Distributed Load Testing on AWS Fargate

This guide describes how to run high-scale distributed load tests with Artillery on AWS Fargate.

You’ll learn:

  • How to scale out your Artillery tests using built-in AWS Fargate support
  • What AWS resources Artillery creates on your behalf to run your tests

AWS credentials

To execute tests on AWS Fargate the Artillery CLI makes use of the official AWS SDK (opens in a new tab) to create the resources needed to run your tests (see the AWS Resources seciton for details on what Artillery creates).

The SDK requires AWS credentials (opens in a new tab) to be present to work. Please refer to the official AWS documentation if you don't have one set up already: https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-configure.html (opens in a new tab)

Please see the IAM Permissions section for details on permissions required to run tests from AWS Fargate.

Running tests from AWS Fargate

To run an existing test script from AWS Fargate, use run-fargate command instead of the run command.

For example, if you have a test script saved in blitz.yml and you want to run it from eu-west-1 region, run the following command:

artillery run-fargate \
   --region eu-west-1 \
   blitz.yml

AWS resources created

Artillery will create a number of AWS resources behind the scenes to be able to execute your tests. All resources created by Artillery are serverless and created on-demand. There are no long-running infrastructure components involved.

  • An S3 bucket to store test bundles
  • An SQS queue for communication between Fargate containers executing your test and the Artillery CLI. This queue is deleted once the test run completes.
  • (Optional) An IAM role named artilleryio-ecs-worker-role for Fargate tasks that execute the test. If a role with that name already exists, Artillery will use it instead of creating it.

IAM permissions

The AWS profile that the Artillery CLI runs under needs to have sufficient permissions to be able to create the resources listed above.

If running in a sandbox/developer account, the easiest way is to run with admin privileges using the default AWS AdministratorAccess (opens in a new tab) managed policy.

An example IAM policy definition to use instead of AdministratorAccess

Notes:

  • Create an IAM Role with the following policy and attach it to the IAM user you're using to run Artillery tests.
  • 123456789000 will need to be replaced with the id of the AWS account you'll be using.
{
  "Version": "2012-10-17",
  "Statement": [
    {
      "Sid": "CreateOrGetECSRole",
      "Effect": "Allow",
      "Action": ["iam:CreateRole", "iam:GetRole", "iam:AttachRolePolicy"],
      "Resource": "arn:aws:iam::123456789000:role/artilleryio-ecs-worker-role"
    },
    {
      "Sid": "CreateECSPolicy",
      "Effect": "Allow",
      "Action": ["iam:CreatePolicy"],
      "Resource": "arn:aws:iam::123456789000:policy/artilleryio-ecs-worker-policy"
    },
    // Allow Artillery CLI to create AWS service role for ECS when creating a Fargate cluster
    // https://docs.aws.amazon.com/AmazonECS/latest/developerguide/using-service-linked-roles.html#create-service-linked-role
    {
      "Effect": "Allow",
      "Action": ["iam:CreateServiceLinkedRole"],
      "Resource": [
        "arn:aws:iam::*:role/aws-service-role/ecs.amazonaws.com/AWSServiceRoleForECS*"
      ],
      "Condition": {
        "StringLike": {
          "iam:AWSServiceName": "ecs.amazonaws.com"
        }
      }
    },
    {
      "Effect": "Allow",
      "Action": ["iam:PassRole"],
      "Resource": ["arn:aws:iam::123456789000:role/artilleryio-ecs-worker-role"]
    },
    {
      "Sid": "SQSPermissions",
      "Effect": "Allow",
      "Action": ["sqs:*"],
      "Resource": "arn:aws:sqs:*:123456789000:artilleryio*"
    },
    {
      // ListQueues cannot be scoped to individual resources
      // https://docs.aws.amazon.com/service-authorization/latest/reference/list_amazonsqs.html#amazonsqs-queue
      "Sid": "SQSListQueues",
      "Effect": "Allow",
      "Action": ["sqs:ListQueues"],
      "Resource": "*"
    },
    {
      "Sid": "ECSPermissionsGeneral",
      "Effect": "Allow",
      "Action": [
        "ecs:ListClusters",
        "ecs:CreateCluster",
        "ecs:RegisterTaskDefinition",
        "ecs:DeregisterTaskDefinition"
      ],
      "Resource": "*"
    },
    {
      "Sid": "ECSPermissionsScopedToCluster",
      "Effect": "Allow",
      "Action": ["ecs:DescribeClusters", "ecs:ListContainerInstances"],
      "Resource": "arn:aws:ecs:*:123456789000:cluster/*"
    },
    {
      "Sid": "ECSPermissionsScopedWithCondition",
      "Effect": "Allow",
      "Action": [
        "ecs:SubmitTaskStateChange",
        "ecs:DescribeTasks",
        "ecs:ListTasks",
        "ecs:ListTaskDefinitions",
        "ecs:DescribeTaskDefinition",
        "ecs:StartTask",
        "ecs:StopTask",
        "ecs:RunTask"
      ],
      "Condition": {
        "ArnEquals": {
          "ecs:cluster": "arn:aws:ecs:*:123456789000:cluster/*"
        }
      },
      "Resource": "*"
    },
    {
      "Sid": "S3Permissions",
      "Effect": "Allow",
      "Action": [
        "s3:CreateBucket",
        "s3:DeleteObject",
        "s3:GetObject",
        "s3:GetObjectAcl",
        "s3:GetObjectTagging",
        "s3:GetObjectVersion",
        "s3:PutObject",
        "s3:PutObjectAcl",
        "s3:ListBucket",
        "s3:GetBucketLocation",
        "s3:GetBucketLogging",
        "s3:GetBucketPolicy",
        "s3:GetBucketTagging",
        "s3:PutBucketPolicy",
        "s3:PutBucketTagging",
        "s3:PutMetricsConfiguration",
        "s3:GetLifecycleConfiguration",
        "s3:PutLifecycleConfiguration"
      ],
      "Resource": [
        "arn:aws:s3:::artilleryio-test-data-*",
        "arn:aws:s3:::artilleryio-test-data-*/*"
      ]
    },
    {
      "Sid": "LogsPermissions",
      "Effect": "Allow",
      "Action": ["logs:PutRetentionPolicy"],
      "Resource": [
        "arn:aws:logs:*:123456789000:log-group:artilleryio-log-group/*"
      ]
    },
    {
      "Effect": "Allow",
      "Action": ["secretsmanager:GetSecretValue"],
      "Resource": ["arn:aws:secretsmanager:*:123456789000:secret:artilleryio/*"]
    },
    {
      "Effect": "Allow",
      "Action": [
        "ssm:PutParameter",
        "ssm:GetParameter",
        "ssm:GetParameters",
        "ssm:DeleteParameter",
        "ssm:DescribeParameters",
        "ssm:GetParametersByPath"
      ],
      "Resource": [
        "arn:aws:ssm:us-east-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:us-east-2:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:us-west-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:us-west-2:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:ca-central-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:eu-west-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:eu-west-2:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:eu-west-3:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:eu-central-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:eu-north-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:ap-south-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:ap-east-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:ap-northeast-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:ap-northeast-2:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:ap-southeast-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:ap-southeast-2:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:me-south-1:123456789000:parameter/artilleryio/*",
        "arn:aws:ssm:sa-east-1:123456789000:parameter/artilleryio/*"
      ]
    },
    {
      "Effect": "Allow",
      "Action": [
        "ec2:DescribeRouteTables",
        "ec2:DescribeVpcs",
        "ec2:DescribeSubnets"
      ],
      "Resource": ["*"]
    }
  ]
}

Setting up the IAM Policy and Role in AWS

You do not need to set these up if you're running as admin using the default AdministratorAccess policy.

To help you get started, we've set up a CloudFormation stack (opens in a new tab) you can use to automatically provision the IAM role with required permissions. The stack will create:

  • An IAM role named ArtilleryDistributedTestingFargateRole
  • An ArtilleryDistributedTestingFargatePolicy (the policy definition outlined above) that will be attached to the role.
Create the IAM Permissions using the CloudFormation stack
Launch Stack
  1. Click the Launch Stack button above to open the AWS CloudFormation Quick create stack page.
  2. Adjust the trust relationship if needed:
    • By default, the role will trust your AWS account, meaning any principal (opens in a new tab) from your account (e.g. IAM User, IAM Role) will be trusted to assume the role. If you would prefer to configure the role to trust only a specific IAM user or role, enter their name in the appropriate User/Role parameter field before creating the stack.
  3. Click Create stack.
  4. Once the stack is created, the ArtilleryDistributedTestingFargateRole will be ready to use.

Note: Ensure the AWS entity (e.g. IAM user) you are using has permission to assume the role you just created. This is necessary to run Artillery tests.

(Alternative) Create the IAM Permissions manually

You should first create the policy. You can do that from the AWS UI or CLI. To do it from the UI:

  1. Go to IAM -> Policies and select Create Policy. Select JSON.
  2. Copy the example JSON policy definition from the section above. You’ll need to change the following:
    • Change the AWS account from 123456789000 to your account ID;
    • Remove any comments from the JSON policy, as that is not allowed;
  3. Press Next and give the policy a meaningful name.

After the policy created, you'll need to use that policy in a role:

  1. Go to IAM -> Roles and select Create Role;
  2. Select Custom Trust Policy:
    • The trust policy of a role is used to define principals (opens in a new tab) that you trust to assume the role (e.g. IAM user, IAM role, service).
    • If you're using a specific IAM user directly when running Artillery tests, you can use the following trust policy: 
      {
  "Version": "2012-10-17",
  "Statement": [
    {
      "Effect": "Allow",
      "Principal": {
        "AWS": "arn:aws:iam::123456789000:user/iam-user-name" // Replace the value with the ARN of your user
      },
      "Action": "sts:AssumeRole"
    }
  ]
}
    • If you are using a specific IAM role when running Artillery tests set the AWS in Principal to your IAM role ARN instead of the user ARN.
    • For more info about how to configure the trust policy, check out this blog post (opens in a new tab) and the AWS documentation (opens in a new tab).
  3. After, on the Add Permissions UI, select the policy created in the previous step;
  4. Finally, press Next and give the role a meaningful name.

That's it! You should now be able to use this role to run Artillery tests in Lambda.

If you're setting up OIDC, for example to interact with GitHub Actions, then you might need to set a different Custom Trust Policy for the role created above (added in step 3). Follow the GH Actions guide (opens in a new tab) to get the appropriate Trust Policy.

Accessing worker logs in Cloudwatch

Artillery automatically outputs the test run metrics to your console while the test runs. However, if you run into unexpected errors in the worker containers where Artillery runs, you may need to access the logs in Cloudwatch to debug this.

Via Artillery Cloud

If your test ran using Artillery Cloud, direct links to worker logs will be available inside the test report by clicking Logs -> Worker logs.

Via ECS (Fargate) UI

This is the simplest way to access the logs if not using Artillery Cloud. However, since Stopped tasks only show in ECS for 1 hour, you'll only be able to see the logs from this UI if the test has run in the last hour. Otherwise, you'll need to use the Cloudwatch UI.

  1. Go to AWS ECS (Elastic Container Service) in the region you used (default is us-east-1), and select the cluster that was created for the test (artilleryio-cluster by default);
  2. Select the Tasks tab and change Filter desired status to Stopped if the task has already stopped/failed. Otherwise, leave it as Running;
  3. Select the task that you want to see the logs for;
  4. Click the Logs tab and then click the View in Cloudwatch dropdown, selecting the first one. The first one should contain logs for the artillery container, and the second one logs for the datadog-agent container that runs alongside it.
  5. That should take you straight to the relevant Cloudwatch log stream for that task.

Note: Logs may not be immediately available when you start the test. The workers need to be running before you can access logs.

Via Cloudwatch UI

  1. Go to Cloudwatch in AWS, in the region you're using. Then click Log groups.
  2. Search for the Artillery log group (artilleryio-log-group/artilleryio-cluster) and click it.
  3. You'll now be in the Log Streams tab, which will be ordered by Last event time.
  4. The streams you need will be in the format artilleryio/<testID>/artillery/<taskID>. If you search by the testID (it's outputted when you ran the test), it should show you 2 streams per worker (so you would see 2 with the default --count of 1).
  5. You'll need to select the one that has artillery in the name (not datadog).

Note: Logs may not be immediately available when you start the test. The workers need to be running before you can access logs.

Retention Settings

S3 Lifecycle Configuration

Added inv2.0.5

Objects created in Artillery's s3 bucket in your AWS account have the following lifecycle rules by default:

  • Test Run artifacts (e.g. custom npm dependencies): 2 days
  • Test Run metadata: 7 days

Cloudwatch Retention Policy

Added inv2.0.5

Cloudwatch logs (under the artilleryio-log-group) are retained within your AWS account for 180 days. You can configure this value with the ARTILLERY_LOGGROUP_RETENTION_DAYS environment variable, making sure to use a valid number (opens in a new tab).

Troubleshooting

Unable to assume the service linked role

`InvalidParameterException`: Unable to assume the service linked role. Please verify that the ECS service linked role exists

You may get the error above if, in some situations, your AdministratorAccess role may be misconfigured from AWS. This seems more likely to happen when no ECS cluster has been created before in that AWS account.

To resolve this, try to run the ECS wizard to create a Fargate cluster manually from the AWS console (by going to ECS in the console). Doing so seems to do something internally in AWS to resolve the misconfiguration.

Could not find public subnets in default VPC

If you're getting this error from the CLI, then it's likely that there isn't a default VPC or that the default VPC doesn't have public subnets in the region you're trying to run Fargate tests from.

AWS Regions should come with a default VPC, but if for some reason you don't have it, you can create one from the AWS console yourself (opens in a new tab). Artillery needs it to be there for Fargate to work.

Questions?

AWS LambdaAzure Container Instances