-cloudwatch'; +import * as dynamodb from "aws-cdk-lib/aws-dynamodb"; +import * as kms from "aws-cdk-lib/aws-kms"; +import * as lambda from "aws-cdk-lib/aws-lambda"; +import * as lambda_event_source from "aws-cdk-lib/aws-lambda-event-sources"; +import * as sqs from "aws-cdk-lib/aws-sqs"; +import { Construct } from "constructs"; +import { TABLE_CONFIG } from "./config/tables.config"; +import { CfnOutput } from "aws-cdk-lib"; + +export interface TableConfig { + readonly name: string, + readonly writeCapacity: number, + readonly lambdaReservedConcurrency: number, + readonly retryAttempts: number, + readonly lambdaRetryAttempts: number, + readonly alarmThreshold: number, + readonly alarmEvaluationPeriods: number, +} + +export class SqsLambdaDynamoStack extends cdk.Stack { + constructor(scope: Construct, id: string, props?: cdk.StackProps) { + super(scope, id, props); + + // constants used for table/lambda creation + const TABLE_PROPS = TABLE_CONFIG; + + // for each desired table + TABLE_PROPS.map((table) => { + // create dynamodb table + const ddbTable = new dynamodb.Table(this, table.name, { + partitionKey: { + name: "id", + type: dynamodb.AttributeType.STRING, + }, + encryption: dynamodb.TableEncryption.AWS_MANAGED, + writeCapacity: table.writeCapacity, + removalPolicy: cdk.RemovalPolicy.DESTROY // destroy table on stack delete + }); + + // create DLQ + const dlq = new sqs.Queue( + this, + `${table.name}-DLQ`, + { + encryption: sqs.QueueEncryption.SQS_MANAGED + } + ) + + // create SQS queue + const sqsQueue = new sqs.Queue( + this, + `${table.name}-Queue`, + { + deadLetterQueue: { + maxReceiveCount: table.retryAttempts, + queue: dlq, + }, + encryption: sqs.QueueEncryption.SQS_MANAGED, + } + ); + + + // create Lambda environment variable encryption key + const lambdaEnvKey = new kms.Key(this, `${table.name}-LambdaEnvKey`, { + removalPolicy: cdk.RemovalPolicy.DESTROY, + }); + + // create Lambda function + const lambdaFunction = new lambda.Function( + this, + `${table.name}-Lambda`, + { + runtime: lambda.Runtime.NODEJS_18_X, + code: lambda.Code.fromAsset("lib/lambda"), + handler: "index.handler", + reservedConcurrentExecutions: table.lambdaReservedConcurrency, + environment: { + DESTINATION_TABLE_NAME: ddbTable.tableName, // need the actual generated name of the table + }, + environmentEncryption: lambdaEnvKey, + retryAttempts: table.lambdaRetryAttempts, + } + ); + + // grant Lambda access to decrypt using kms key + lambdaEnvKey.grantDecrypt(lambdaFunction); + + // granting Lambda permissions to write to dynamodb table + ddbTable.grantWriteData(lambdaFunction); + + // setting up the SQS as a trigger for Lambda + lambdaFunction.addEventSource( + new lambda_event_source.SqsEventSource(sqsQueue, { + batchSize: 1, + }) + ); + + // CloudWatch DLQ alarm + const alarm = new cloudwatch.Alarm(this, `${table.name}-Alarm`, { + comparisonOperator: cloudwatch.ComparisonOperator.GREATER_THAN_OR_EQUAL_TO_THRESHOLD, + threshold: table.alarmThreshold, + evaluationPeriods: table.alarmEvaluationPeriods, + metric: dlq.metricApproximateNumberOfMessagesVisible(), + }); + + // print the SQS Queue URL for use with testing script + new CfnOutput(this, `${table.name}-Queue-URL`, { value: sqsQueue.queueUrl }); + }); + } +} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json new file mode 100644 index 000000000..6562b87e7 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json @@ -0,0 +1,32 @@ +{ + "name": "sqs-lambda-dynamo", + "version": "0.1.0", + "bin": { + "sqs-lambda-dynamo": "bin/sqs-lambda-dynamo.js" + }, + "scripts": { + "build": "tsc", + "watch": "tsc -w", + "test": "jest", + "cdk": "cdk" + }, + "devDependencies": { + "@types/aws-lambda": "^8.10.130", + "@types/jest": "^29.5.8", + "@types/node": "20.9.0", + "aws-cdk": "2.115.0", + "jest": "^29.7.0", + "ts-jest": "^29.1.1", + "ts-node": "^10.9.1", + "typescript": "~5.2.2" + }, + "dependencies": { + "@aws-sdk/client-dynamodb": "^3.473.0", + "@aws-sdk/client-lambda": "^3.473.0", + "@aws-sdk/client-sqs": "^3.473.0", + "aws-cdk-lib": "2.111.0", + "aws-sdk": "^2.1518.0", + "constructs": "^10.0.0", + "source-map-support": "^0.5.21" + } +} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js new file mode 100644 index 000000000..487735988 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js @@ -0,0 +1,64 @@ +const AWS = require('aws-sdk'); +const { v4: uuidv4 } = require('uuid'); + +AWS.config.update({ region: 'YOUR_REGION' }); // Replace 'YOUR_REGION' with your AWS region + +const sqs = new AWS.SQS({ apiVersion: '2012-11-05' }); + +// Replace 'YOUR_SQS_QUEUE_URL' with your SQS queue URL +// You can obtain this from the CloudFormation outputs of the stack +const SQS_QUEUE_URL = 'YOUR_SQS_QUEUE_URL' + +const generateRandomData = (size) => { + // Generate dummy data to fill ~1KB + const randomData = Array(size).fill('#').join(''); + return randomData; +}; + +const pushBatchToSQS = async (n) => { + const batch = []; + for (let i = 0; i < n; i++) { + // Generate a unique ID for each message and create a dummy payload with the ID and random data. + // The ID is used to track the message in DynamoDB and the dummy data is used to fill the payload. + const uuid = uuidv4(); + const body = { + id: uuid, + payload: generateRandomData(1000 - uuid.length) + } + + // Create an SQS message object with the ID and dummy payload. + batch.push({ + Id: uuid, + MessageBody: JSON.stringify(body) + }) + }; + + // Create an SQS batch request object with the batch of messages. + const params = { + Entries: batch, + QueueUrl: SQS_QUEUE_URL, + }; + + // Try sending batch to SQS, catch any errors and log them to the console. + try { + await sqs.sendMessageBatch(params).promise(); + console.log(`Batch of ${n} items pushed to SQS at ${new Date().toISOString()}`); + } catch (error) { + console.error('Error pushing batch to SQS:', error); + } +}; + +const n = process.argv[2]; // Number of items to push, passed as a command-line argument + +const t = process.argv[3]; // Time interval between each item batch, in milliseconds, passed as a command-line argument + +// Check if n and t are valid numbers, and if so, start the interval loop. +if (!n || isNaN(n)) { + console.error('Please provide a valid number for the batch size.'); +} else if (!t || isNaN(t)) { + console.error('Please provide a valid number for the time interval between batches.'); +} else { + setInterval(() => { + pushBatchToSQS(parseInt(n, 10)); + }, t); +} \ No newline at end of file diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json new file mode 100644 index 000000000..aaa7dc510 --- /dev/null +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json @@ -0,0 +1,31 @@ +{ + "compilerOptions": { + "target": "ES2020", + "module": "commonjs", + "lib": [ + "es2020", + "dom" + ], + "declaration": true, + "strict": true, + "noImplicitAny": true, + "strictNullChecks": true, + "noImplicitThis": true, + "alwaysStrict": true, + "noUnusedLocals": false, + "noUnusedParameters": false, + "noImplicitReturns": true, + "noFallthroughCasesInSwitch": false, + "inlineSourceMap": true, + "inlineSources": true, + "experimentalDecorators": true, + "strictPropertyInitialization": false, + "typeRoots": [ + "./node_modules/@types" + ] + }, + "exclude": [ + "node_modules", + "cdk.out" + ] +} From ef4ddee5881af9064a952d9846198d97ea6004d5 Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Mon, 18 Dec 2023 17:17:56 -0500 Subject: [PATCH 02/10] format pattern resources --- .../example-pattern.json | 53 +++++++++---------- 1 file changed, 25 insertions(+), 28 deletions(-) diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json index 93092ecb0..9d704dfa1 100644 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json @@ -1,59 +1,56 @@ { - "title": "Step Functions to Athena", - "description": "Create a Step Functions workflow to query Amazon Athena.", - "language": "Python", + "title": "Amazon SQS to AWS Lambda to Amazon DynamoDB with CloudWatch Alarms", + "description": "Preventing Amazon DynamoDB write throttling with an Amazon SQS queue-based buffer using CDK and monitoring with CloudWatch alarms.", + "language": "Typescript/Javascript", "level": "200", "framework": "CDK", "introBox": { "headline": "How it works", "text": [ - "This sample project demonstrates how to use an AWS Step Functions state machine to query Athena and get the results. This pattern is leveraging the native integration between these 2 services which means only JSON-based, structured language is used to define the implementation.", - "With Amazon Athena you can get up to 1000 results per invocation of the GetQueryResults method and this is the reason why the Step Function has a loop to get more results. The results are sent to a Map which can be configured to handle (the DoSomething state) the items in parallel or one by one by modifying the max_concurrency parameter.", - "This pattern deploys one Step Functions, two S3 Buckets, one Glue table and one Glue database." + "This code demonstrates how an Amazon SQS queue can be used to buffer records for an Amazon DynamoDB table and mitigate the risk for a client of being throttled.", + "The CDK code deploys Ingress and Dead-Letter SQS queues, AWS Lambda functions, destination DynamoDB tables and CloudWatch alarms.", + "AWS Lambda function uses NodeJS 18 runtime." ] }, "gitHub": { "template": { - "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sfn-athena-cdk-python", - "templateURL": "serverless-patterns/sfn-athena-cdk-python", - "projectFolder": "sfn-athena-cdk-python", - "templateFile": "sfn_athena_cdk_python/sfn_athena_cdk_python_stack.py" + "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sqs-lambda-dynamodb-cloudwatch-cdk-ts", + "templateURL": "serverless-patterns/sqs-lambda-dynamodb-cloudwatch-cdk-ts", + "projectFolder": "sqs-lambda-dynamodb-cloudwatch-cdk-ts", + "templateFile": "sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts" } }, "resources": { "bullets": [ { - "text": "Call Athena with Step Functions", - "link": "https://docs.aws.amazon.com/step-functions/latest/dg/connect-athena.html" + "text": "Troubleshooting throttling issues in Amazon DynamoDB", + "link": "https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/TroubleshootingThrottling.html" }, { - "text": "Amazon Athena - Serverless Interactive Query Service", - "link": "https://aws.amazon.com/athena/" + "text": "Configuring reserved concurrency", + "link": "https://docs.aws.amazon.com/lambda/latest/dg/configuration-concurrency.html" } ] }, "deploy": { - "text": [ - "sam deploy" - ] + "text": ["cdk deploy"] }, "testing": { - "text": [ - "See the GitHub repo for detailed testing instructions." - ] + "text": ["See the GitHub repo for detailed testing instructions."] }, "cleanup": { - "text": [ - "Delete the stack: cdk delete." - ] + "text": ["Delete the stack: cdk destroy."] }, "authors": [ { - "name": "Your name", - "image": "link-to-your-photo.jpg", - "bio": "Your bio.", - "linkedin": "linked-in-ID", - "twitter": "twitter-handle" + "name": "Andrei Stan", + "bio": "Cloud Application Developer working at AWS.", + "linkedin": "https://www.linkedin.com/in/astan54321/" + }, + { + "name": "Willes Mendoza", + "bio": "Cloud Application Developer working at AWS.", + "linkedin": "https://www.linkedin.com/in/willesfmendoza/" } ] } From 58a4520af09df07fdebf07507f7f2f836f831276 Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Mon, 18 Dec 2023 17:33:38 -0500 Subject: [PATCH 03/10] fix failing checks --- .../example-pattern.json | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json index 9d704dfa1..467c2d70c 100644 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json @@ -1,7 +1,7 @@ { "title": "Amazon SQS to AWS Lambda to Amazon DynamoDB with CloudWatch Alarms", "description": "Preventing Amazon DynamoDB write throttling with an Amazon SQS queue-based buffer using CDK and monitoring with CloudWatch alarms.", - "language": "Typescript/Javascript", + "language": "Typescript", "level": "200", "framework": "CDK", "introBox": { @@ -17,7 +17,7 @@ "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sqs-lambda-dynamodb-cloudwatch-cdk-ts", "templateURL": "serverless-patterns/sqs-lambda-dynamodb-cloudwatch-cdk-ts", "projectFolder": "sqs-lambda-dynamodb-cloudwatch-cdk-ts", - "templateFile": "sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts" + "templateFile": "lib/sqs-lambda-dynamo-stack.ts" } }, "resources": { @@ -44,13 +44,13 @@ "authors": [ { "name": "Andrei Stan", - "bio": "Cloud Application Developer working at AWS.", - "linkedin": "https://www.linkedin.com/in/astan54321/" + "bio": "Cloud Application Developer, AWS.", + "linkedin": "astan54321" }, { "name": "Willes Mendoza", - "bio": "Cloud Application Developer working at AWS.", - "linkedin": "https://www.linkedin.com/in/willesfmendoza/" + "bio": "Cloud Application Developer, AWS.", + "linkedin": "willesfmendoza" } ] } From 63a39c947fcb811666144407e04461c4d85c17d4 Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Mon, 18 Dec 2023 17:34:54 -0500 Subject: [PATCH 04/10] fix TypeScript language formatting --- sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json index 467c2d70c..7003900b4 100644 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json +++ b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json @@ -1,7 +1,7 @@ { "title": "Amazon SQS to AWS Lambda to Amazon DynamoDB with CloudWatch Alarms", "description": "Preventing Amazon DynamoDB write throttling with an Amazon SQS queue-based buffer using CDK and monitoring with CloudWatch alarms.", - "language": "Typescript", + "language": "TypeScript", "level": "200", "framework": "CDK", "introBox": { From c68b31005197d30fdec43099b983572a9248eb7e Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Wed, 10 Jan 2024 14:57:55 -0500 Subject: [PATCH 05/10] remove cloudwatch alarms --- sqs-lambda-ddb-cdk-ts/.gitignore | 7 + sqs-lambda-ddb-cdk-ts/.npmignore | 6 + sqs-lambda-ddb-cdk-ts/README.md | 129 ++++++++++++++++++ .../bin/sqs-lambda-dynamo.ts | 21 +++ sqs-lambda-ddb-cdk-ts/cdk.json | 64 +++++++++ sqs-lambda-ddb-cdk-ts/example-pattern.json | 56 ++++++++ .../images/architecture_diagram.png | Bin 0 -> 95317 bytes .../images/write_throttling_metrics.png | Bin 0 -> 229550 bytes sqs-lambda-ddb-cdk-ts/jest.config.js | 8 ++ .../lib/config/tables.config.ts | 37 +++++ sqs-lambda-ddb-cdk-ts/lib/lambda/index.js | 46 +++++++ .../lib/sqs-lambda-dynamo-stack.ts | 116 ++++++++++++++++ sqs-lambda-ddb-cdk-ts/package.json | 32 +++++ .../test-scripts/push-sqs-messages.js | 64 +++++++++ sqs-lambda-ddb-cdk-ts/tsconfig.json | 31 +++++ 15 files changed, 617 insertions(+) create mode 100644 sqs-lambda-ddb-cdk-ts/.gitignore create mode 100644 sqs-lambda-ddb-cdk-ts/.npmignore create mode 100644 sqs-lambda-ddb-cdk-ts/README.md create mode 100644 sqs-lambda-ddb-cdk-ts/bin/sqs-lambda-dynamo.ts create mode 100644 sqs-lambda-ddb-cdk-ts/cdk.json create mode 100644 sqs-lambda-ddb-cdk-ts/example-pattern.json create mode 100644 sqs-lambda-ddb-cdk-ts/images/architecture_diagram.png create mode 100644 sqs-lambda-ddb-cdk-ts/images/write_throttling_metrics.png create mode 100644 sqs-lambda-ddb-cdk-ts/jest.config.js create mode 100644 sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts create mode 100644 sqs-lambda-ddb-cdk-ts/lib/lambda/index.js create mode 100644 sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts create mode 100644 sqs-lambda-ddb-cdk-ts/package.json create mode 100644 sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js create mode 100644 sqs-lambda-ddb-cdk-ts/tsconfig.json diff --git a/sqs-lambda-ddb-cdk-ts/.gitignore b/sqs-lambda-ddb-cdk-ts/.gitignore new file mode 100644 index 000000000..3181be231 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/.gitignore @@ -0,0 +1,7 @@ +!jest.config.js +*.d.ts +node_modules + +# CDK asset staging directory +.cdk.staging +cdk.out diff --git a/sqs-lambda-ddb-cdk-ts/.npmignore b/sqs-lambda-ddb-cdk-ts/.npmignore new file mode 100644 index 000000000..c1d6d45dc --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/.npmignore @@ -0,0 +1,6 @@ +*.ts +!*.d.ts + +# CDK asset staging directory +.cdk.staging +cdk.out diff --git a/sqs-lambda-ddb-cdk-ts/README.md b/sqs-lambda-ddb-cdk-ts/README.md new file mode 100644 index 000000000..01cd9093b --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/README.md @@ -0,0 +1,129 @@ +# Offloading DynamoDB Writes with SQS, Lambda, and CDK + +The purpose of this pattern is to address write throttling issues of Provisioned Capacity DynamoDB Tables by offloading the requests to SQS to handle writes asynchronously. This pattern is deployed through an AWS Cloud Development Kit (CDK) app which provisions DynamoDB tables, SQS queues and DLQs, and Lambda functions. Test scripts have been provided for testing. + +Learn more about this pattern at Serverless Land Patterns: [INSERT SERVERLESS LAND LINK HERE] + +## Architecture Diagram + +![architecture_diagram](./images/architecture_diagram.png) + +## How it works + +A new Amazon SQS queue will be created and configured to invoke an AWS Lambda function that will write the received messages into an Amazon DynamoDB table. The SQS queue redrive policy will be configured to send undeliverable messages to an Amazon SQS Dead-Letter Queue. Undeliverable messages are the ones that couldn't be written to the DynamoDB table with a maximum of `maxReceiveCount` number of attempts. + +Lambda function will stop writing messages into the DynamoDB table as soon as it catches an exception and will report the remaining messages to Amazon SQS service as failed. + +Amazon DynamoDB table will have a minimal `ProvisionedThroughput` configuration for demo purposes, so that the users can observe message write retries when testing this stack. Real production throughput must be configured in accordance with the actual business requirements and message sizes. + +## Considerations + +* For simplicity and demo purposes, the DynamoDB Table deployed in this stack does not have Point-In-Time Recovery enabled. This pattern serves as a customizable template for a solution. It is recommended enable this feature as in a production environment. +* For simplicity, this project uses a [config](./lib/config/tables.config.ts) file to configure the scaling limits of DynamoDB and Lambda. Customers may wish to automate this process to run in a closed loop based off desired WCUs. +* This pattern doesn't guarantee message ordering when writing information to the DynamoDB table +* 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. + +## Prerequisites + +* [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. This account needs to be bootstrapped to use AWS Cloud Development Kit. +* [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) +* [Node and NPM installed](https://docs.npmjs.com/downloading-and-installing-node-js-and-npm/) +* [AWS Cloud Development Kit](https://docs.aws.amazon.com/cdk/v2/guide/getting_started.html) (AWS CDK) installed and bootstrapped + +## Deployment Instructions + +1. Create a new directory on your machine, navigate to that directory and clone this repository. + +2. Navigate to the directory of this repository: + +``` +cd sqs-lambda-ddb-cdk-ts +``` + +3. Install Node Packages: + +``` +npm install +``` + +4. From the command line, use AWS CDK to synthesize an AWS CloudFormation Template: + +``` +cdk synth +``` + +5. From the command line, use AWS CDK to deploy the AWS resources: + +``` +cdk deploy +``` + +## Testing + +Use the provided test script to send messages to the SQS queue. We will simulate a scenario where N messages are sent to the queue per second. + +1. Navigate to the test-scripts directory and open up the file named push-sqs-messages.js + +``` +cd test-scripts +``` + +2. In the script, replace 'YOUR_REGION' and 'YOUR_SQS_QUEUE_URL' with your desired AWS Region and SQS Queue URL respectively + +3. Using the command line, run the script and specify an integer for N (5 is a sufficient number for this demo) and for T(1 is sufficient for this demo). Keep this script running in the background until later in step 10. You should begin to see continuous messages in your terminal saying "Batch of N items pushed to SQS at ...". + +``` +node push-sqs-messages.js N T +``` + +4. At this point, the Lambda function will start inserting items into the DynamoDB table. After a couple of minutes, you should notice the DLQ filling up with messages since DynamoDB will start throttling the requests. + +5. Using Cloudwatch Log Insights, run a query on the Lambda function's Log Group to ensure that the requests are being throttled. Feel free to use the new Query Generator feature or simply run the following query: + +``` +filter @message like /ProvisionedThroughputExceededException/ +``` + + + +6. Once you have confirmed that DynamoDB is throttling write requests, go back to the [config](./lib/config/tables.config.ts) file in repo and lower the `lambdaReservedConcurrency` property to a value less than or equal to the current writeCapacity value of the table (1 is a sufficient value for this demo). Increase the `retryAttempts` property value to a high value (20 should be sufficient for this demo) to give Lambda time to keep up with any subsequent throttling events. +\ +\ +**IMPORTANT:** Write down the approximate timestamp of when you make this change. It will come in handy when reading CloudWatch Logs. +\ +\ +**NOTE:** For this demo, it's more convenient to make this change through the Lambda Console as making changes to the config file requires you to run cdk deploy again. Do this by navigating to the function -> Configuration Tab -> Concurrency Tab. In a proper testing or production environment, it's recommended to leverage Infrastructure as Code rather than making changes via the AWS Console. + +7. After some time, you should notice the rate at which messages come into the DLQ start to decrease. Navigate back to CloudWatch Log Insights and run the same query from step 5. You can adjust the time window as needed. +\ +\ +Look through the logs and you should notice that there are none or fewer ProvisionedThroughputExceededException errors after the timestamp you noted in the previous step. + +8. For a visual representation, you can also look at CloudWatch metrics for **Write throttled requests(count)** in the monitoring tab of the DynamoDB Console. You should see a spike of write throttled requests and then it should decrease around the time you made the config change. It should look similar to the picture below. +\ +\ +![alt text](./images/write_throttling_metrics.png) + +\ +\ +**NOTE:** If there are no data points loading on the graph, wait a couple of minutes as CloudWatch takes some time to aggregate metrics. + +9. Terminate the script + +10. Congrats! You have successfully deployed and tested this serverless pattern. If you wish, feel free to play around with different configurations for the AWS services as well as the payload size of the messages. If not, move onto the Cleanup section to clear your resources and stop incurring costs. +## Cleanup + +1. To delete the stack, run the following command: + +``` +cdk destroy +``` + + + + +---- +Copyright 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved. + +SPDX-License-Identifier: MIT-0 \ No newline at end of file diff --git a/sqs-lambda-ddb-cdk-ts/bin/sqs-lambda-dynamo.ts b/sqs-lambda-ddb-cdk-ts/bin/sqs-lambda-dynamo.ts new file mode 100644 index 000000000..441344bbb --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/bin/sqs-lambda-dynamo.ts @@ -0,0 +1,21 @@ +#!/usr/bin/env node +import 'source-map-support/register'; +import * as cdk from 'aws-cdk-lib'; +import { SqsLambdaDynamoStack } from '../lib/sqs-lambda-dynamo-stack'; + +const app = new cdk.App(); +new SqsLambdaDynamoStack(app, 'SqsLambdaDynamoStack', { + /* If you don't specify 'env', this stack will be environment-agnostic. + * Account/Region-dependent features and context lookups will not work, + * but a single synthesized template can be deployed anywhere. */ + + /* Uncomment the next line to specialize this stack for the AWS Account + * and Region that are implied by the current CLI configuration. */ + // env: { account: process.env.CDK_DEFAULT_ACCOUNT, region: process.env.CDK_DEFAULT_REGION }, + + /* Uncomment the next line if you know exactly what Account and Region you + * want to deploy the stack to. */ + // env: { account: '123456789012', region: 'us-east-1' }, + + /* For more information, see https://docs.aws.amazon.com/cdk/latest/guide/environments.html */ +}); \ No newline at end of file diff --git a/sqs-lambda-ddb-cdk-ts/cdk.json b/sqs-lambda-ddb-cdk-ts/cdk.json new file mode 100644 index 000000000..bb384c132 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/cdk.json @@ -0,0 +1,64 @@ +{ + "app": "npx ts-node --prefer-ts-exts bin/sqs-lambda-dynamo.ts", + "watch": { + "include": [ + "**" + ], + "exclude": [ + "README.md", + "cdk*.json", + "**/*.d.ts", + "**/*.js", + "tsconfig.json", + "package*.json", + "yarn.lock", + "node_modules", + "test" + ] + }, + "context": { + "@aws-cdk/aws-lambda:recognizeLayerVersion": true, + "@aws-cdk/core:checkSecretUsage": true, + "@aws-cdk/core:target-partitions": [ + "aws", + "aws-cn" + ], + "@aws-cdk-containers/ecs-service-extensions:enableDefaultLogDriver": true, + "@aws-cdk/aws-ec2:uniqueImdsv2TemplateName": true, + "@aws-cdk/aws-ecs:arnFormatIncludesClusterName": true, + "@aws-cdk/aws-iam:minimizePolicies": true, + "@aws-cdk/core:validateSnapshotRemovalPolicy": true, + "@aws-cdk/aws-codepipeline:crossAccountKeyAliasStackSafeResourceName": true, + "@aws-cdk/aws-s3:createDefaultLoggingPolicy": true, + "@aws-cdk/aws-sns-subscriptions:restrictSqsDescryption": true, + "@aws-cdk/aws-apigateway:disableCloudWatchRole": true, + "@aws-cdk/core:enablePartitionLiterals": true, + "@aws-cdk/aws-events:eventsTargetQueueSameAccount": true, + "@aws-cdk/aws-iam:standardizedServicePrincipals": true, + "@aws-cdk/aws-ecs:disableExplicitDeploymentControllerForCircuitBreaker": true, + "@aws-cdk/aws-iam:importedRoleStackSafeDefaultPolicyName": true, + "@aws-cdk/aws-s3:serverAccessLogsUseBucketPolicy": true, + "@aws-cdk/aws-route53-patters:useCertificate": true, + "@aws-cdk/customresources:installLatestAwsSdkDefault": false, + "@aws-cdk/aws-rds:databaseProxyUniqueResourceName": true, + "@aws-cdk/aws-codedeploy:removeAlarmsFromDeploymentGroup": true, + "@aws-cdk/aws-apigateway:authorizerChangeDeploymentLogicalId": true, + "@aws-cdk/aws-ec2:launchTemplateDefaultUserData": true, + "@aws-cdk/aws-secretsmanager:useAttachedSecretResourcePolicyForSecretTargetAttachments": true, + "@aws-cdk/aws-redshift:columnId": true, + "@aws-cdk/aws-stepfunctions-tasks:enableEmrServicePolicyV2": true, + "@aws-cdk/aws-ec2:restrictDefaultSecurityGroup": true, + "@aws-cdk/aws-apigateway:requestValidatorUniqueId": true, + "@aws-cdk/aws-kms:aliasNameRef": true, + "@aws-cdk/aws-autoscaling:generateLaunchTemplateInsteadOfLaunchConfig": true, + "@aws-cdk/core:includePrefixInUniqueNameGeneration": true, + "@aws-cdk/aws-efs:denyAnonymousAccess": true, + "@aws-cdk/aws-opensearchservice:enableOpensearchMultiAzWithStandby": true, + "@aws-cdk/aws-lambda-nodejs:useLatestRuntimeVersion": true, + "@aws-cdk/aws-efs:mountTargetOrderInsensitiveLogicalId": true, + "@aws-cdk/aws-rds:auroraClusterChangeScopeOfInstanceParameterGroupWithEachParameters": true, + "@aws-cdk/aws-appsync:useArnForSourceApiAssociationIdentifier": true, + "@aws-cdk/aws-rds:preventRenderingDeprecatedCredentials": true, + "@aws-cdk/aws-codepipeline-actions:useNewDefaultBranchForCodeCommitSource": true + } +} diff --git a/sqs-lambda-ddb-cdk-ts/example-pattern.json b/sqs-lambda-ddb-cdk-ts/example-pattern.json new file mode 100644 index 000000000..7003900b4 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/example-pattern.json @@ -0,0 +1,56 @@ +{ + "title": "Amazon SQS to AWS Lambda to Amazon DynamoDB with CloudWatch Alarms", + "description": "Preventing Amazon DynamoDB write throttling with an Amazon SQS queue-based buffer using CDK and monitoring with CloudWatch alarms.", + "language": "TypeScript", + "level": "200", + "framework": "CDK", + "introBox": { + "headline": "How it works", + "text": [ + "This code demonstrates how an Amazon SQS queue can be used to buffer records for an Amazon DynamoDB table and mitigate the risk for a client of being throttled.", + "The CDK code deploys Ingress and Dead-Letter SQS queues, AWS Lambda functions, destination DynamoDB tables and CloudWatch alarms.", + "AWS Lambda function uses NodeJS 18 runtime." + ] + }, + "gitHub": { + "template": { + "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sqs-lambda-dynamodb-cloudwatch-cdk-ts", + "templateURL": "serverless-patterns/sqs-lambda-dynamodb-cloudwatch-cdk-ts", + "projectFolder": "sqs-lambda-dynamodb-cloudwatch-cdk-ts", + "templateFile": "lib/sqs-lambda-dynamo-stack.ts" + } + }, + "resources": { + "bullets": [ + { + "text": "Troubleshooting throttling issues in Amazon DynamoDB", + "link": "https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/TroubleshootingThrottling.html" + }, + { + "text": "Configuring reserved concurrency", + "link": "https://docs.aws.amazon.com/lambda/latest/dg/configuration-concurrency.html" + } + ] + }, + "deploy": { + "text": ["cdk deploy"] + }, + "testing": { + "text": ["See the GitHub repo for detailed testing instructions."] + }, + "cleanup": { + "text": ["Delete the stack: cdk destroy."] + }, + "authors": [ + { + "name": "Andrei Stan", + "bio": "Cloud Application Developer, AWS.", + "linkedin": "astan54321" + }, + { + "name": "Willes Mendoza", + "bio": "Cloud Application Developer, AWS.", + "linkedin": "willesfmendoza" + } + ] +} diff --git a/sqs-lambda-ddb-cdk-ts/images/architecture_diagram.png b/sqs-lambda-ddb-cdk-ts/images/architecture_diagram.png new file mode 100644 index 0000000000000000000000000000000000000000..b6ce98f6d9c446e2927faebcf64db7381cf51789 GIT binary patch literal 95317 zcmeFZWmHsc_%}MBC@m#OD@d2pF@O@%3@srYGNg2eN=bJ!^b8G>A`K!XAPmyo&Cm^J zvP-*MIN{$1BKUsRN3@USVcK_C#GoUD`@2!sv+f$s5P zJ^;RfVmGPZ2wBeT2I{c&M%RwIk(Eo 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transform: { + '^.+\\.tsx?$': 'ts-jest' + } +}; diff --git a/sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts b/sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts new file mode 100644 index 000000000..b36b77325 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts @@ -0,0 +1,37 @@ +/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: MIT-0 + */ + +import { TableConfig } from "../sqs-lambda-dynamo-stack"; + +// This file can be edited to add needed tables and their individual limits. +export const TABLE_CONFIG: TableConfig[] = [ + { + name: "SampleTable1", + writeCapacity: 1, // DynamoDB table WCU allocation. + lambdaReservedConcurrency: 1, // Maximum concurrency of the AWS Lambda Function. + retryAttempts: 1, // Gives lambda time to retry before sending message to DLQ. + lambdaRetryAttempts: 0, // Maximum number of times to retry when the function returns an error. + alarmThreshold: 1, // Value against which the DLQ alarm will trigger . + alarmEvaluationPeriods: 1, // Number of periods over which data is compared to the DLQ threshold. + }, + // { + // name: "SampleTable2", + // writeCapacity: 1, + // lambdaReservedConcurrency: 1, + // retryAttempts: 20, + // lambdaRetryAttempts: 0, + // alarmThreshold: 1, + // alarmEvaluationPeriods: 1, + // }, + // { + // name: "SampleTable3", + // writeCapacity: 1, + // lambdaReservedConcurrency: 1, + // retryAttempts: 1, + // lambdaRetryAttempts: 0, + // alarmThreshold: 1, + // alarmEvaluationPeriods: 1, + // }, +] + diff --git a/sqs-lambda-ddb-cdk-ts/lib/lambda/index.js b/sqs-lambda-ddb-cdk-ts/lib/lambda/index.js new file mode 100644 index 000000000..f283347e6 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/lib/lambda/index.js @@ -0,0 +1,46 @@ +/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: MIT-0 + */ + +const { DynamoDBClient, PutItemCommand } = require("@aws-sdk/client-dynamodb"); +const { SQSClient } = require("@aws-sdk/client-sqs"); +const { marshall } = require("@aws-sdk/util-dynamodb"); + +// Get destination DynamoDB table name from the environment variables +const tableName = process.env.DESTINATION_TABLE_NAME; + +// Create DynamoDB client outside of handler to optimize performance +const ddb = new DynamoDBClient({ + maxAttempts: 0, // disable DynamoDB automated retries (so Lambda fails fast and relies on SQS retry capabilities) +}); + +// AWS Lambda handler function +exports.handler = async function (event, context) { + console.log(event); + + // For each message in event + for (const record of event.Records) { + try { + // get the message body (i.e. the record to add to DynamoDB) + const item = JSON.parse(record.body); + + // try saving the item to destination DynamoDB table + await ddb.send( + new PutItemCommand( + { + TableName: `${tableName}`, + Item: marshall(item), + } + ) + ); + } catch (error) { // reoport any error that may come up + console.error("FAILED TO HANDLE RECORD: ", error, record); + throw error; // throw to tell to SQS that something went wrong with the record + } + } + + // exit with 200 + return { + statusCode: 200, + }; +}; diff --git a/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts b/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts new file mode 100644 index 000000000..1ed12e02d --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts @@ -0,0 +1,116 @@ +/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. + * SPDX-License-Identifier: MIT-0 + */ + +import * as cdk from "aws-cdk-lib"; +import * as cloudwatch from 'aws-cdk-lib/aws-cloudwatch'; +import * as dynamodb from "aws-cdk-lib/aws-dynamodb"; +import * as kms from "aws-cdk-lib/aws-kms"; +import * as lambda from "aws-cdk-lib/aws-lambda"; +import * as lambda_event_source from "aws-cdk-lib/aws-lambda-event-sources"; +import * as sqs from "aws-cdk-lib/aws-sqs"; +import { Construct } from "constructs"; +import { TABLE_CONFIG } from "./config/tables.config"; +import { CfnOutput } from "aws-cdk-lib"; + +export interface TableConfig { + readonly name: string, + readonly writeCapacity: number, + readonly lambdaReservedConcurrency: number, + readonly retryAttempts: number, + readonly lambdaRetryAttempts: number, + readonly alarmThreshold: number, + readonly alarmEvaluationPeriods: number, +} + +export class SqsLambdaDynamoStack extends cdk.Stack { + constructor(scope: Construct, id: string, props?: cdk.StackProps) { + super(scope, id, props); + + // constants used for table/lambda creation + const TABLE_PROPS = TABLE_CONFIG; + + // for each desired table + TABLE_PROPS.map((table) => { + // create dynamodb table + const ddbTable = new dynamodb.Table(this, table.name, { + partitionKey: { + name: "id", + type: dynamodb.AttributeType.STRING, + }, + encryption: dynamodb.TableEncryption.AWS_MANAGED, + writeCapacity: table.writeCapacity, + removalPolicy: cdk.RemovalPolicy.DESTROY // destroy table on stack delete + }); + + // create DLQ + const dlq = new sqs.Queue( + this, + `${table.name}-DLQ`, + { + encryption: sqs.QueueEncryption.SQS_MANAGED + } + ) + + // create SQS queue + const sqsQueue = new sqs.Queue( + this, + `${table.name}-Queue`, + { + deadLetterQueue: { + maxReceiveCount: table.retryAttempts, + queue: dlq, + }, + encryption: sqs.QueueEncryption.SQS_MANAGED, + } + ); + + + // create Lambda environment variable encryption key + const lambdaEnvKey = new kms.Key(this, `${table.name}-LambdaEnvKey`, { + removalPolicy: cdk.RemovalPolicy.DESTROY, + }); + + // create Lambda function + const lambdaFunction = new lambda.Function( + this, + `${table.name}-Lambda`, + { + runtime: lambda.Runtime.NODEJS_18_X, + code: lambda.Code.fromAsset("lib/lambda"), + handler: "index.handler", + reservedConcurrentExecutions: table.lambdaReservedConcurrency, + environment: { + DESTINATION_TABLE_NAME: ddbTable.tableName, // need the actual generated name of the table + }, + environmentEncryption: lambdaEnvKey, + retryAttempts: table.lambdaRetryAttempts, + } + ); + + // grant Lambda access to decrypt using kms key + lambdaEnvKey.grantDecrypt(lambdaFunction); + + // granting Lambda permissions to write to dynamodb table + ddbTable.grantWriteData(lambdaFunction); + + // setting up the SQS as a trigger for Lambda + lambdaFunction.addEventSource( + new lambda_event_source.SqsEventSource(sqsQueue, { + batchSize: 1, + }) + ); + + // CloudWatch DLQ alarm + const alarm = new cloudwatch.Alarm(this, `${table.name}-Alarm`, { + comparisonOperator: cloudwatch.ComparisonOperator.GREATER_THAN_OR_EQUAL_TO_THRESHOLD, + threshold: table.alarmThreshold, + evaluationPeriods: table.alarmEvaluationPeriods, + metric: dlq.metricApproximateNumberOfMessagesVisible(), + }); + + // print the SQS Queue URL for use with testing script + new CfnOutput(this, `${table.name}-Queue-URL`, { value: sqsQueue.queueUrl }); + }); + } +} diff --git a/sqs-lambda-ddb-cdk-ts/package.json b/sqs-lambda-ddb-cdk-ts/package.json new file mode 100644 index 000000000..6562b87e7 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/package.json @@ -0,0 +1,32 @@ +{ + "name": "sqs-lambda-dynamo", + "version": "0.1.0", + "bin": { + "sqs-lambda-dynamo": "bin/sqs-lambda-dynamo.js" + }, + "scripts": { + "build": "tsc", + "watch": "tsc -w", + "test": "jest", + "cdk": "cdk" + }, + "devDependencies": { + "@types/aws-lambda": "^8.10.130", + "@types/jest": "^29.5.8", + "@types/node": "20.9.0", + "aws-cdk": "2.115.0", + "jest": "^29.7.0", + "ts-jest": "^29.1.1", + "ts-node": "^10.9.1", + "typescript": "~5.2.2" + }, + "dependencies": { + "@aws-sdk/client-dynamodb": "^3.473.0", + "@aws-sdk/client-lambda": "^3.473.0", + "@aws-sdk/client-sqs": "^3.473.0", + "aws-cdk-lib": "2.111.0", + "aws-sdk": "^2.1518.0", + "constructs": "^10.0.0", + "source-map-support": "^0.5.21" + } +} diff --git a/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js b/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js new file mode 100644 index 000000000..487735988 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js @@ -0,0 +1,64 @@ +const AWS = require('aws-sdk'); +const { v4: uuidv4 } = require('uuid'); + +AWS.config.update({ region: 'YOUR_REGION' }); // Replace 'YOUR_REGION' with your AWS region + +const sqs = new AWS.SQS({ apiVersion: '2012-11-05' }); + +// Replace 'YOUR_SQS_QUEUE_URL' with your SQS queue URL +// You can obtain this from the CloudFormation outputs of the stack +const SQS_QUEUE_URL = 'YOUR_SQS_QUEUE_URL' + +const generateRandomData = (size) => { + // Generate dummy data to fill ~1KB + const randomData = Array(size).fill('#').join(''); + return randomData; +}; + +const pushBatchToSQS = async (n) => { + const batch = []; + for (let i = 0; i < n; i++) { + // Generate a unique ID for each message and create a dummy payload with the ID and random data. + // The ID is used to track the message in DynamoDB and the dummy data is used to fill the payload. + const uuid = uuidv4(); + const body = { + id: uuid, + payload: generateRandomData(1000 - uuid.length) + } + + // Create an SQS message object with the ID and dummy payload. + batch.push({ + Id: uuid, + MessageBody: JSON.stringify(body) + }) + }; + + // Create an SQS batch request object with the batch of messages. + const params = { + Entries: batch, + QueueUrl: SQS_QUEUE_URL, + }; + + // Try sending batch to SQS, catch any errors and log them to the console. + try { + await sqs.sendMessageBatch(params).promise(); + console.log(`Batch of ${n} items pushed to SQS at ${new Date().toISOString()}`); + } catch (error) { + console.error('Error pushing batch to SQS:', error); + } +}; + +const n = process.argv[2]; // Number of items to push, passed as a command-line argument + +const t = process.argv[3]; // Time interval between each item batch, in milliseconds, passed as a command-line argument + +// Check if n and t are valid numbers, and if so, start the interval loop. +if (!n || isNaN(n)) { + console.error('Please provide a valid number for the batch size.'); +} else if (!t || isNaN(t)) { + console.error('Please provide a valid number for the time interval between batches.'); +} else { + setInterval(() => { + pushBatchToSQS(parseInt(n, 10)); + }, t); +} \ No newline at end of file diff --git a/sqs-lambda-ddb-cdk-ts/tsconfig.json b/sqs-lambda-ddb-cdk-ts/tsconfig.json new file mode 100644 index 000000000..aaa7dc510 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/tsconfig.json @@ -0,0 +1,31 @@ +{ + "compilerOptions": { + "target": "ES2020", + "module": "commonjs", + "lib": [ + "es2020", + "dom" + ], + "declaration": true, + "strict": true, + "noImplicitAny": true, + "strictNullChecks": true, + "noImplicitThis": true, + "alwaysStrict": true, + "noUnusedLocals": false, + "noUnusedParameters": false, + "noImplicitReturns": true, + "noFallthroughCasesInSwitch": false, + "inlineSourceMap": true, + "inlineSources": true, + "experimentalDecorators": true, + "strictPropertyInitialization": false, + "typeRoots": [ + "./node_modules/@types" + ] + }, + "exclude": [ + "node_modules", + "cdk.out" + ] +} From f98866a74e91ad4a2e0792f864702067fa88fbab Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Wed, 17 Jan 2024 13:24:28 -0500 Subject: [PATCH 06/10] remove outdated pattern folder --- .../.gitignore | 7 - .../.npmignore | 6 - .../README.md | 135 ------------------ .../bin/sqs-lambda-dynamo.ts | 21 --- .../cdk.json | 64 --------- .../example-pattern.json | 56 -------- .../images/architecture_diagram.png | Bin 95317 -> 0 bytes .../images/write_throttling_metrics.png | Bin 229550 -> 0 bytes .../jest.config.js | 8 -- .../lib/config/tables.config.ts | 37 ----- .../lib/lambda/index.js | 46 ------ .../lib/sqs-lambda-dynamo-stack.ts | 116 --------------- .../package.json | 32 ----- .../test-scripts/push-sqs-messages.js | 64 --------- .../tsconfig.json | 31 ---- 15 files changed, 623 deletions(-) delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/architecture_diagram.png delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/write_throttling_metrics.png delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/jest.config.js delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js delete mode 100644 sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore deleted file mode 100644 index 3181be231..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.gitignore +++ /dev/null @@ -1,7 +0,0 @@ -!jest.config.js -*.d.ts -node_modules - -# CDK asset staging directory -.cdk.staging -cdk.out diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore deleted file mode 100644 index c1d6d45dc..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/.npmignore +++ /dev/null @@ -1,6 +0,0 @@ -*.ts -!*.d.ts - -# CDK asset staging directory -.cdk.staging -cdk.out diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md deleted file mode 100644 index c7c1519ba..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/README.md +++ /dev/null @@ -1,135 +0,0 @@ -# Offloading DynamoDB Writes with SQS, Lambda, CloudWatch, and CDK - -The purpose of this pattern is to address write throttling issues of Provisioned Capacity DynamoDB Tables by offloading the requests to SQS to handle writes asynchronously. This pattern is deployed through an AWS Cloud Development Kit (CDK) app which provisions DynamoDB tables, SQS queues and DLQs, Lambda functions, and Cloudwatch alarms. Test scripts have been provided for testing. - -Learn more about this pattern at Serverless Land Patterns: [INSERT SERVERLESS LAND LINK HERE] - -## Architecture Diagram - -![architecture_diagram](./images/architecture_diagram.png) - -## How it works - -A new Amazon SQS queue will be created and configured to invoke an AWS Lambda function that will write the received messages into an Amazon DynamoDB table. The SQS queue redrive policy will be configured to send undeliverable messages to an Amazon SQS Dead-Letter Queue. Undeliverable messages are the ones that couldn't be written to the DynamoDB table with a maximum of `maxReceiveCount` number of attempts. - -Lambda function will stop writing messages into the DynamoDB table as soon as it catches an exception and will report the remaining messages to Amazon SQS service as failed. - -Amazon DynamoDB table will have a minimal `ProvisionedThroughput` configuration for demo purposes, so that the users can observe message write retries when testing this stack. Real production throughput must be configured in accordance with the actual business requirements and message sizes. - -## Considerations - -* For simplicity and demo purposes, the DynamoDB Table deployed in this stack does not have Point-In-Time Recovery enabled. This pattern serves as a customizable template for a solution. It is recommended enable this feature as in a production environment. -* For simplicity, this project uses a [config](./lib/config/tables.config.ts) file to configure the scaling limits of DynamoDB and Lambda. Customers may wish to automate this process to run in a closed loop based off desired WCUs. -* This pattern doesn't guarantee message ordering when writing information to the DynamoDB table -* 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. - -## Prerequisites - -* [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. This account needs to be bootstrapped to use AWS Cloud Development Kit. -* [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) -* [Node and NPM installed](https://docs.npmjs.com/downloading-and-installing-node-js-and-npm/) -* [AWS Cloud Development Kit](https://docs.aws.amazon.com/cdk/v2/guide/getting_started.html) (AWS CDK) installed and bootstrapped - -## Deployment Instructions - -1. Create a new directory on your machine, navigate to that directory and clone this repository: - -``` -git clone git@ssh.gitlab.aws.dev:stnndr/sqs-lambda-dynamo.git -``` - -2. Navigate to the directory of this repository: - -``` -cd sqs-lambda-ddb-cloudwatch-cdk -``` - -3. Install Node Packages: - -``` -npm install -``` - -4. From the command line, use AWS CDK to synthesize an AWS CloudFormation Template: - -``` -cdk synth -``` - -5. From the command line, use AWS CDK to deploy the AWS resources: - -``` -cdk deploy -``` - -## Testing - -Use the provided test script to send messages to the SQS queue. We will simulate a scenario where N messages are sent to the queue per second. - -1. Navigate to the test-scripts directory and open up the file named push-sqs-messages.js - -``` -cd test-scripts -``` - -2. In the script, replace 'YOUR_REGION' and 'YOUR_SQS_QUEUE_URL' with your desired AWS Region and SQS Queue URL respectively - -3. Using the command line, run the script and specify an integer for N (5 is a sufficient number for this demo) and for T(1 is sufficient for this demo). Keep this script running in the background until later in step 10. You should begin to see continuous messages in your terminal saying "Batch of N items pushed to SQS at ...". - -``` -node push-sqs-messages.js N T -``` - -4. At this point, the Lambda function will start inserting items into the DynamoDB table. After a couple of minutes, you should notice the DLQ filling up with messages since DynamoDB will start throttling the requests. - -5. Using Cloudwatch Log Insights, run a query on the Lambda function's Log Group to ensure that the requests are being throttled. Feel free to use the new Query Generator feature or simply run the following query: - -``` -filter @message like /ProvisionedThroughputExceededException/ -``` - - - -6. Once you have confirmed that DynamoDB is throttling write requests, go back to the [config](./lib/config/tables.config.ts) file in repo and lower the `lambdaReservedConcurrency` property to a value less than or equal to the current writeCapacity value of the table (1 is a sufficient value for this demo). Increase the `retryAttempts` property value to a high value (20 should be sufficient for this demo) to give Lambda time to keep up with any subsequent throttling events. -\ -\ -**IMPORTANT:** Write down the approximate timestamp of when you make this change. It will come in handy when reading CloudWatch Logs. -\ -\ -**NOTE:** For this demo, it's more convenient to make this change through the Lambda Console as making changes to the config file requires you to run cdk deploy again. Do this by navigating to the function -> Configuration Tab -> Concurrency Tab. In a proper testing or production environment, it's recommended to leverage Infrastructure as Code rather than making changes via the AWS Console. - -7. After some time, you should notice the rate at which messages come into the DLQ start to decrease. Navigate back to CloudWatch Log Insights and run the same query from step 5. You can adjust the time window as needed. -\ -\ -Look through the logs and you should notice that there are none or fewer ProvisionedThroughputExceededException errors after the timestamp you noted in the previous step. - -8. For a visual representation, you can also look at CloudWatch metrics for **Write throttled requests(count)** in the monitoring tab of the DynamoDB Console. You should see a spike of write throttled requests and then it should decrease around the time you made the config change. It should look similar to the picture below. -\ -\ -![alt text](./images/write_throttling_metrics.png) - -\ -\ -**NOTE:** If there are no data points loading on the graph, wait a couple of minutes as CloudWatch takes some time to aggregate metrics. - -9. At this point, the CloudWatch Alarm should be in alarm state. Navigate to CloudWatch to confirm. For demo purposes, there are no automated actions that take place whenever the alarm goes off. It is recommended to specify alarm actions in a proper testing & production environment. - -10. Terminate the script - -11. Congrats! You have successfully deployed and tested this serverless pattern. If you wish, feel free to play around with different configurations for the AWS services as well as the payload size of the messages. If not, move onto the Cleanup section to clear your resources and stop incurring costs. -## Cleanup - -1. To delete the stack, run the following command: - -``` -cdk destroy -``` - - - - ----- -Copyright 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved. - -SPDX-License-Identifier: MIT-0 \ No newline at end of file diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts deleted file mode 100644 index 441344bbb..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/bin/sqs-lambda-dynamo.ts +++ /dev/null @@ -1,21 +0,0 @@ -#!/usr/bin/env node -import 'source-map-support/register'; -import * as cdk from 'aws-cdk-lib'; -import { SqsLambdaDynamoStack } from '../lib/sqs-lambda-dynamo-stack'; - -const app = new cdk.App(); -new SqsLambdaDynamoStack(app, 'SqsLambdaDynamoStack', { - /* If you don't specify 'env', this stack will be environment-agnostic. - * Account/Region-dependent features and context lookups will not work, - * but a single synthesized template can be deployed anywhere. */ - - /* Uncomment the next line to specialize this stack for the AWS Account - * and Region that are implied by the current CLI configuration. */ - // env: { account: process.env.CDK_DEFAULT_ACCOUNT, region: process.env.CDK_DEFAULT_REGION }, - - /* Uncomment the next line if you know exactly what Account and Region you - * want to deploy the stack to. */ - // env: { account: '123456789012', region: 'us-east-1' }, - - /* For more information, see https://docs.aws.amazon.com/cdk/latest/guide/environments.html */ -}); \ No newline at end of file diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json deleted file mode 100644 index bb384c132..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/cdk.json +++ /dev/null @@ -1,64 +0,0 @@ -{ - "app": "npx ts-node --prefer-ts-exts bin/sqs-lambda-dynamo.ts", - "watch": { - "include": [ - "**" - ], - "exclude": [ - "README.md", - "cdk*.json", - "**/*.d.ts", - "**/*.js", - "tsconfig.json", - "package*.json", - "yarn.lock", - "node_modules", - "test" - ] - }, - "context": { - "@aws-cdk/aws-lambda:recognizeLayerVersion": true, - "@aws-cdk/core:checkSecretUsage": true, - "@aws-cdk/core:target-partitions": [ - "aws", - "aws-cn" - ], - "@aws-cdk-containers/ecs-service-extensions:enableDefaultLogDriver": true, - "@aws-cdk/aws-ec2:uniqueImdsv2TemplateName": true, - "@aws-cdk/aws-ecs:arnFormatIncludesClusterName": true, - "@aws-cdk/aws-iam:minimizePolicies": true, - "@aws-cdk/core:validateSnapshotRemovalPolicy": true, - "@aws-cdk/aws-codepipeline:crossAccountKeyAliasStackSafeResourceName": true, - "@aws-cdk/aws-s3:createDefaultLoggingPolicy": true, - "@aws-cdk/aws-sns-subscriptions:restrictSqsDescryption": true, - "@aws-cdk/aws-apigateway:disableCloudWatchRole": true, - "@aws-cdk/core:enablePartitionLiterals": true, - "@aws-cdk/aws-events:eventsTargetQueueSameAccount": true, - "@aws-cdk/aws-iam:standardizedServicePrincipals": true, - "@aws-cdk/aws-ecs:disableExplicitDeploymentControllerForCircuitBreaker": true, - "@aws-cdk/aws-iam:importedRoleStackSafeDefaultPolicyName": true, - "@aws-cdk/aws-s3:serverAccessLogsUseBucketPolicy": true, - "@aws-cdk/aws-route53-patters:useCertificate": true, - "@aws-cdk/customresources:installLatestAwsSdkDefault": false, - "@aws-cdk/aws-rds:databaseProxyUniqueResourceName": true, - "@aws-cdk/aws-codedeploy:removeAlarmsFromDeploymentGroup": true, - "@aws-cdk/aws-apigateway:authorizerChangeDeploymentLogicalId": true, - "@aws-cdk/aws-ec2:launchTemplateDefaultUserData": true, - "@aws-cdk/aws-secretsmanager:useAttachedSecretResourcePolicyForSecretTargetAttachments": true, - "@aws-cdk/aws-redshift:columnId": true, - "@aws-cdk/aws-stepfunctions-tasks:enableEmrServicePolicyV2": true, - "@aws-cdk/aws-ec2:restrictDefaultSecurityGroup": true, - "@aws-cdk/aws-apigateway:requestValidatorUniqueId": true, - "@aws-cdk/aws-kms:aliasNameRef": true, - "@aws-cdk/aws-autoscaling:generateLaunchTemplateInsteadOfLaunchConfig": true, - "@aws-cdk/core:includePrefixInUniqueNameGeneration": true, - "@aws-cdk/aws-efs:denyAnonymousAccess": true, - "@aws-cdk/aws-opensearchservice:enableOpensearchMultiAzWithStandby": true, - "@aws-cdk/aws-lambda-nodejs:useLatestRuntimeVersion": true, - "@aws-cdk/aws-efs:mountTargetOrderInsensitiveLogicalId": true, - "@aws-cdk/aws-rds:auroraClusterChangeScopeOfInstanceParameterGroupWithEachParameters": true, - "@aws-cdk/aws-appsync:useArnForSourceApiAssociationIdentifier": true, - "@aws-cdk/aws-rds:preventRenderingDeprecatedCredentials": true, - "@aws-cdk/aws-codepipeline-actions:useNewDefaultBranchForCodeCommitSource": true - } -} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json deleted file mode 100644 index 7003900b4..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/example-pattern.json +++ /dev/null @@ -1,56 +0,0 @@ -{ - "title": "Amazon SQS to AWS Lambda to Amazon DynamoDB with CloudWatch Alarms", - "description": "Preventing Amazon DynamoDB write throttling with an Amazon SQS queue-based buffer using CDK and monitoring with CloudWatch alarms.", - "language": "TypeScript", - "level": "200", - "framework": "CDK", - "introBox": { - "headline": "How it works", - "text": [ - "This code demonstrates how an Amazon SQS queue can be used to buffer records for an Amazon DynamoDB table and mitigate the risk for a client of being throttled.", - "The CDK code deploys Ingress and Dead-Letter SQS queues, AWS Lambda functions, destination DynamoDB tables and CloudWatch alarms.", - "AWS Lambda function uses NodeJS 18 runtime." - ] - }, - "gitHub": { - "template": { - "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sqs-lambda-dynamodb-cloudwatch-cdk-ts", - "templateURL": "serverless-patterns/sqs-lambda-dynamodb-cloudwatch-cdk-ts", - "projectFolder": "sqs-lambda-dynamodb-cloudwatch-cdk-ts", - "templateFile": "lib/sqs-lambda-dynamo-stack.ts" - } - }, - "resources": { - "bullets": [ - { - "text": "Troubleshooting throttling issues in Amazon DynamoDB", - "link": "https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/TroubleshootingThrottling.html" - }, - { - "text": "Configuring reserved concurrency", - "link": "https://docs.aws.amazon.com/lambda/latest/dg/configuration-concurrency.html" - } - ] - }, - "deploy": { - "text": ["cdk deploy"] - }, - "testing": { - "text": ["See the GitHub repo for detailed testing instructions."] - }, - "cleanup": { - "text": ["Delete the stack: cdk destroy."] - }, - "authors": [ - { - "name": "Andrei Stan", - "bio": "Cloud Application Developer, AWS.", - "linkedin": "astan54321" - }, - { - "name": "Willes Mendoza", - "bio": "Cloud Application Developer, AWS.", - "linkedin": "willesfmendoza" - } - ] -} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/architecture_diagram.png b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/images/architecture_diagram.png deleted file mode 100644 index b6ce98f6d9c446e2927faebcf64db7381cf51789..0000000000000000000000000000000000000000 GIT binary patch literal 0 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['**/*.test.ts'], - transform: { - '^.+\\.tsx?$': 'ts-jest' - } -}; diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts deleted file mode 100644 index b36b77325..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/config/tables.config.ts +++ /dev/null @@ -1,37 +0,0 @@ -/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. - * SPDX-License-Identifier: MIT-0 - */ - -import { TableConfig } from "../sqs-lambda-dynamo-stack"; - -// This file can be edited to add needed tables and their individual limits. -export const TABLE_CONFIG: TableConfig[] = [ - { - name: "SampleTable1", - writeCapacity: 1, // DynamoDB table WCU allocation. - lambdaReservedConcurrency: 1, // Maximum concurrency of the AWS Lambda Function. - retryAttempts: 1, // Gives lambda time to retry before sending message to DLQ. - lambdaRetryAttempts: 0, // Maximum number of times to retry when the function returns an error. - alarmThreshold: 1, // Value against which the DLQ alarm will trigger . - alarmEvaluationPeriods: 1, // Number of periods over which data is compared to the DLQ threshold. - }, - // { - // name: "SampleTable2", - // writeCapacity: 1, - // lambdaReservedConcurrency: 1, - // retryAttempts: 20, - // lambdaRetryAttempts: 0, - // alarmThreshold: 1, - // alarmEvaluationPeriods: 1, - // }, - // { - // name: "SampleTable3", - // writeCapacity: 1, - // lambdaReservedConcurrency: 1, - // retryAttempts: 1, - // lambdaRetryAttempts: 0, - // alarmThreshold: 1, - // alarmEvaluationPeriods: 1, - // }, -] - diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js deleted file mode 100644 index f283347e6..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/lambda/index.js +++ /dev/null @@ -1,46 +0,0 @@ -/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. - * SPDX-License-Identifier: MIT-0 - */ - -const { DynamoDBClient, PutItemCommand } = require("@aws-sdk/client-dynamodb"); -const { SQSClient } = require("@aws-sdk/client-sqs"); -const { marshall } = require("@aws-sdk/util-dynamodb"); - -// Get destination DynamoDB table name from the environment variables -const tableName = process.env.DESTINATION_TABLE_NAME; - -// Create DynamoDB client outside of handler to optimize performance -const ddb = new DynamoDBClient({ - maxAttempts: 0, // disable DynamoDB automated retries (so Lambda fails fast and relies on SQS retry capabilities) -}); - -// AWS Lambda handler function -exports.handler = async function (event, context) { - console.log(event); - - // For each message in event - for (const record of event.Records) { - try { - // get the message body (i.e. the record to add to DynamoDB) - const item = JSON.parse(record.body); - - // try saving the item to destination DynamoDB table - await ddb.send( - new PutItemCommand( - { - TableName: `${tableName}`, - Item: marshall(item), - } - ) - ); - } catch (error) { // reoport any error that may come up - console.error("FAILED TO HANDLE RECORD: ", error, record); - throw error; // throw to tell to SQS that something went wrong with the record - } - } - - // exit with 200 - return { - statusCode: 200, - }; -}; diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts deleted file mode 100644 index 1ed12e02d..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/lib/sqs-lambda-dynamo-stack.ts +++ /dev/null @@ -1,116 +0,0 @@ -/*! Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. - * SPDX-License-Identifier: MIT-0 - */ - -import * as cdk from "aws-cdk-lib"; -import * as cloudwatch from 'aws-cdk-lib/aws-cloudwatch'; -import * as dynamodb from "aws-cdk-lib/aws-dynamodb"; -import * as kms from "aws-cdk-lib/aws-kms"; -import * as lambda from "aws-cdk-lib/aws-lambda"; -import * as lambda_event_source from "aws-cdk-lib/aws-lambda-event-sources"; -import * as sqs from "aws-cdk-lib/aws-sqs"; -import { Construct } from "constructs"; -import { TABLE_CONFIG } from "./config/tables.config"; -import { CfnOutput } from "aws-cdk-lib"; - -export interface TableConfig { - readonly name: string, - readonly writeCapacity: number, - readonly lambdaReservedConcurrency: number, - readonly retryAttempts: number, - readonly lambdaRetryAttempts: number, - readonly alarmThreshold: number, - readonly alarmEvaluationPeriods: number, -} - -export class SqsLambdaDynamoStack extends cdk.Stack { - constructor(scope: Construct, id: string, props?: cdk.StackProps) { - super(scope, id, props); - - // constants used for table/lambda creation - const TABLE_PROPS = TABLE_CONFIG; - - // for each desired table - TABLE_PROPS.map((table) => { - // create dynamodb table - const ddbTable = new dynamodb.Table(this, table.name, { - partitionKey: { - name: "id", - type: dynamodb.AttributeType.STRING, - }, - encryption: dynamodb.TableEncryption.AWS_MANAGED, - writeCapacity: table.writeCapacity, - removalPolicy: cdk.RemovalPolicy.DESTROY // destroy table on stack delete - }); - - // create DLQ - const dlq = new sqs.Queue( - this, - `${table.name}-DLQ`, - { - encryption: sqs.QueueEncryption.SQS_MANAGED - } - ) - - // create SQS queue - const sqsQueue = new sqs.Queue( - this, - `${table.name}-Queue`, - { - deadLetterQueue: { - maxReceiveCount: table.retryAttempts, - queue: dlq, - }, - encryption: sqs.QueueEncryption.SQS_MANAGED, - } - ); - - - // create Lambda environment variable encryption key - const lambdaEnvKey = new kms.Key(this, `${table.name}-LambdaEnvKey`, { - removalPolicy: cdk.RemovalPolicy.DESTROY, - }); - - // create Lambda function - const lambdaFunction = new lambda.Function( - this, - `${table.name}-Lambda`, - { - runtime: lambda.Runtime.NODEJS_18_X, - code: lambda.Code.fromAsset("lib/lambda"), - handler: "index.handler", - reservedConcurrentExecutions: table.lambdaReservedConcurrency, - environment: { - DESTINATION_TABLE_NAME: ddbTable.tableName, // need the actual generated name of the table - }, - environmentEncryption: lambdaEnvKey, - retryAttempts: table.lambdaRetryAttempts, - } - ); - - // grant Lambda access to decrypt using kms key - lambdaEnvKey.grantDecrypt(lambdaFunction); - - // granting Lambda permissions to write to dynamodb table - ddbTable.grantWriteData(lambdaFunction); - - // setting up the SQS as a trigger for Lambda - lambdaFunction.addEventSource( - new lambda_event_source.SqsEventSource(sqsQueue, { - batchSize: 1, - }) - ); - - // CloudWatch DLQ alarm - const alarm = new cloudwatch.Alarm(this, `${table.name}-Alarm`, { - comparisonOperator: cloudwatch.ComparisonOperator.GREATER_THAN_OR_EQUAL_TO_THRESHOLD, - threshold: table.alarmThreshold, - evaluationPeriods: table.alarmEvaluationPeriods, - metric: dlq.metricApproximateNumberOfMessagesVisible(), - }); - - // print the SQS Queue URL for use with testing script - new CfnOutput(this, `${table.name}-Queue-URL`, { value: sqsQueue.queueUrl }); - }); - } -} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json deleted file mode 100644 index 6562b87e7..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/package.json +++ /dev/null @@ -1,32 +0,0 @@ -{ - "name": "sqs-lambda-dynamo", - "version": "0.1.0", - "bin": { - "sqs-lambda-dynamo": "bin/sqs-lambda-dynamo.js" - }, - "scripts": { - "build": "tsc", - "watch": "tsc -w", - "test": "jest", - "cdk": "cdk" - }, - "devDependencies": { - "@types/aws-lambda": "^8.10.130", - "@types/jest": "^29.5.8", - "@types/node": "20.9.0", - "aws-cdk": "2.115.0", - "jest": "^29.7.0", - "ts-jest": "^29.1.1", - "ts-node": "^10.9.1", - "typescript": "~5.2.2" - }, - "dependencies": { - "@aws-sdk/client-dynamodb": "^3.473.0", - "@aws-sdk/client-lambda": "^3.473.0", - "@aws-sdk/client-sqs": "^3.473.0", - "aws-cdk-lib": "2.111.0", - "aws-sdk": "^2.1518.0", - "constructs": "^10.0.0", - "source-map-support": "^0.5.21" - } -} diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js deleted file mode 100644 index 487735988..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/test-scripts/push-sqs-messages.js +++ /dev/null @@ -1,64 +0,0 @@ -const AWS = require('aws-sdk'); -const { v4: uuidv4 } = require('uuid'); - -AWS.config.update({ region: 'YOUR_REGION' }); // Replace 'YOUR_REGION' with your AWS region - -const sqs = new AWS.SQS({ apiVersion: '2012-11-05' }); - -// Replace 'YOUR_SQS_QUEUE_URL' with your SQS queue URL -// You can obtain this from the CloudFormation outputs of the stack -const SQS_QUEUE_URL = 'YOUR_SQS_QUEUE_URL' - -const generateRandomData = (size) => { - // Generate dummy data to fill ~1KB - const randomData = Array(size).fill('#').join(''); - return randomData; -}; - -const pushBatchToSQS = async (n) => { - const batch = []; - for (let i = 0; i < n; i++) { - // Generate a unique ID for each message and create a dummy payload with the ID and random data. - // The ID is used to track the message in DynamoDB and the dummy data is used to fill the payload. - const uuid = uuidv4(); - const body = { - id: uuid, - payload: generateRandomData(1000 - uuid.length) - } - - // Create an SQS message object with the ID and dummy payload. - batch.push({ - Id: uuid, - MessageBody: JSON.stringify(body) - }) - }; - - // Create an SQS batch request object with the batch of messages. - const params = { - Entries: batch, - QueueUrl: SQS_QUEUE_URL, - }; - - // Try sending batch to SQS, catch any errors and log them to the console. - try { - await sqs.sendMessageBatch(params).promise(); - console.log(`Batch of ${n} items pushed to SQS at ${new Date().toISOString()}`); - } catch (error) { - console.error('Error pushing batch to SQS:', error); - } -}; - -const n = process.argv[2]; // Number of items to push, passed as a command-line argument - -const t = process.argv[3]; // Time interval between each item batch, in milliseconds, passed as a command-line argument - -// Check if n and t are valid numbers, and if so, start the interval loop. -if (!n || isNaN(n)) { - console.error('Please provide a valid number for the batch size.'); -} else if (!t || isNaN(t)) { - console.error('Please provide a valid number for the time interval between batches.'); -} else { - setInterval(() => { - pushBatchToSQS(parseInt(n, 10)); - }, t); -} \ No newline at end of file diff --git a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json b/sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json deleted file mode 100644 index aaa7dc510..000000000 --- a/sqs-lambda-dynamodb-cloudwatch-cdk-ts/tsconfig.json +++ /dev/null @@ -1,31 +0,0 @@ -{ - "compilerOptions": { - "target": "ES2020", - "module": "commonjs", - "lib": [ - "es2020", - "dom" - ], - "declaration": true, - "strict": true, - "noImplicitAny": true, - "strictNullChecks": true, - "noImplicitThis": true, - "alwaysStrict": true, - "noUnusedLocals": false, - "noUnusedParameters": false, - "noImplicitReturns": true, - "noFallthroughCasesInSwitch": false, - "inlineSourceMap": true, - "inlineSources": true, - "experimentalDecorators": true, - "strictPropertyInitialization": false, - "typeRoots": [ - "./node_modules/@types" - ] - }, - "exclude": [ - "node_modules", - "cdk.out" - ] -} From 036ef0e5daaf174417baf411abf869a4e0e8389f Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Tue, 30 Jan 2024 17:07:10 -0500 Subject: [PATCH 07/10] edit documentation --- sqs-lambda-ddb-cdk-ts/README.md | 22 +++++++++++++--------- sqs-lambda-ddb-cdk-ts/example-pattern.json | 4 ++-- 2 files changed, 15 insertions(+), 11 deletions(-) diff --git a/sqs-lambda-ddb-cdk-ts/README.md b/sqs-lambda-ddb-cdk-ts/README.md index 01cd9093b..15d55892a 100644 --- a/sqs-lambda-ddb-cdk-ts/README.md +++ b/sqs-lambda-ddb-cdk-ts/README.md @@ -2,7 +2,7 @@ The purpose of this pattern is to address write throttling issues of Provisioned Capacity DynamoDB Tables by offloading the requests to SQS to handle writes asynchronously. This pattern is deployed through an AWS Cloud Development Kit (CDK) app which provisions DynamoDB tables, SQS queues and DLQs, and Lambda functions. Test scripts have been provided for testing. -Learn more about this pattern at Serverless Land Patterns: [INSERT SERVERLESS LAND LINK HERE] +Learn more about this pattern at Serverless Land Patterns: [https://serverlessland.com/patterns/sqs-lambda-ddb-cdk-ts](https://serverlessland.com/patterns/sqs-lambda-ddb-cdk-ts) ## Architecture Diagram @@ -12,14 +12,14 @@ Learn more about this pattern at Serverless Land Patterns: [INSERT SERVERLESS LA A new Amazon SQS queue will be created and configured to invoke an AWS Lambda function that will write the received messages into an Amazon DynamoDB table. The SQS queue redrive policy will be configured to send undeliverable messages to an Amazon SQS Dead-Letter Queue. Undeliverable messages are the ones that couldn't be written to the DynamoDB table with a maximum of `maxReceiveCount` number of attempts. -Lambda function will stop writing messages into the DynamoDB table as soon as it catches an exception and will report the remaining messages to Amazon SQS service as failed. +The Lambda function will stop writing messages into the DynamoDB table as soon as it catches an exception and will report the remaining messages to Amazon SQS service as failed. -Amazon DynamoDB table will have a minimal `ProvisionedThroughput` configuration for demo purposes, so that the users can observe message write retries when testing this stack. Real production throughput must be configured in accordance with the actual business requirements and message sizes. +The Amazon DynamoDB table will have a minimal `ProvisionedThroughput` configuration for demo purposes, so that the users can observe message retries on message writes when testing this stack. Real production throughput must be configured in accordance with the actual business requirements and message sizes. ## Considerations -* For simplicity and demo purposes, the DynamoDB Table deployed in this stack does not have Point-In-Time Recovery enabled. This pattern serves as a customizable template for a solution. It is recommended enable this feature as in a production environment. -* For simplicity, this project uses a [config](./lib/config/tables.config.ts) file to configure the scaling limits of DynamoDB and Lambda. Customers may wish to automate this process to run in a closed loop based off desired WCUs. +* For simplicity and demo purposes, the DynamoDB Table deployed in this stack does not have Point-In-Time Recovery enabled. This pattern serves as a customizable template for a solution. It is recommended to enable this feature as in a production environment. +* For simplicity, this project uses a [config](./lib/config/tables.config.ts) file to configure the scaling limits of DynamoDB and Lambda. Customers may wish to automate this process to run in a closed loop based off desired Write Capacity Units (WCUs). * This pattern doesn't guarantee message ordering when writing information to the DynamoDB table * 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. @@ -35,6 +35,10 @@ Amazon DynamoDB table will have a minimal `ProvisionedThroughput` configuration 1. Create a new directory on your machine, navigate to that directory and clone this repository. +``` +git clone https://github.com/aws-samples/serverless-patterns +``` + 2. Navigate to the directory of this repository: ``` @@ -71,7 +75,7 @@ cd test-scripts 2. In the script, replace 'YOUR_REGION' and 'YOUR_SQS_QUEUE_URL' with your desired AWS Region and SQS Queue URL respectively -3. Using the command line, run the script and specify an integer for N (5 is a sufficient number for this demo) and for T(1 is sufficient for this demo). Keep this script running in the background until later in step 10. You should begin to see continuous messages in your terminal saying "Batch of N items pushed to SQS at ...". +3. Using the command line, run the script and specify an integer for N (the number of requests per time interval - 5 is a sufficient number for this demo) and for T(the frequency in seconds with which to send the N events - 1 is sufficient for this demo). Keep this script running in the background until later in step 10. You should begin to see continuous messages in your terminal saying "Batch of N items pushed to SQS at ...". ``` node push-sqs-messages.js N T @@ -87,7 +91,7 @@ filter @message like /ProvisionedThroughputExceededException/ -6. Once you have confirmed that DynamoDB is throttling write requests, go back to the [config](./lib/config/tables.config.ts) file in repo and lower the `lambdaReservedConcurrency` property to a value less than or equal to the current writeCapacity value of the table (1 is a sufficient value for this demo). Increase the `retryAttempts` property value to a high value (20 should be sufficient for this demo) to give Lambda time to keep up with any subsequent throttling events. +6. Once you have confirmed that DynamoDB is throttling write requests, go back to the [config](./lib/config/tables.config.ts) file in repo and lower the `lambdaReservedConcurrency` property to a value less than or equal to the current writeCapacity value of the table (1 is a sufficient value for this demo). If the writeCapacity of the table is already at 1, the lowest `lambdaReservedConcurency` value possible is 1. Increase the `retryAttempts` property value to a high value (20 should be sufficient for this demo) to give Lambda time to keep up with any subsequent throttling events. \ \ **IMPORTANT:** Write down the approximate timestamp of when you make this change. It will come in handy when reading CloudWatch Logs. @@ -109,7 +113,7 @@ Look through the logs and you should notice that there are none or fewer Provisi \ **NOTE:** If there are no data points loading on the graph, wait a couple of minutes as CloudWatch takes some time to aggregate metrics. -9. Terminate the script +9. Terminate the script! - It will otherwise continue to incur request cost until stopped. 10. Congrats! You have successfully deployed and tested this serverless pattern. If you wish, feel free to play around with different configurations for the AWS services as well as the payload size of the messages. If not, move onto the Cleanup section to clear your resources and stop incurring costs. ## Cleanup @@ -124,6 +128,6 @@ cdk destroy ---- -Copyright 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved. +Copyright 2024 Amazon.com, Inc. or its affiliates. All Rights Reserved. SPDX-License-Identifier: MIT-0 \ No newline at end of file diff --git a/sqs-lambda-ddb-cdk-ts/example-pattern.json b/sqs-lambda-ddb-cdk-ts/example-pattern.json index 7003900b4..1cff4b558 100644 --- a/sqs-lambda-ddb-cdk-ts/example-pattern.json +++ b/sqs-lambda-ddb-cdk-ts/example-pattern.json @@ -33,13 +33,13 @@ ] }, "deploy": { - "text": ["cdk deploy"] + "text": ["cdk deploy"] }, "testing": { "text": ["See the GitHub repo for detailed testing instructions."] }, "cleanup": { - "text": ["Delete the stack: cdk destroy."] + "text": ["cdk destroy"] }, "authors": [ { From a203f856780f255854d05065571211845eca7528 Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Tue, 30 Jan 2024 17:07:10 -0500 Subject: [PATCH 08/10] change lambda reserved concurrency to sqs max concurrency --- sqs-lambda-ddb-cdk-ts/README.md | 4 ++-- .../lib/config/tables.config.ts | 16 +++++----------- sqs-lambda-ddb-cdk-ts/lib/lambda/index.js | 1 - .../lib/sqs-lambda-dynamo-stack.ts | 14 ++------------ .../test-scripts/push-sqs-messages.js | 4 ++-- 5 files changed, 11 insertions(+), 28 deletions(-) diff --git a/sqs-lambda-ddb-cdk-ts/README.md b/sqs-lambda-ddb-cdk-ts/README.md index 15d55892a..92306686a 100644 --- a/sqs-lambda-ddb-cdk-ts/README.md +++ b/sqs-lambda-ddb-cdk-ts/README.md @@ -75,7 +75,7 @@ cd test-scripts 2. In the script, replace 'YOUR_REGION' and 'YOUR_SQS_QUEUE_URL' with your desired AWS Region and SQS Queue URL respectively -3. Using the command line, run the script and specify an integer for N (the number of requests per time interval - 5 is a sufficient number for this demo) and for T(the frequency in seconds with which to send the N events - 1 is sufficient for this demo). Keep this script running in the background until later in step 10. You should begin to see continuous messages in your terminal saying "Batch of N items pushed to SQS at ...". +3. Using the command line, run the script and specify an integer for N (the number of requests per time interval - 5 is a sufficient number for this demo) and for T(the frequency in milliseconds with which to send the N events - 1000 is sufficient for this demo). Keep this script running in the background until later in step 10. You should begin to see continuous messages in your terminal saying "Batch of N items pushed to SQS at ...". ``` node push-sqs-messages.js N T @@ -91,7 +91,7 @@ filter @message like /ProvisionedThroughputExceededException/ -6. Once you have confirmed that DynamoDB is throttling write requests, go back to the [config](./lib/config/tables.config.ts) file in repo and lower the `lambdaReservedConcurrency` property to a value less than or equal to the current writeCapacity value of the table (1 is a sufficient value for this demo). If the writeCapacity of the table is already at 1, the lowest `lambdaReservedConcurency` value possible is 1. Increase the `retryAttempts` property value to a high value (20 should be sufficient for this demo) to give Lambda time to keep up with any subsequent throttling events. +6. Once you have confirmed that DynamoDB is throttling write requests, go back to the [config](./lib/config/tables.config.ts) file in repo and lower the `sqsMaxConcurrency` property to a value less than or equal to the current writeCapacity value of the table (2 is a sufficient value for this demo). If the writeCapacity of the table is already at 2, the lowest `sqsMaxConcurrency` value possible is 2. Increase the `retryAttempts` property value to a high value (20 should be sufficient for this demo) to give Lambda time to keep up with any subsequent throttling events. \ \ **IMPORTANT:** Write down the approximate timestamp of when you make this change. It will come in handy when reading CloudWatch Logs. diff --git a/sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts b/sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts index b36b77325..9eca06d2b 100644 --- a/sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts +++ b/sqs-lambda-ddb-cdk-ts/lib/config/tables.config.ts @@ -8,21 +8,17 @@ import { TableConfig } from "../sqs-lambda-dynamo-stack"; export const TABLE_CONFIG: TableConfig[] = [ { name: "SampleTable1", - writeCapacity: 1, // DynamoDB table WCU allocation. - lambdaReservedConcurrency: 1, // Maximum concurrency of the AWS Lambda Function. + writeCapacity: 5, // DynamoDB table WCU allocation. + sqsMaxConcurrency: 10, // Maximum concurrency the SQS queue uses for Lambda. retryAttempts: 1, // Gives lambda time to retry before sending message to DLQ. lambdaRetryAttempts: 0, // Maximum number of times to retry when the function returns an error. - alarmThreshold: 1, // Value against which the DLQ alarm will trigger . - alarmEvaluationPeriods: 1, // Number of periods over which data is compared to the DLQ threshold. }, // { // name: "SampleTable2", - // writeCapacity: 1, - // lambdaReservedConcurrency: 1, - // retryAttempts: 20, + // writeCapacity: 5, + // sqsMaxConcurrency: 10, + // retryAttempts: 1, // lambdaRetryAttempts: 0, - // alarmThreshold: 1, - // alarmEvaluationPeriods: 1, // }, // { // name: "SampleTable3", @@ -30,8 +26,6 @@ export const TABLE_CONFIG: TableConfig[] = [ // lambdaReservedConcurrency: 1, // retryAttempts: 1, // lambdaRetryAttempts: 0, - // alarmThreshold: 1, - // alarmEvaluationPeriods: 1, // }, ] diff --git a/sqs-lambda-ddb-cdk-ts/lib/lambda/index.js b/sqs-lambda-ddb-cdk-ts/lib/lambda/index.js index f283347e6..054ae863a 100644 --- a/sqs-lambda-ddb-cdk-ts/lib/lambda/index.js +++ b/sqs-lambda-ddb-cdk-ts/lib/lambda/index.js @@ -3,7 +3,6 @@ */ const { DynamoDBClient, PutItemCommand } = require("@aws-sdk/client-dynamodb"); -const { SQSClient } = require("@aws-sdk/client-sqs"); const { marshall } = require("@aws-sdk/util-dynamodb"); // Get destination DynamoDB table name from the environment variables diff --git a/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts b/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts index 1ed12e02d..c5ec1fc14 100644 --- a/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts +++ b/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts @@ -16,11 +16,9 @@ import { CfnOutput } from "aws-cdk-lib"; export interface TableConfig { readonly name: string, readonly writeCapacity: number, - readonly lambdaReservedConcurrency: number, + readonly sqsMaxConcurrency: number, readonly retryAttempts: number, readonly lambdaRetryAttempts: number, - readonly alarmThreshold: number, - readonly alarmEvaluationPeriods: number, } export class SqsLambdaDynamoStack extends cdk.Stack { @@ -79,7 +77,6 @@ export class SqsLambdaDynamoStack extends cdk.Stack { runtime: lambda.Runtime.NODEJS_18_X, code: lambda.Code.fromAsset("lib/lambda"), handler: "index.handler", - reservedConcurrentExecutions: table.lambdaReservedConcurrency, environment: { DESTINATION_TABLE_NAME: ddbTable.tableName, // need the actual generated name of the table }, @@ -98,17 +95,10 @@ export class SqsLambdaDynamoStack extends cdk.Stack { lambdaFunction.addEventSource( new lambda_event_source.SqsEventSource(sqsQueue, { batchSize: 1, + maxConcurrency: table.sqsMaxConcurrency, }) ); - // CloudWatch DLQ alarm - const alarm = new cloudwatch.Alarm(this, `${table.name}-Alarm`, { - comparisonOperator: cloudwatch.ComparisonOperator.GREATER_THAN_OR_EQUAL_TO_THRESHOLD, - threshold: table.alarmThreshold, - evaluationPeriods: table.alarmEvaluationPeriods, - metric: dlq.metricApproximateNumberOfMessagesVisible(), - }); - // print the SQS Queue URL for use with testing script new CfnOutput(this, `${table.name}-Queue-URL`, { value: sqsQueue.queueUrl }); }); diff --git a/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js b/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js index 487735988..4a81b7a20 100644 --- a/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js +++ b/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js @@ -1,7 +1,7 @@ const AWS = require('aws-sdk'); const { v4: uuidv4 } = require('uuid'); -AWS.config.update({ region: 'YOUR_REGION' }); // Replace 'YOUR_REGION' with your AWS region +AWS.config.update({ region: 'YOUR_REGION' }); // Replace 'YOUR_REGION' with your AWS region (i.e. us-west-2) const sqs = new AWS.SQS({ apiVersion: '2012-11-05' }); @@ -56,7 +56,7 @@ const t = process.argv[3]; // Time interval between each item batch, in millisec if (!n || isNaN(n)) { console.error('Please provide a valid number for the batch size.'); } else if (!t || isNaN(t)) { - console.error('Please provide a valid number for the time interval between batches.'); + console.error('Please provide a valid number for the time interval (in milliseconds) between batches.'); } else { setInterval(() => { pushBatchToSQS(parseInt(n, 10)); From 75c8a409885de3b8205b782dc850a49e6bf207ea Mon Sep 17 00:00:00 2001 From: Andrei Stan Date: Tue, 9 Apr 2024 17:06:02 -0400 Subject: [PATCH 09/10] update lambda node version and add README alt text --- sqs-lambda-ddb-cdk-ts/README.md | 2 +- sqs-lambda-ddb-cdk-ts/example-pattern.json | 2 +- sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts | 2 +- .../test-scripts/push-sqs-messages.js | 10 +++++----- 4 files changed, 8 insertions(+), 8 deletions(-) diff --git a/sqs-lambda-ddb-cdk-ts/README.md b/sqs-lambda-ddb-cdk-ts/README.md index 92306686a..ccbcaa9cd 100644 --- a/sqs-lambda-ddb-cdk-ts/README.md +++ b/sqs-lambda-ddb-cdk-ts/README.md @@ -107,7 +107,7 @@ Look through the logs and you should notice that there are none or fewer Provisi 8. For a visual representation, you can also look at CloudWatch metrics for **Write throttled requests(count)** in the monitoring tab of the DynamoDB Console. You should see a spike of write throttled requests and then it should decrease around the time you made the config change. It should look similar to the picture below. \ \ -![alt text](./images/write_throttling_metrics.png) +![graph showing spike in write throttling followed by slight decrease](./images/write_throttling_metrics.png) \ \ diff --git a/sqs-lambda-ddb-cdk-ts/example-pattern.json b/sqs-lambda-ddb-cdk-ts/example-pattern.json index 1cff4b558..f044ea04b 100644 --- a/sqs-lambda-ddb-cdk-ts/example-pattern.json +++ b/sqs-lambda-ddb-cdk-ts/example-pattern.json @@ -9,7 +9,7 @@ "text": [ "This code demonstrates how an Amazon SQS queue can be used to buffer records for an Amazon DynamoDB table and mitigate the risk for a client of being throttled.", "The CDK code deploys Ingress and Dead-Letter SQS queues, AWS Lambda functions, destination DynamoDB tables and CloudWatch alarms.", - "AWS Lambda function uses NodeJS 18 runtime." + "AWS Lambda function uses NodeJS 20 runtime." ] }, "gitHub": { diff --git a/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts b/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts index c5ec1fc14..9c182dec7 100644 --- a/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts +++ b/sqs-lambda-ddb-cdk-ts/lib/sqs-lambda-dynamo-stack.ts @@ -74,7 +74,7 @@ export class SqsLambdaDynamoStack extends cdk.Stack { this, `${table.name}-Lambda`, { - runtime: lambda.Runtime.NODEJS_18_X, + runtime: lambda.Runtime.NODEJS_20_X, code: lambda.Code.fromAsset("lib/lambda"), handler: "index.handler", environment: { diff --git a/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js b/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js index 4a81b7a20..c08b3b2a1 100644 --- a/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js +++ b/sqs-lambda-ddb-cdk-ts/test-scripts/push-sqs-messages.js @@ -1,9 +1,9 @@ -const AWS = require('aws-sdk'); +const { SQS } = require('@aws-sdk/client-sqs'); const { v4: uuidv4 } = require('uuid'); -AWS.config.update({ region: 'YOUR_REGION' }); // Replace 'YOUR_REGION' with your AWS region (i.e. us-west-2) - -const sqs = new AWS.SQS({ apiVersion: '2012-11-05' }); +const sqs = new SQS({ + region: 'YOUR_REGION', // Replace 'YOUR_REGION' with your AWS region (i.e. us-west-2) +}); // Replace 'YOUR_SQS_QUEUE_URL' with your SQS queue URL // You can obtain this from the CloudFormation outputs of the stack @@ -41,7 +41,7 @@ const pushBatchToSQS = async (n) => { // Try sending batch to SQS, catch any errors and log them to the console. try { - await sqs.sendMessageBatch(params).promise(); + await sqs.sendMessageBatch(params); console.log(`Batch of ${n} items pushed to SQS at ${new Date().toISOString()}`); } catch (error) { console.error('Error pushing batch to SQS:', error); From c3d6df34837a43a2135a4eb6d6faa6b1b1ff0300 Mon Sep 17 00:00:00 2001 From: Ben <9841563+bfreiberg@users.noreply.github.com> Date: Tue, 16 Apr 2024 14:06:01 -0700 Subject: [PATCH 10/10] Add final pattern file --- .../sqs-lambda-ddb-cdk-ts.json | 92 +++++++++++++++++++ 1 file changed, 92 insertions(+) create mode 100644 sqs-lambda-ddb-cdk-ts/sqs-lambda-ddb-cdk-ts.json diff --git a/sqs-lambda-ddb-cdk-ts/sqs-lambda-ddb-cdk-ts.json b/sqs-lambda-ddb-cdk-ts/sqs-lambda-ddb-cdk-ts.json new file mode 100644 index 000000000..ccab82366 --- /dev/null +++ b/sqs-lambda-ddb-cdk-ts/sqs-lambda-ddb-cdk-ts.json @@ -0,0 +1,92 @@ +{ + "title": "Amazon SQS to AWS Lambda to Amazon DynamoDB with CloudWatch Alarms", + "description": "Preventing Amazon DynamoDB write throttling with an Amazon SQS queue-based buffer using CDK and monitoring with CloudWatch alarms.", + "language": "TypeScript", + "level": "200", + "framework": "CDK", + "introBox": { + "headline": "How it works", + "text": [ + "This code demonstrates how an Amazon SQS queue can be used to buffer records for an Amazon DynamoDB table and mitigate the risk for a client of being throttled.", + "The CDK code deploys Ingress and Dead-Letter SQS queues, AWS Lambda functions, destination DynamoDB tables and CloudWatch alarms.", + "AWS Lambda function uses NodeJS 20 runtime." + ] + }, + "gitHub": { + "template": { + "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sqs-lambda-ddb-cdk-ts", + "templateURL": "serverless-patterns/sqs-lambda-ddb-cdk-ts", + "projectFolder": "sqs-lambda-ddb-cdk-ts", + "templateFile": "lib/sqs-lambda-dynamo-stack.ts" + } + }, + "resources": { + "bullets": [ + { + "text": "Troubleshooting throttling issues in Amazon DynamoDB", + "link": "https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/TroubleshootingThrottling.html" + }, + { + "text": "Configuring reserved concurrency", + "link": "https://docs.aws.amazon.com/lambda/latest/dg/configuration-concurrency.html" + } + ] + }, + "deploy": { + "text": [ + "cdk deploy" + ] + }, + "testing": { + "text": [ + "See the GitHub repo for detailed testing instructions." + ] + }, + "cleanup": { + "text": [ + "cdk destroy" + ] + }, + "authors": [ + { + "name": "Andrei Stan", + "bio": "Cloud Application Developer, AWS.", + "linkedin": "astan54321" + }, + { + "name": "Willes Mendoza", + "bio": "Cloud Application Developer, AWS.", + "linkedin": "willesfmendoza" + } + ], + "patternArch": { + "icon1": { + "x": 20, + "y": 50, + "service": "sqs", + "label": "SQS queue" + }, + "icon2": { + "x": 50, + "y": 50, + "service": "lambda", + "label": "AWS Lambda" + }, + "icon3": { + "x": 80, + "y": 50, + "service": "dynamodb", + "label": "DynamoDB" + }, + "line1": { + "from": "icon1", + "to": "icon2", + "label": "" + }, + "line2": { + "from": "icon2", + "to": "icon3", + "label": "" + } + } +}