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Understanding CloudTrail events - AWS CloudTrail

An event in CloudTrail is the record of an activity in an AWS account. This activity can be an action taken by an IAM identity, or service that is monitorable by CloudTrail. CloudTrail events provide a history of both API and non-API account activity made through the AWS Management Console, AWS SDKs, command line tools, and other AWS services.

CloudTrail log files aren't an ordered stack trace of the public API calls, so events don't appear in any specific order.

There are four types of CloudTrail events:

By default, trails and event data stores log management events, but not data events, network activity events, or Insights events.

All event types use a CloudTrail JSON log format. The log contains information about requests for resources in your account, such as who made the request, the services used, the actions performed, and parameters for the action. The event data is enclosed in a Records array.

For information about CloudTrail event record fields for management, data, and network activity events, see CloudTrail record contents for management, data, and network activity events.

For information about CloudTrail event record fields for Insights events for trails, see CloudTrail record contents for Insights events for trails.

For information about CloudTrail event record fields for Insights events for event data stores, see CloudTrail record contents for Insights events for event data stores.

Management events provide information about management operations that are performed on resources in your AWS account. These are also known as control plane operations.

Example management events include:

• Configuring security (for example, AWS Identity and Access Management AttachRolePolicy API operations).

• Registering devices (for example, Amazon EC2 CreateDefaultVpc API operations).

• Configuring rules for routing data (for example, Amazon EC2 CreateSubnet API operations).

• Setting up logging (for example, AWS CloudTrail CreateTrail API operations).

Management events can also include non-API events that occur in your account. For example, when a user signs in to your account, CloudTrail logs the ConsoleLogin event. For more information, see Non-API events captured by CloudTrail.

By default, CloudTrail trails and CloudTrail Lake event data stores log management events. For more information about logging management events, see Logging management events.

The following example shows a single log record of a management event. In this event, an IAM user named Mary_Major ran the aws cloudtrail start-logging command to call the CloudTrail StartLogging action to start the logging process on a trail named myTrail.

{
    "eventVersion": "1.09",
    "userIdentity": {
        "type": "IAMUser",
        "principalId": "EXAMPLE6E4XEGITWATV6R",
        "arn": "arn:aws:iam::123456789012:user/Mary_Major",
        "accountId": "123456789012",
        "accessKeyId": "AKIAIOSFODNN7EXAMPLE",
        "userName": "Mary_Major",
        "sessionContext": {
            "attributes": {
                "creationDate": "2023-07-19T21:11:57Z",
                "mfaAuthenticated": "false"
            }
        }
    },
    "eventTime": "2023-07-19T21:33:41Z",
    "eventSource": "cloudtrail.amazonaws.com",
    "eventName": "StartLogging",
    "awsRegion": "us-east-1",
    "sourceIPAddress": "192.0.2.0",
    "userAgent": "aws-cli/2.13.5 Python/3.11.4 Linux/4.14.255-314-253.539.amzn2.x86_64 exec-env/CloudShell exe/x86_64.amzn.2 prompt/off command/cloudtrail.start-logging",
    "requestParameters": {
        "name": "myTrail"
    },
    "responseElements": null,
    "requestID": "9d478fc1-4f10-490f-a26b-EXAMPLE0e932",
    "eventID": "eae87c48-d421-4626-94f5-EXAMPLEac994",
    "readOnly": false,
    "eventType": "AwsApiCall",
    "managementEvent": true,
    "recipientAccountId": "123456789012",
    "eventCategory": "Management",
    "tlsDetails": {
        "tlsVersion": "TLSv1.2",
        "cipherSuite": "ECDHE-RSA-AES128-GCM-SHA256",
        "clientProvidedHostHeader": "cloudtrail.us-east-1.amazonaws.com"
    },
    "sessionCredentialFromConsole": "true"
}

In this next example, an IAM user user named Paulo_Santos ran the aws cloudtrail start-event-data-store-ingestion command to call the StartEventDataStoreIngestion action to start ingestion on an event data store.

{
    "eventVersion": "1.09",
    "userIdentity": {
        "type": "IAMUser",
        "principalId": "EXAMPLEPHCNW5EQV7NA54",
        "arn": "arn:aws:iam::123456789012:user/Paulo_Santos",
        "accountId": "123456789012",
        "accessKeyId": "(AKIAIOSFODNN7EXAMPLE",
        "userName": "Paulo_Santos",
        "sessionContext": {
            "attributes": {
                "creationDate": "2023-07-21T21:55:30Z",
                "mfaAuthenticated": "false"
            }
        }
    },
    "eventTime": "2023-07-21T21:57:28Z",
    "eventSource": "cloudtrail.amazonaws.com",
    "eventName": "StartEventDataStoreIngestion",
    "awsRegion": "us-east-1",
    "sourceIPAddress": "192.0.2.0",
    "userAgent": "aws-cli/2.13.1 Python/3.11.4 Linux/4.14.255-314-253.539.amzn2.x86_64 exec-env/CloudShell exe/x86_64.amzn.2 prompt/off command/cloudtrail.start-event-data-store-ingestion",
    "requestParameters": {
        "eventDataStore": "arn:aws:cloudtrail:us-east-1:123456789012:eventdatastore/2a8f2138-0caa-46c8-a194-EXAMPLE87d41"
    },
    "responseElements": null,
    "requestID": "f62a3494-ba4e-49ee-8e27-EXAMPLE4253f",
    "eventID": "d97ca7e2-04fe-45b4-882d-EXAMPLEa9b2c",
    "readOnly": false,
    "eventType": "AwsApiCall",
    "managementEvent": true,
    "recipientAccountId": "123456789012",
    "eventCategory": "Management",
    "tlsDetails": {
        "tlsVersion": "TLSv1.2",
        "cipherSuite": "ECDHE-RSA-AES128-GCM-SHA256",
        "clientProvidedHostHeader": "cloudtrail.us-east-1.amazonaws.com"
    },
    "sessionCredentialFromConsole": "true"
}

Data events provide information about the resource operations performed on or in a resource. These are also known as data plane operations. Data events are often high-volume activities.

Example data events include:

The following table shows the resource types available for trails and event data stores. The Resource type (console) column shows the appropriate selection in the console. The resources.type value column shows the resources.type value that you would specify to include data events of that type in your trail or event data store using the AWS CLI or CloudTrail APIs.

For trails, you can use basic or advanced event selectors to log data events for Amazon S3 objects in general purpose buckets, Lambda functions, and DynamoDB tables (shown in the first three rows of the table). You can use only advanced event selectors to log the resource types shown in the remaining rows.

For event data stores, you can use only advanced event selectors to include data events.

AWS Backup Search Data API activity on search jobs.

AWS IoT API activity on certificates.

AWS IoT API activity on things.

AWS Private CA Connector for Active Directory API activity.

AWS Private CA Connector for SCEP API activity.

Amazon RDS API activity on a DB Cluster.

Amazon S3 object-level API activity (for example, GetObject, DeleteObject, and PutObject API operations) on objects in general purpose buckets.

Amazon S3 API activity on access points.

Amazon S3 object-level API activity (for example, GetObject, DeleteObject, and PutObject API operations) on objects in directory buckets.

Amazon S3 Object Lambda access points API activity, such as calls to CompleteMultipartUpload and GetObject.

Amazon FSx API activity on volumes.

Amazon S3 API activity on tables.

Amazon S3 API activity on table buckets.

Amazon S3 on Outposts object-level API activity.

Amazon SNS Publish API operations on platform endpoints.

Amazon SNS Publish and PublishBatch API operations on topics.

Amazon SQS API activity on messages.

AWS Supply Chain API activity on an instance.

Amazon SWF API activity on domains.

AWS AppConfig API activity for configuration operations such as calls to StartConfigurationSession and GetLatestConfiguration.

AWS AppSync API activity on AppSync GraphQL APIs.

Amazon Aurora DSQL API activity on cluster resources.

B2B Data Interchange API activity for Transformer operations such as calls to GetTransformerJob and StartTransformerJob.

Amazon Bedrock API activity on flow executions.

Amazon Bedrock API activity on an automated reasoning policy.

Amazon Bedrock API activity on an automated reasoning policy version.

CloudFront API activity on a KeyValueStore.

CloudTrail PutAuditEvents activity on a CloudTrail Lake channel that is used to log events from outside AWS.

Amazon CloudWatch API activity on metrics.

Amazon CloudWatch Network Flow Monitor API activity on monitors.

Amazon CloudWatch Network Flow Monitor API activity on scopes.

Amazon CloudWatch RUM API activity on app monitors.

Amazon Cognito API activity on Amazon Cognito identity pools.

AWS Data Exchange API activity on assets.

Data Exchange asset

AWS::DataExchange::Asset

Deadline Cloud API activity on fleets.

Deadline Cloud fleet

AWS::Deadline::Fleet

Deadline Cloud API activity on jobs.

Deadline Cloud job

AWS::Deadline::Job

Deadline Cloud API activity on queues.

Deadline Cloud queue

AWS::Deadline::Queue

Deadline Cloud API activity on workers.

Deadline Cloud worker

AWS::Deadline::Worker

Amazon DynamoDB item-level API activity on tables (for example, PutItem, DeleteItem, and UpdateItem API operations).

For tables with streams enabled, the resources field in the data event contains both AWS::DynamoDB::Stream and AWS::DynamoDB::Table. If you specify AWS::DynamoDB::Table for the resources.type, it will log both DynamoDB table and DynamoDB streams events by default. To exclude streams events, add a filter on the eventName field.

AWS::DynamoDB::Table

Amazon DynamoDB API activity on streams.

Amazon Elastic Block Store (EBS) direct APIs, such as PutSnapshotBlock, GetSnapshotBlock, and ListChangedBlocks on Amazon EBS snapshots.

Amazon Elastic Kubernetes Service API activity on dashboards.

Amazon FinSpace API activity on environments.

Amazon GameLift Streams streaming API activity on applications.

Amazon GameLift Streams streaming API activity on stream groups.

AWS Glue API activity on tables that were created by Lake Formation.

Amazon GuardDuty API activity for a detector.

AWS HealthImaging API activity on data stores.

Greengrass API activity from a Greengrass core device on a component version.

Greengrass doesn't log access denied events.

Greengrass API activity from a Greengrass core device on a deployment.

Greengrass doesn't log access denied events.

IoT SiteWise API activity on assets.

IoT SiteWise API activity on time series.

Sitewise Assistant API activity on conversations.

IoT TwinMaker API activity on an entity.

IoT TwinMaker API activity on a workspace.

Amazon Kendra Intelligent Ranking API activity on rescore execution plans.

Amazon Keyspaces (for Apache Cassandra) API activity on Cassandra CDC streams.

AWS Lambda function execution activity (the Invoke API).

Amazon Managed Blockchain API activity on a network.

Amazon Managed Blockchain JSON-RPC calls on Ethereum nodes, such as eth_getBalance or eth_getBlockByNumber.

Amazon Managed Blockchain Query API activity.

Amazon MWAA API activity on environments.

Data API activities, for example queries, algorithms, or vector search, on a Neptune Graph.

Amazon One Enterprise API activity on a UKey.

Amazon One Enterprise API activity on users.

Amazon Pinpoint API activity on mobile targeting applications.

Data API activity on Amazon Q Apps.

Data API activity on Amazon Q App sessions.

Amazon Q Business API activity on an application.

Amazon Q Business API activity on a data source.

Amazon Q Business API activity on an index.

Amazon Q Business API activity on a web experience.

Amazon Q Developer API activity on an integration.

Amazon Q Developer API activity on operational investigations.

Amazon SageMaker AI API activity on feature stores.

Amazon SageMaker AI API activity on experiment trial components.

Signer API activity on signing jobs.

Signer API activity on signing profiles.

Amazon Simple Email Service (Amazon SES) API activity on configuration sets.

Amazon Simple Email Service (Amazon SES) API activity on email identities.

Amazon Simple Email Service (Amazon SES) API activity on templates.

Amazon SimpleDB API activity on domains.

Step Functions API activity on activities.

Step Functions API activity on state machines.

Amazon Verified Permissions API activity on a policy store.

X-Ray API activity on traces.

Data events are not logged by default when you create a trail or event data store. To record CloudTrail data events, you must explicitly add the supported resources or resource types for which you want to collect activity. For more information, see Creating a trail with the CloudTrail console and Create an event data store for CloudTrail events with the console.

Additional charges apply for logging data events. For CloudTrail pricing, see AWS CloudTrail Pricing.

The following example shows a single log record of a data event for the Amazon SNS Publish action.

{
   "eventVersion": "1.09",
   "userIdentity": {
        "type": "AssumedRole",
        "principalId": "EX_PRINCIPAL_ID",
        "arn": "arn:aws:iam::123456789012:user/Bob",
        "accountId": "123456789012",
        "accessKeyId": "AKIAIOSFODNN7EXAMPLE",
        "sessionContext": {
        "sessionIssuer": {
            "type": "Role",
            "principalId": "AKIAIOSFODNN7EXAMPLE",
            "arn": "arn:aws:iam::123456789012:role/Admin",
            "accountId": "123456789012",
            "userName": "ExampleUser"
            },
            "attributes": {
                "creationDate": "2023-08-21T16:44:05Z",
                "mfaAuthenticated": "false"
            }
        }
    },
    "eventTime": "2023-08-21T16:48:37Z",
    "eventSource": "sns.amazonaws.com",
    "eventName": "Publish",
    "awsRegion": "us-east-1",
    "sourceIPAddress": "192.0.2.0",
    "userAgent": "aws-cli/1.29.16 md/Botocore#1.31.16 ua/2.0 os/linux#5.4.250-173.369.amzn2int.x86_64 md/arch#x86_64 lang/python#3.8.17 md/pyimpl#CPython cfg/retry-mode#legacy botocore/1.31.16",
    "requestParameters": {
        "topicArn": "arn:aws:sns:us-east-1:123456789012:ExampleSNSTopic",
        "message": "HIDDEN_DUE_TO_SECURITY_REASONS",
        "subject": "HIDDEN_DUE_TO_SECURITY_REASONS",
        "messageStructure": "json",
        "messageAttributes": "HIDDEN_DUE_TO_SECURITY_REASONS"
    },
    "responseElements": {
        "messageId": "0787cd1e-d92b-521c-a8b4-90434e8ef840"
    },
    "requestID": "0a8ab208-11bf-5e01-bd2d-ef55861b545d",
    "eventID": "bb3496d4-5252-4660-9c28-3c6aebdb21c0",
    "readOnly": false,
    "resources": [{
        "accountId": "123456789012",
        "type": "AWS::SNS::Topic",
                "ARN": "arn:aws:sns:us-east-1:123456789012:ExampleSNSTopic"
    }],
    "eventType": "AwsApiCall",
    "managementEvent": false,
    "recipientAccountId": "123456789012",
    "eventCategory": "Data",
    "tlsDetails": {
        "tlsVersion": "TLSv1.2",
        "cipherSuite": "ECDHE-RSA-AES128-GCM-SHA256",
        "clientProvidedHostHeader": "sns.us-east-1.amazonaws.com"
    }
}

The next example shows a single log record of a data event for the Amazon Cognito GetCredentialsForIdentity action.

{
    "eventVersion": "1.08",
    "userIdentity": {
        "type": "Unknown"
    },
    "eventTime": "2023-01-19T16:55:08Z",
    "eventSource": "cognito-identity.amazonaws.com",
    "eventName": "GetCredentialsForIdentity",
    "awsRegion": "us-east-1",
    "sourceIPAddress": "192.0.2.4",
    "userAgent": "aws-cli/2.7.25 Python/3.9.11 Darwin/21.6.0 exe/x86_64 prompt/off command/cognito-identity.get-credentials-for-identity",
    "requestParameters": {
        "logins": {
            "cognito-idp.us-east-1.amazonaws.com/us-east-1_aaaaaaaaa": "HIDDEN_DUE_TO_SECURITY_REASONS"
        },
        "identityId": "us-east-1:1cf667a2-49a6-454b-9e45-23199EXAMPLE"
    },
    "responseElements": {
        "credentials": {
            "accessKeyId": "ASIAIOSFODNN7EXAMPLE",
            "sessionToken": "aAaAaAaAaAaAab1111111111EXAMPLE",
            "expiration": "Jan 19, 2023 5:55:08 PM"
        },
        "identityId": "us-east-1:1cf667a2-49a6-454b-9e45-23199EXAMPLE"
    },
    "requestID": "659dfc23-7c4e-4e7c-858a-1abce884d645",
    "eventID": "6ad1c766-5a41-4b28-b5ca-e223ccb00f0d",
    "readOnly": false,
    "resources": [{
        "accountId": "111122223333",
        "type": "AWS::Cognito::IdentityPool",
        "ARN": "arn:aws:cognito-identity:us-east-1:111122223333:identitypool/us-east-1:2dg778b3-50b7-565c-0f56-34200EXAMPLE"
    }],
    "eventType": "AwsApiCall",
    "managementEvent": false,
    "recipientAccountId": "111122223333",
    "eventCategory": "Data"
}

CloudTrail network activity events enable VPC endpoint owners to record AWS API calls made using their VPC endpoints from a private VPC to the AWS service. Network activity events provide visibility into the resource operations performed within a VPC.

You can log network activity events for the following services:

• AWS AppConfig

• AWS B2B Data Interchange

• Billing and Cost Management

• AWS Pricing Calculator

• AWS Cost Explorer

• AWS CloudHSM

• Amazon Comprehend Medical

• AWS CloudTrail

• AWS Data Exports

• Amazon DynamoDB

• Amazon EC2

• Amazon Elastic Container Service

• Amazon EventBridge Scheduler

• AWS Free Tier

• Amazon FSx

• AWS IoT FleetWise

• AWS Invoicing

• AWS KMS

• AWS Lambda

• Amazon Lookout for Equipment

• Amazon Rekognition

• Amazon S3

• AWS Secrets Manager

• AWS Systems Manager Incident Manager

• Amazon Textract

• Amazon WorkMail

Network activity events are not logged by default when you create a trail or event data store. To record CloudTrail network activity events, you must explicitly set the event source for which you want to collect activity. For more information, see Logging network activity events.

Additional charges apply for logging network activity events. For CloudTrail pricing, see AWS CloudTrail Pricing.

The following example shows a successful AWS KMS ListKeys event that traversed a VPC endpoint. The vpcEndpointId field shows the ID of the VPC endpoint. The vpcEndpointAccountId field shows the account ID of the VPC endpoint owner. In this example, the request was made by the VPC endpoint owner.

{
    "eventVersion": "1.09",
    "userIdentity": {
        "type": "AssumedRole",
        "principalId": "ASIAIOSFODNN7EXAMPLE:role-name",
        "arn": "arn:aws:sts::123456789012:assumed-role/Admin/role-name",
        "accountId": "123456789012",
        "accessKeyId": "ASIAIOSFODNN7EXAMPLE",
        "sessionContext": {
            "sessionIssuer": {
                "type": "Role",
                "principalId": "ASIAIOSFODNN7EXAMPLE",
                "arn": "arn:aws:iam::123456789012:role/Admin",
                "accountId": "123456789012",
                "userName": "Admin"
            },
            "attributes": {
                "creationDate": "2024-06-04T23:10:46Z",
                "mfaAuthenticated": "false"
            }
        }
    },
    "eventTime": "2024-06-04T23:12:50Z",
    "eventSource": "kms.amazonaws.com",
    "eventName": "ListKeys",
    "awsRegion": "us-east-1",
    "sourceIPAddress": "192.0.2.0",
    "requestID": "16bcc089-ac49-43f1-9177-EXAMPLE23731",
    "eventID": "228ca3c8-5f95-4a8a-9732-EXAMPLE60ed9",
    "eventType": "AwsVpceEvent",
    "recipientAccountId": "123456789012",
    "sharedEventID": "a1f3720c-ef19-47e9-a5d5-EXAMPLE8099f",
    "vpcEndpointId": "vpce-EXAMPLE08c1b6b9b7",
    "vpcEndpointAccountId": "123456789012",
    "eventCategory": "NetworkActivity"
}

The next example shows an unsuccessful AWS KMS ListKeys event with a VPC endpoint policy violation. Because a VPC policy violation occurred, both the errorCode and errorMessage fields are present. The account ID in the recipientAccountId and vpcEndpointAccountId fields is the same, which indicates the event was sent to the VPC endpoint owner. The accountId in the userIdentity element is not the vpcEndpointAccountId, which indicates that the user making the request is not the VPC endpoint owner.

{
    "eventVersion": "1.09",
    "userIdentity": {
        "type": "AWSAccount",
        "principalId": "AKIAIOSFODNN7EXAMPLE",
        "accountId": "777788889999"
    },
    "eventTime": "2024-07-15T23:57:12Z",
    "eventSource": "kms.amazonaws.com",
    "eventName": "ListKeys",
    "awsRegion": "us-east-1",
    "sourceIPAddress": "192.0.2.0",
    "errorCode": "VpceAccessDenied",
    "errorMessage": "The request was denied due to a VPC endpoint policy",
    "requestID": "899003b8-abc4-42bb-ad95-EXAMPLE0c374",
    "eventID": "7c6e3d04-0c3b-42f2-8589-EXAMPLE826c0",
    "eventType": "AwsVpceEvent",
    "recipientAccountId": "123456789012",
    "sharedEventID": "702f74c4-f692-4bfd-8491-EXAMPLEb1ac4",
    "vpcEndpointId": "vpce-EXAMPLE08c1b6b9b7",
    "vpcEndpointAccountId": "123456789012",
    "eventCategory": "NetworkActivity"
}

CloudTrail Insights events capture unusual API call rate or error rate activity in your AWS account by analyzing CloudTrail management activity. Insights events provide relevant information, such as the associated API, error code, incident time, and statistics, that help you understand and act on unusual activity. Unlike other types of events captured in a CloudTrail trail or event data store, Insights events are logged only when CloudTrail detects changes in your account's API usage or error rate logging that differ significantly from the account's typical usage patterns. For more information, see Working with CloudTrail Insights.

Examples of activity that might generate Insights events include:

• Your account typically logs no more than 20 Amazon S3 deleteBucket API calls per minute, but your account starts to log an average of 100 deleteBucket API calls per minute. An Insights event is logged at the start of the unusual activity, and another Insights event is logged to mark the end of the unusual activity.

• Your account typically logs 20 calls per minute to the Amazon EC2 AuthorizeSecurityGroupIngress API, but your account starts to log zero calls to AuthorizeSecurityGroupIngress. An Insights event is logged at the start of the unusual activity, and ten minutes later, when the unusual activity ends, another Insights event is logged to mark the end of the unusual activity.

• Your account typically logs less than one AccessDeniedException error in a seven-day period on the AWS Identity and Access Management API, DeleteInstanceProfile. Your account starts to log an average of 12 AccessDeniedException errors per minute on the DeleteInstanceProfile API call. An Insights event is logged at the start of the unusual error rate activity, and another Insights event is logged to mark the end of the unusual activity.

These examples are provided for illustration purposes only. Your results may vary depending on your use case.

To log CloudTrail Insights events, you must explicitly enable Insights events on a new or existing trail or event data store. For more information about creating a trail, see Creating a trail with the CloudTrail console. For more information about creating an event data store, see Create an event data store for Insights events with the console.

Additional charges apply for Insights events. You will be charged separately if you enable Insights for both trails and event data stores. For more information, see AWS CloudTrail Pricing.

There are two events logged to show unusual activity in CloudTrail Insights: a start event and an end event. The following example shows a single log record of a starting Insights event that occurred when the Application Auto Scaling API CompleteLifecycleAction was called an unusual number of times. For Insights events, the value of eventCategory is Insight. An insightDetails block identifies the event state, source, name, Insights type, and context, including statistics and attributions. For more information about the insightDetails block, see CloudTrail record contents for Insights events for trails.

{
        "eventVersion": "1.08",
        "eventTime": "2023-07-10T01:42:00Z",
        "awsRegion": "us-east-1",
        "eventID": "55ed45c5-0b0c-4228-9fe5-EXAMPLEc3f4d",
        "eventType": "AwsCloudTrailInsight",
        "recipientAccountId": "123456789012",
        "sharedEventID": "979c82fe-14d4-4e4c-aa01-EXAMPLE3acee",
        "insightDetails": {
            "state": "Start",
            "eventSource": "autoscaling.amazonaws.com",
            "eventName": "CompleteLifecycleAction",
            "insightType": "ApiCallRateInsight",
            "insightContext": {
                "statistics": {
                    "baseline": {
                        "average": 9.82222E-5
                    },
                    "insight": {
                        "average": 5.0
                    },
                    "insightDuration": 1,
                    "baselineDuration": 10181
                },
                "attributions": [{
                    "attribute": "userIdentityArn",
                    "insight": [{
                        "value": "arn:aws:sts::123456789012:assumed-role/CodeDeployRole1",
                        "average": 5.0
                    }, {
                        "value": "arn:aws:sts::123456789012:assumed-role/CodeDeployRole2",
                        "average": 5.0
                    }, {
                        "value": "arn:aws:sts::123456789012:assumed-role/CodeDeployRole3",
                        "average": 5.0
                    }],
                    "baseline": [{
                        "value": "arn:aws:sts::123456789012:assumed-role/CodeDeployRole1",
                        "average": 9.82222E-5
                    }]
                }, {
                    "attribute": "userAgent",
                    "insight": [{
                        "value": "codedeploy.amazonaws.com",
                        "average": 5.0
                    }],
                    "baseline": [{
                        "value": "codedeploy.amazonaws.com",
                        "average": 9.82222E-5
                    }]
                }, {
                    "attribute": "errorCode",
                    "insight": [{
                        "value": "null",
                        "average": 5.0
                    }],
                    "baseline": [{
                        "value": "null",
                        "average": 9.82222E-5
                    }]
                }]
            }
        },
        "eventCategory": "Insight"
    }

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