SageMakerStudioProjectRoleMachineLearningPolicy

Summary

Amazon SageMaker Studio creates IAM roles for projects users to perform data analytics, artificial intelligence, and machine learning actions, and uses this policy when creating these roles to define the permissions related to SageMaker.

Permissions imported from the AWS Managed Policy Reference Guide; other sections pending editorial review.

Identity

ARN

arn:aws:iam::aws:policy/SageMakerStudioProjectRoleMachineLearningPolicyCopy ARN

Default version

v47

Created

2024-11-20

Last edited

2026-10-29

Services

airflow-serverless, application-autoscaling, athena, bedrock-agentcore, cloudwatch, datazone, ec2, ecr, ecr-public, elasticfilesystem, glue, iam, identitystore, kms, logs, ram, resource-groups, s3, sagemaker, sagemaker-mlflow, scheduler, sqlworkbench, ssm, sso, sts, tag, xray

Control-plane actions (523)

By access level: 123 List, 13 Permissions management, 167 Read, 8 Tagging, 212 Write.

Data-plane actions (54)

By access level: 10 List, 2 Permissions management, 14 Read, 28 Write.

Excluded and conditional actions

No patterns are excluded by NotAction or Deny statements.

Resource scope and attachment

Resource scope across granted actions: mixed.

Can be attached: Yes, to users, groups and roles.

Why this tier

• Grants 263 write, tagging or permissions-management actions, short of full control of any service.
• Grants data-plane write actions on a data store, but only for scoped resources or under conditions.

Guidance

Pending editorial review. The permission data on this page comes straight from AWS; this section will be filled in once a reviewed guide exists.

Related policies

Same service

• AgentRegistryFullAccess
• AmazonAugmentedAIFullAccess
• AmazonAugmentedAIHumanLoopFullAccess
• AmazonAugmentedAIIntegratedAPIAccess
• AmazonBedrockMarketplaceAccess
• AmazonBraketFullAccess
• AmazonDataZoneDomainExecutionRolePolicy
• AmazonDataZoneEnvironmentRolePermissionsBoundary

Same domain

• AgentRegistryReadOnlyAccess
• AIOpsAssistantIncidentReportPolicy
• AIOpsAssistantPolicy
• AIOpsConsoleAdminPolicy
• AIOpsOperatorAccess
• AIOpsReadOnlyAccess
• AmazonBedrockAgentCoreMemoryBedrockModelInferenceExecutionRolePolicy
• AmazonBedrockExternalWebSearchFullAccess

Frequently asked questions

Pending editorial review. The permission data on this page comes straight from AWS; this section will be filled in once a reviewed guide exists.

Policy JSON

Download policy.json

{
  "Version": "2012-10-17",
  "Statement": [
    {
      "Sid": "AllowManageSageMakerEniOnVpc",
      "Effect": "Allow",
      "Action": [
        "ec2:CreateVpcEndpoint"
      ],
      "Resource": [
        "arn:aws:ec2:*:*:network-interface/*",
        "arn:aws:ec2:*:*:subnet/*",
        "arn:aws:ec2:*:*:route-table/*",
        "arn:aws:ec2:*:*:security-group/*"
      ],
      "Condition": {
        "ArnLike": {
          "ec2:Vpc": "arn:aws:ec2:*:*:vpc/${aws:PrincipalTag/VpcId}"
        },
        "StringEquals": {
          "aws:CalledViaLast": [
            "sagemaker.amazonaws.com",
            "airflow.amazonaws.com"
          ]
        }
      }
    },
    {
      "Sid": "AllowManageSageMakerTrainingEniOnVpc",
      "Effect": "Allow",
      "Action": [
        "ec2:CreateNetworkInterface",
        "ec2:DeleteNetworkInterface",
        "ec2:AttachNetworkInterface",
        "ec2:CreateNetworkInterfacePermission",
        "ec2:DeleteNetworkInterfacePermission"
      ],
      "Resource": [
        "arn:aws:ec2:*:*:network-interface/*",
        "arn:aws:ec2:*:*:subnet/*",
        "arn:aws:ec2:*:*:route-table/*",
        "arn:aws:ec2:*:*:security-group/*"
      ],
      "Condition": {
        "ArnLike": {
          "ec2:Vpc": "arn:aws:ec2:*:*:vpc/${aws:PrincipalTag/VpcId}"
        }
      }
    },
    {
      "Sid": "AllowManageSageMakerEni",
      "Effect": "Allow",
      "Action": [
        "ec2:CreateNetworkInterface",
        "ec2:AttachNetworkInterface"
      ],
      "Resource": [
        "arn:aws:ec2:*:*:network-interface/*",
        "arn:aws:ec2:*:*:instance/*"
      ],
      "Condition": {
        "StringEqualsIfExists": {
          "aws:CalledViaLast": "sagemaker.amazonaws.com",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AllowSageMakerCreateVpcEndpointOnVpcId",
      "Effect": "Allow",
      "Action": [
        "ec2:CreateVpcEndpoint"
      ],
      "Resource": "arn:aws:ec2:*:*:vpc/${aws:PrincipalTag/VpcId}",
      "Condition": {
        "StringEquals": {
          "ec2:VpcID": "${aws:PrincipalTag/VpcId}"
        },
        "StringEqualsIfExists": {
          "aws:CalledViaLast": "sagemaker.amazonaws.com",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AllowSageMakerCreateVpcEndpoint",
      "Effect": "Allow",
      "Action": [
        "ec2:CreateVpcEndpoint"
      ],
      "Resource": [
        "arn:aws:ec2:*:*:vpc-endpoint/*"
      ],
      "Condition": {
        "StringEqualsIfExists": {
          "aws:CalledViaLast": "sagemaker.amazonaws.com",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AllowSageMakerDescribeVPCResources",
      "Effect": "Allow",
      "Action": [
        "ec2:DescribeVpcEndpoints",
        "ec2:DescribeSubnets",
        "ec2:DescribeRouteTables",
        "ec2:DescribeSecurityGroups",
        "glue:ListSessions",
        "ec2:DescribeVpcs",
        "ec2:DescribeNetworkInterfaces",
        "ec2:DescribeDhcpOptions"
      ],
      "Resource": "*"
    },
    {
      "Sid": "AllowSageMakerLogAccess",
      "Effect": "Allow",
      "Action": [
        "logs:DescribeLogStreams",
        "logs:GetLogEvents"
      ],
      "Resource": "arn:aws:logs:*:*:log-group:/aws/sagemaker/*"
    },
    {
      "Sid": "SageMakerMlflowPermission",
      "Effect": "Allow",
      "Action": [
        "sagemaker:UpdateMlflowTrackingServer",
        "sagemaker:StartMlflowTrackingServer",
        "sagemaker:StopMlflowTrackingServer",
        "sagemaker:DescribeMlflowTrackingServer",
        "sagemaker:CreatePresignedMlflowTrackingServerUrl",
        "sagemaker-mlflow:*"
      ],
      "Resource": "arn:aws:sagemaker:*:*:mlflow-tracking-server/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerMlflowServerlessPermission",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateMlflowApp",
        "sagemaker:CreatePresignedMlflowAppUrl",
        "sagemaker:DeleteMlflowApp",
        "sagemaker:DescribeMlflowApp",
        "sagemaker:UpdateMlflowApp",
        "sagemaker:CallMlflowAppApi"
      ],
      "Resource": "arn:aws:sagemaker:*:*:mlflow-app/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerBYOFSPermissions",
      "Effect": "Allow",
      "Action": [
        "elasticfilesystem:DescribeMountTargets"
      ],
      "Resource": "*"
    },
    {
      "Sid": "SageMakerBYOIPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeAppImageConfig",
        "sagemaker:DescribeImageVersion",
        "sagemaker:ListImageVersions"
      ],
      "Resource": "*"
    },
    {
      "Sid": "SageMakerStudioAppDescribeImageActionPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeImage"
      ],
      "Resource": "arn:aws:sagemaker:*:*:image/*"
    },
    {
      "Sid": "SageMakerPipelinesSTSPermissions",
      "Effect": "Allow",
      "Action": [
        "sts:GetCallerIdentity",
        "ecr-public:GetAuthorizationToken",
        "sts:GetServiceBearerToken"
      ],
      "Resource": "*"
    },
    {
      "Sid": "SageMakerLogPermissions",
      "Effect": "Allow",
      "Action": [
        "logs:CreateLogGroup",
        "logs:CreateLogStream",
        "logs:PutLogEvents"
      ],
      "Resource": "arn:aws:logs:*:*:log-group:/aws/sagemaker/*"
    },
    {
      "Sid": "SageMakerCreatePermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateTrainingJob",
        "sagemaker:CreateTransformJob",
        "sagemaker:CreateProcessingJob",
        "sagemaker:CreateAutoMLJob",
        "sagemaker:CreateAutoMLJobV2",
        "sagemaker:CreateHyperParameterTuningJob",
        "sagemaker:CreateEndpointConfig",
        "sagemaker:CreateEndpoint",
        "sagemaker:CreateModel",
        "sagemaker:CreateModelPackage",
        "sagemaker:CreateModelPackageGroup",
        "sagemaker:CreateInferenceComponent",
        "sagemaker:CreatePipeline",
        "sagemaker:CreateInferenceRecommendationsJob"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerInferencePermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:StopTrainingJob",
        "sagemaker:StopProcessingJob",
        "sagemaker:StopAutoMLJob",
        "sagemaker:StopHyperParameterTuningJob",
        "sagemaker:UpdateTrainingJob",
        "sagemaker:BatchGetMetrics",
        "sagemaker:BatchPutMetrics",
        "sagemaker:DeleteEndpointConfig",
        "sagemaker:DeleteEndpoint",
        "sagemaker:UpdateEndpoint",
        "sagemaker:UpdateEndpointWeightsAndCapacities",
        "sagemaker:UpdateInferenceComponentRuntimeConfig",
        "sagemaker:BatchDescribeModelPackage",
        "sagemaker:UpdateModelPackage",
        "sagemaker:DeleteModel",
        "sagemaker:DeleteModelPackage",
        "sagemaker:DeleteModelPackageGroup",
        "sagemaker:DeleteInferenceComponent",
        "sagemaker:InvokeEndpoint",
        "sagemaker:InvokeEndpointAsync",
        "sagemaker:InvokeEndpointWithResponseStream",
        "sagemaker:DescribeInferenceComponent",
        "sagemaker:DescribeEndpointConfig",
        "sagemaker:DescribeModel",
        "sagemaker:DescribeOptimizationJob",
        "sagemaker:DescribeEndpoint"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerUpdateInferenceComponentRuntimeConfigAutoscalingPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:UpdateInferenceComponentRuntimeConfig"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:CalledViaLast": "application-autoscaling.amazonaws.com",
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true"
        }
      }
    },
    {
      "Sid": "SageMakerDescribeUpdateDeletePermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeInferenceRecommendationsJob",
        "sagemaker:DescribeModelPackage",
        "sagemaker:DescribeModelPackageGroup",
        "sagemaker:UpdatePipeline",
        "sagemaker:DescribePipeline",
        "sagemaker:DescribePipelineExecution",
        "sagemaker:DescribePipelineDefinitionForExecution",
        "sagemaker:DeletePipeline",
        "sagemaker:UpdatePipelineExecution",
        "sagemaker:StartPipelineExecution",
        "sagemaker:StopPipelineExecution",
        "sagemaker:DescribeTransformJob",
        "sagemaker:StopTransformJob",
        "sagemaker:RetryPipelineExecution",
        "sagemaker:SendPipelineExecutionStepSuccess",
        "sagemaker:SendPipelineExecutionStepFailure",
        "sagemaker:DescribeHyperParameterTuningJob",
        "sagemaker:DescribeAutoMLJob",
        "sagemaker:DescribeAutoMLJobV2",
        "sagemaker:DescribeProcessingJob",
        "sagemaker:DescribeTrainingJob"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerLineageSpecialPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateContext",
        "sagemaker:CreateArtifact",
        "sagemaker:CreateAction",
        "sagemaker:AddAssociation",
        "sagemaker:DeleteAssociation",
        "sagemaker:DeleteContext",
        "sagemaker:DeleteAction",
        "sagemaker:DeleteArtifact"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerModelRegistryLineageSpecialPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:QueryLineage",
        "sagemaker:DescribeAction",
        "sagemaker:DescribeArtifact",
        "sagemaker:DescribeTrialComponent",
        "sagemaker:DescribeContext"
      ],
      "Resource": "*"
    },
    {
      "Sid": "SageMakerListPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:GetSearchSuggestions",
        "sagemaker:ListTrainingJobs",
        "sagemaker:ListTransformJobs",
        "sagemaker:ListProcessingJobs",
        "sagemaker:ListAutoMLJobs",
        "sagemaker:ListHyperParameterTuningJobs",
        "sagemaker:ListInferenceComponents",
        "sagemaker:ListEndpoints",
        "sagemaker:ListEndpointConfigs",
        "sagemaker:ListModels",
        "sagemaker:ListModelPackages",
        "sagemaker:ListModelPackageGroups",
        "sagemaker:ListModelMetadata",
        "sagemaker:ListMlflowTrackingServers",
        "sagemaker:ListArtifacts",
        "sagemaker:ListAssociations",
        "sagemaker:ListHubs",
        "sagemaker:ListPipelines",
        "sagemaker:ListContexts",
        "sagemaker:ListMlflowApps",
        "sagemaker:ListFeatureGroups",
        "scheduler:ListSchedules"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true"
        }
      }
    },
    {
      "Sid": "SageMakerSearchPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:Search"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "sagemaker:SearchVisibilityCondition/Tags.AmazonDataZoneProject/EqualsIfExists": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerListPermissionsTagRestricted",
      "Effect": "Allow",
      "Action": [
        "sagemaker:ListCandidatesForAutoMLJob",
        "sagemaker:ListTrainingJobsForHyperParameterTuningJob",
        "sagemaker:ListHubContents",
        "sagemaker:ListPipelineExecutionSteps",
        "sagemaker:ListPipelineExecutions",
        "sagemaker:ListPipelineParametersForExecution"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerPublicHubReadPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeHub",
        "sagemaker:DescribeHubContent",
        "sagemaker:ListHubContents"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:aws:hub/SageMakerPublicHub",
        "arn:aws:sagemaker:*:aws:hub-content/SageMakerPublicHub/*"
      ],
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true"
        }
      }
    },
    {
      "Sid": "SageMakerECRPermissions",
      "Effect": "Allow",
      "Action": [
        "ecr:BatchGetImage",
        "ecr:DescribeImages",
        "ecr:GetDownloadUrlForLayer"
      ],
      "Resource": "arn:aws:ecr:*:*:repository/*"
    },
    {
      "Sid": "SageMakerECRGetAuthorizationTokenPermissions",
      "Effect": "Allow",
      "Action": [
        "ecr:GetAuthorizationToken"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AmazonSageMakerModelRegistryResourceGroupGetPermission",
      "Effect": "Allow",
      "Action": [
        "resource-groups:GetGroupQuery"
      ],
      "Resource": "arn:aws:resource-groups:*:*:group/*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AmazonSageMakerModelRegistryResourceGroupListPermission",
      "Effect": "Allow",
      "Action": [
        "resource-groups:ListGroupResources"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true"
        }
      }
    },
    {
      "Sid": "AmazonSageMakerModelRegistryResourceGroupWritePermission",
      "Effect": "Allow",
      "Action": [
        "resource-groups:CreateGroup",
        "resource-groups:Tag"
      ],
      "Resource": "arn:aws:resource-groups:*:*:group/*",
      "Condition": {
        "Null": {
          "aws:ResourceTag/sagemaker:collection": "false"
        },
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "AmazonSageMakerModelRegistryResourceGroupDeletePermission",
      "Effect": "Allow",
      "Action": [
        "resource-groups:DeleteGroup"
      ],
      "Resource": "arn:aws:resource-groups:*:*:group/*",
      "Condition": {
        "Null": {
          "aws:ResourceTag/sagemaker:collection": "false"
        },
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerMLFlowModelRegistrationPermission",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeModelPackageGroup"
      ],
      "Resource": "arn:aws:sagemaker:*:*:model-package-group/*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true"
        }
      }
    },
    {
      "Sid": "SageMakerStudioCreatePresignedDomainUrlForUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreatePresignedDomainUrl"
      ],
      "Resource": "arn:aws:sagemaker:*:*:user-profile/*/${aws:PrincipalTag/datazone:userId}",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerStudioCreatePresignedDomainUrlForTaggedUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreatePresignedDomainUrl"
      ],
      "Resource": "arn:aws:sagemaker:*:*:user-profile/*",
      "Condition": {
        "StringEquals": {
          "aws:PrincipalTag/EnableSageMakerMLWorkloadsPermissions": "true",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/AmazonDataZoneUser": "${aws:PrincipalTag/datazone:userId}"
        }
      }
    },
    {
      "Sid": "UnscopedListAndRead",
      "Effect": "Allow",
      "Action": [
        "sagemaker:ListApps",
        "sagemaker:ListDomains",
        "sagemaker:ListUserProfiles",
        "sagemaker:ListSpaces"
      ],
      "Resource": "*"
    },
    {
      "Sid": "ACCreateHarnessEndpoint",
      "Effect": "Allow",
      "Action": "bedrock-agentcore:CreateHarnessEndpoint",
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:RequestTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        },
        "StringEqualsIfExists": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "ACTagOwnResources",
      "Effect": "Allow",
      "Action": "bedrock-agentcore:TagResource",
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:RequestTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "ACProjectResources",
      "Effect": "Allow",
      "Action": [
        "bedrock-agentcore:*Harness*",
        "bedrock-agentcore:*AgentRuntime",
        "bedrock-agentcore:*AgentRuntimeEndpoint",
        "bedrock-agentcore:ListAgentRuntimeEndpoints",
        "bedrock-agentcore:ListAgentRuntimeVersions",
        "bedrock-agentcore:StopRuntimeSession",
        "bedrock-agentcore:*Memory",
        "bedrock-agentcore:*MemoryRecord*",
        "bedrock-agentcore:*Event",
        "bedrock-agentcore:ListEvents",
        "bedrock-agentcore:ListActors",
        "bedrock-agentcore:ListSessions",
        "bedrock-agentcore:*Gateway",
        "bedrock-agentcore:*GatewayTarget",
        "bedrock-agentcore:*GatewayTargets",
        "bedrock-agentcore:*Dataset*",
        "bedrock-agentcore:*BatchEvaluation*",
        "bedrock-agentcore:*WorkloadIdentity",
        "bedrock-agentcore:GetWorkloadAccessToken",
        "bedrock-agentcore:GetWorkloadAccessTokenForJWT",
        "bedrock-agentcore:ListTagsForResource",
        "bedrock-agentcore:GetConfigurationBundleVersion"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "ACUnscopedMetadata",
      "Effect": "Allow",
      "Action": [
        "bedrock-agentcore:ListHarnesses",
        "bedrock-agentcore:ListAgentRuntimes",
        "bedrock-agentcore:ListGateways",
        "bedrock-agentcore:ListDatasets",
        "bedrock-agentcore:ListBatchEvaluations",
        "bedrock-agentcore:ListEvaluators",
        "bedrock-agentcore:ListMemories",
        "bedrock-agentcore:GetEvaluator",
        "bedrock-agentcore:ListCodeInterpreterSessions",
        "bedrock-agentcore:ListBrowserSessions"
      ],
      "Resource": "*"
    },
    {
      "Sid": "ACManagedBuiltInTools",
      "Effect": "Allow",
      "Action": [
        "bedrock-agentcore:*CodeInterpreterSession",
        "bedrock-agentcore:InvokeCodeInterpreter",
        "bedrock-agentcore:*BrowserSession",
        "bedrock-agentcore:ConnectBrowserAutomationStream"
      ],
      "Resource": [
        "arn:*:bedrock-agentcore:*:aws:code-interpreter/*",
        "arn:*:bedrock-agentcore:*:aws:browser/*"
      ]
    },
    {
      "Sid": "ProjectTaggedResourceAccess",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeDomain"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerStudioAppDescribeJupyterLabAppActionPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeApp"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:*:app/*/*/codeeditor/*",
        "arn:aws:sagemaker:*:*:app/*/*/CodeEditor/*",
        "arn:aws:sagemaker:*:*:app/*/*/jupyterlab/*",
        "arn:aws:sagemaker:*:*:app/*/*/JupyterLab/*"
      ]
    },
    {
      "Sid": "SageMakerStudioAppDescribeUserProfileActionPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeUserProfile"
      ],
      "Resource": "arn:aws:sagemaker:*:*:user-profile/*/${aws:PrincipalTag/datazone:userId}",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerStudioAppDescribeTaggedUserProfilePermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeUserProfile"
      ],
      "Resource": "arn:aws:sagemaker:*:*:user-profile/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/AmazonDataZoneUser": "${aws:PrincipalTag/datazone:userId}"
        }
      }
    },
    {
      "Sid": "SMStudioAppDescribeSpaceActionPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeSpace"
      ],
      "Resource": "*"
    },
    {
      "Sid": "SageMakerTagPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:AddTags",
        "sagemaker:DeleteTags"
      ],
      "Resource": "*",
      "Condition": {
        "ForAllValues:StringLike": {
          "aws:TagKeys": [
            "ProjectUserTag*",
            "sagemaker*",
            "sm-jumpstart*",
            "endpoint-has-jumpstart-model"
          ]
        },
        "ForAllValues:StringNotLike": {
          "aws:TagKeys": [
            "AmazonDataZone*",
            "sagemaker:shared-with:*"
          ]
        },
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerStudioAllowCreatingDeletingOwnerUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateUserProfile",
        "sagemaker:DeleteUserProfile",
        "sagemaker:UpdateUserProfile"
      ],
      "Resource": "arn:aws:sagemaker:*:*:user-profile/*/${aws:PrincipalTag/datazone:userId}",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerStudioAllowCreatingDeletingTaggedOwnerUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateUserProfile",
        "sagemaker:DeleteUserProfile",
        "sagemaker:UpdateUserProfile"
      ],
      "Resource": "arn:aws:sagemaker:*:*:user-profile/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/AmazonDataZoneUser": "${aws:PrincipalTag/datazone:userId}"
        }
      }
    },
    {
      "Sid": "SageMakerStudioRestrictPrivateSpaceToOwnerUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateSpace",
        "sagemaker:UpdateSpace",
        "sagemaker:DeleteSpace"
      ],
      "Resource": "arn:aws:sagemaker:*:*:space/*",
      "Condition": {
        "ArnLike": {
          "sagemaker:OwnerUserProfileArn": "arn:aws:sagemaker:*:*:user-profile/*/${aws:PrincipalTag/datazone:userId}"
        },
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "sagemaker:SpaceSharingType": [
            "Private"
          ]
        }
      }
    },
    {
      "Sid": "SageMakerStudioRestrictPrivateSpaceToOwnerUser",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateSpace",
        "sagemaker:UpdateSpace",
        "sagemaker:DeleteSpace"
      ],
      "Resource": "arn:aws:sagemaker:*:*:space/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/AmazonDataZoneUser": "${aws:PrincipalTag/datazone:userId}",
          "sagemaker:SpaceSharingType": [
            "Private"
          ]
        }
      }
    },
    {
      "Sid": "SageMakerStudioRestrictPrivateSpaceAppsToOwnerUserProfile",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateApp",
        "sagemaker:DeleteApp"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:*:app/*/*/codeeditor/*",
        "arn:aws:sagemaker:*:*:app/*/*/CodeEditor/*",
        "arn:aws:sagemaker:*:*:app/*/*/jupyterlab/*",
        "arn:aws:sagemaker:*:*:app/*/*/JupyterLab/*"
      ],
      "Condition": {
        "ArnLike": {
          "sagemaker:OwnerUserProfileArn": "arn:aws:sagemaker:*:*:user-profile/*/${aws:PrincipalTag/datazone:userId}"
        },
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "sagemaker:SpaceSharingType": [
            "Private"
          ]
        }
      }
    },
    {
      "Sid": "SageMakerStudioRestrictPrivateSpaceAppsToOwnerUser",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateApp",
        "sagemaker:DeleteApp"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:*:app/*/*/CodeEditor/*",
        "arn:aws:sagemaker:*:*:app/*/*/codeeditor/*",
        "arn:aws:sagemaker:*:*:app/*/*/jupyterlab/*",
        "arn:aws:sagemaker:*:*:app/*/*/JupyterLab/*"
      ],
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/AmazonDataZoneUser": "${aws:PrincipalTag/datazone:userId}",
          "sagemaker:SpaceSharingType": [
            "Private"
          ]
        }
      }
    },
    {
      "Sid": "AllowStartSessionForSpaceRemoteConnection",
      "Effect": "Allow",
      "Action": [
        "sagemaker:StartSession"
      ],
      "Resource": "arn:aws:sagemaker:*:*:space/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/AmazonDataZoneUser": "${aws:PrincipalTag/datazone:userId}"
        }
      }
    },
    {
      "Sid": "PublishSagemakerMetric",
      "Effect": "Allow",
      "Action": [
        "cloudwatch:PutMetricData"
      ],
      "Resource": "*",
      "Condition": {
        "StringLike": {
          "cloudwatch:namespace": "/aws/sagemaker/*"
        }
      }
    },
    {
      "Sid": "ManageSageMakerEndpointsAutoscalingAlarms",
      "Effect": "Allow",
      "Action": [
        "cloudwatch:DescribeAlarms"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "MutateSageMakerEndpointsAutoscalingAlarms",
      "Effect": "Allow",
      "Action": [
        "cloudwatch:PutMetricAlarm",
        "cloudwatch:DeleteAlarms"
      ],
      "Resource": "arn:aws:cloudwatch:*:*:alarm:TargetTracking*",
      "Condition": {
        "StringEquals": {
          "aws:CalledViaLast": "application-autoscaling.amazonaws.com",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SSMPermissions",
      "Effect": "Allow",
      "Action": [
        "ssm:GetParameter",
        "ssm:GetParameters",
        "ssm:GetParametersByPath"
      ],
      "Resource": "arn:aws:ssm:*::parameter/aws/service/sagemaker-distribution/*"
    },
    {
      "Sid": "SageMakerJumpstartS3Access",
      "Effect": "Allow",
      "Action": [
        "s3:GetObject"
      ],
      "Resource": [
        "arn:aws:s3:::jumpstart-cache-prod-*/*"
      ],
      "Condition": {
        "StringNotEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerCrossAccountPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeModelPackage",
        "sagemaker:DescribeModelPackageGroup",
        "sagemaker:BatchDescribeModelPackage",
        "sagemaker:ListModelPackages",
        "sagemaker:CreateModel"
      ],
      "Resource": "*",
      "Condition": {
        "StringNotEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerListTagsRestrictionOnSharedResources",
      "Effect": "Allow",
      "Action": [
        "sagemaker:ListTags"
      ],
      "Resource": [
        "*"
      ],
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerFeatureStorePermission",
      "Effect": "Allow",
      "Action": [
        "sagemaker:*Feature*",
        "sagemaker:*Record"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SageMakerAutoScalingPermissionsWithserviceNamespace",
      "Effect": "Allow",
      "Action": [
        "application-autoscaling:DeregisterScalableTarget",
        "application-autoscaling:PutScalingPolicy",
        "application-autoscaling:PutScheduledAction",
        "application-autoscaling:RegisterScalableTarget"
      ],
      "Resource": "arn:aws:application-autoscaling:*:*:scalable-target/*",
      "Condition": {
        "StringEquals": {
          "application-autoscaling:service-namespace": "sagemaker",
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerAutoScalingPermissions",
      "Effect": "Allow",
      "Action": [
        "application-autoscaling:DescribeScalableTargets",
        "application-autoscaling:DescribeScalingActivities",
        "application-autoscaling:DescribeScalingPolicies",
        "application-autoscaling:DescribeScheduledActions"
      ],
      "Resource": "arn:aws:application-autoscaling:*:*:scalable-target/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerSLRForAutoScalingPermissions",
      "Effect": "Allow",
      "Action": "iam:CreateServiceLinkedRole",
      "Resource": "arn:aws:iam::*:role/aws-service-role/sagemaker.application-autoscaling.amazonaws.com/AWSServiceRoleForApplicationAutoScaling_SageMakerEndpoint",
      "Condition": {
        "StringLike": {
          "iam:AWSServiceName": "sagemaker.application-autoscaling.amazonaws.com"
        }
      }
    },
    {
      "Sid": "SageMakerKmsPermissions",
      "Effect": "Allow",
      "Action": [
        "kms:CreateGrant"
      ],
      "Resource": "arn:aws:kms:*:*:key/${aws:PrincipalTag/KmsKeyId}",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        },
        "StringLike": {
          "kms:ViaService": [
            "sagemaker.*.amazonaws.com"
          ]
        }
      }
    },
    {
      "Sid": "S3AGObjectRead",
      "Effect": "Allow",
      "Action": [
        "s3:GetObject",
        "s3:GetObjectVersion",
        "s3:GetObjectAcl",
        "s3:GetObjectVersionAcl",
        "s3:ListMultipartUploadParts"
      ],
      "Resource": [
        "*"
      ],
      "Condition": {
        "ArnEquals": {
          "s3:AccessGrantsInstanceArn": [
            "arn:aws:s3:*:*:access-grants/default"
          ]
        },
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "S3AGObjectWrite",
      "Effect": "Allow",
      "Action": [
        "s3:PutObject",
        "s3:PutObjectAcl",
        "s3:PutObjectVersionAcl",
        "s3:DeleteObject",
        "s3:DeleteObjectVersion",
        "s3:AbortMultipartUpload"
      ],
      "Resource": [
        "*"
      ],
      "Condition": {
        "ArnEquals": {
          "s3:AccessGrantsInstanceArn": [
            "arn:aws:s3:*:*:access-grants/default"
          ]
        },
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "S3AGBucketLevelReadPermissions",
      "Effect": "Allow",
      "Action": [
        "s3:ListBucket"
      ],
      "Resource": [
        "arn:aws:s3:::*"
      ],
      "Condition": {
        "ArnEquals": {
          "s3:AccessGrantsInstanceArn": [
            "arn:aws:s3:*:*:access-grants/default"
          ]
        },
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "S3AGKMSPermissions",
      "Effect": "Allow",
      "Action": [
        "kms:Decrypt",
        "kms:GenerateDataKey"
      ],
      "Resource": [
        "*"
      ],
      "Condition": {
        "ForAnyValue:StringEquals": {
          "kms:EncryptionContextKeys": "aws:s3:arn"
        },
        "StringLike": {
          "kms:ViaService": "s3.*.amazonaws.com"
        }
      }
    },
    {
      "Sid": "S3AGLocationManagement",
      "Effect": "Allow",
      "Action": [
        "s3:CreateAccessGrantsLocation",
        "s3:DeleteAccessGrantsLocation",
        "s3:GetAccessGrantsLocation"
      ],
      "Resource": [
        "arn:aws:s3:*:*:access-grants/default/*"
      ],
      "Condition": {
        "StringEquals": {
          "s3:accessGrantsLocationScope": "s3://${aws:PrincipalTag/DomainBucketName}/${aws:PrincipalTag/AmazonDataZoneDomain}/${aws:PrincipalTag/AmazonDataZoneProject}/"
        }
      }
    },
    {
      "Sid": "S3AGPermissionManagement",
      "Effect": "Allow",
      "Action": [
        "s3:CreateAccessGrant",
        "s3:DeleteAccessGrant"
      ],
      "Resource": [
        "arn:aws:s3:*:*:access-grants/default/location/*",
        "arn:aws:s3:*:*:access-grants/default/grant/*"
      ],
      "Condition": {
        "StringLike": {
          "s3:accessGrantScope": "s3://${aws:PrincipalTag/DomainBucketName}/${aws:PrincipalTag/AmazonDataZoneDomain}/${aws:PrincipalTag/AmazonDataZoneProject}/*"
        }
      }
    },
    {
      "Sid": "CrossAccountS3AGResourceSharingPermissions",
      "Effect": "Allow",
      "Action": [
        "ram:CreateResourceShare"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        },
        "StringEqualsIfExists": {
          "ram:RequestedResourceType": [
            "s3:AccessGrants"
          ]
        }
      }
    },
    {
      "Sid": "CrossAccountS3AGResourceSharingPolicyPermissions",
      "Effect": "Allow",
      "Action": [
        "s3:PutAccessGrantsInstanceResourcePolicy"
      ],
      "Resource": "arn:aws:s3:*:*:access-grants/default",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "S3AGTaggingPermission",
      "Effect": "Allow",
      "Action": [
        "s3:TagResource",
        "s3:ListTagsForResource"
      ],
      "Resource": [
        "arn:aws:s3:*:*:access-grants/default/location/*",
        "arn:aws:s3:*:*:access-grants/default/grant/*"
      ],
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "ConsumerS3AGPermission",
      "Effect": "Allow",
      "Action": [
        "s3:GetAccessGrantsInstance",
        "s3:GetAccessGrantsInstanceForPrefix",
        "s3:GetDataAccess",
        "s3:ListAccessGrants",
        "s3:ListCallerAccessGrants",
        "ram:GetResourceShareInvitations"
      ],
      "Resource": "*"
    },
    {
      "Sid": "MLAccountDiscovery",
      "Effect": "Allow",
      "Action": [
        "airflow-serverless:ListWorkflow*",
        "airflow-serverless:ListTask*"
      ],
      "Resource": "*"
    },
    {
      "Sid": "AirflowServerlessPermissions",
      "Effect": "Allow",
      "Action": [
        "airflow-serverless:CreateWorkflow",
        "airflow-serverless:DeleteWorkflow",
        "airflow-serverless:GetTaskInstance",
        "airflow-serverless:GetWorkflow",
        "airflow-serverless:GetWorkflowRun",
        "airflow-serverless:ListTagsForResource",
        "airflow-serverless:StartWorkflowRun",
        "airflow-serverless:StopWorkflowRun",
        "airflow-serverless:TagResource",
        "airflow-serverless:UntagResource",
        "airflow-serverless:UpdateWorkflow"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "AirflowCloudwatchLogsActions",
      "Effect": "Allow",
      "Action": [
        "logs:CreateLogStream",
        "logs:CreateLogGroup",
        "logs:PutLogEvents",
        "logs:GetLogEvents",
        "logs:GetLogRecord",
        "logs:GetLogGroupFields",
        "logs:GetQueryResults"
      ],
      "Resource": [
        "arn:aws:logs:*:*:log-group:/aws/mwaa-serverless/${aws:PrincipalTag/AmazonDataZoneDomain}-${aws:PrincipalTag/AmazonDataZoneProject}/*"
      ]
    },
    {
      "Sid": "WorkflowsCreateGrant",
      "Effect": "Allow",
      "Action": [
        "kms:CreateGrant"
      ],
      "Resource": "arn:aws:kms:*:*:key/${aws:PrincipalTag/KmsKeyId}",
      "Condition": {
        "ForAllValues:StringEquals": {
          "kms:GrantOperations": [
            "Decrypt",
            "Encrypt",
            "GenerateDataKey",
            "GenerateDataKeyWithoutPlaintext",
            "RetireGrant"
          ]
        },
        "ForAnyValue:StringEquals": {
          "kms:EncryptionContextKeys": "aws:airflow-serverless:workflow-arn"
        },
        "StringLike": {
          "kms:ViaService": "airflow-serverless.*.amazonaws.com"
        }
      }
    },
    {
      "Sid": "WorkflowsKms",
      "Effect": "Allow",
      "Action": [
        "kms:Decrypt",
        "kms:Encrypt",
        "kms:GenerateDataKey",
        "kms:GenerateDataKeyWithoutPlaintext"
      ],
      "Resource": "arn:aws:kms:*:*:key/${aws:PrincipalTag/KmsKeyId}",
      "Condition": {
        "ForAnyValue:StringEquals": {
          "kms:EncryptionContextKeys": "aws:airflow-serverless:workflow-arn"
        }
      }
    },
    {
      "Sid": "CreateSLR",
      "Effect": "Allow",
      "Action": "iam:CreateServiceLinkedRole",
      "Resource": [
        "arn:aws:iam::*:role/aws-service-role/airflow-serverless.amazonaws.com/AWSServiceRoleForAmazonMWAAServerless",
        "arn:*:iam::*:role/aws-service-role/sagemaker.amazonaws.com/AWSServiceRoleForAmazonSageMakerNotebooks",
        "arn:aws:iam::*:role/aws-service-role/runtime-identity.bedrock-agentcore.amazonaws.com/AWSServiceRoleForBedrockAgentCoreRuntimeIdentity",
        "arn:aws:iam::*:role/aws-service-role/network.bedrock-agentcore.amazonaws.com/AWSServiceRoleForBedrockAgentCoreNetwork",
        "arn:aws:iam::*:role/aws-service-role/bedrock-agentcore.amazonaws.com/AWSServiceRoleForBedrockAgentCoreGatewayNetwork",
        "arn:aws:iam::*:role/aws-service-role/identity-network.bedrock-agentcore.amazonaws.com/AWSServiceRoleForBedrockAgentCoreIdentity"
      ]
    },
    {
      "Sid": "DataZoneUserPermissions",
      "Effect": "Allow",
      "Action": [
        "datazone:GenerateCode",
        "datazone:CreateAsset*",
        "datazone:Get*",
        "datazone:CreateListingChangeSet",
        "datazone:CreateSubscriptionRequest",
        "datazone:RevokeSubscription",
        "datazone:List*",
        "datazone:Search*",
        "datazone:*Message*",
        "datazone:*Conversation*",
        "datazone:*Cell*",
        "datazone:*Notebook*",
        "datazone:*Compute*",
        "datazone:*Agent*",
        "datazone:*DataApp*"
      ],
      "Resource": "*"
    },
    {
      "Sid": "AthenaSession",
      "Effect": "Allow",
      "Action": [
        "athena:GetSessionEndpoint",
        "athena:GetResourceDashboard",
        "athena:TagResource"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}"
        }
      }
    },
    {
      "Sid": "SQLWorkBenchMLActionsWithResourceType",
      "Effect": "Allow",
      "Action": [
        "sqlworkbench:GetConnection"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceTag/AmazonDataZoneProject": "${aws:PrincipalTag/AmazonDataZoneProject}",
          "aws:ResourceTag/sqlworkbench-resource-owner": "${aws:userid}"
        }
      }
    },
    {
      "Sid": "ACIdentityDirectory",
      "Effect": "Allow",
      "Action": [
        "bedrock-agentcore:CreateWorkloadIdentity",
        "bedrock-agentcore:DeleteWorkloadIdentity"
      ],
      "Resource": "arn:*:bedrock-agentcore:*:*:workload-identity-directory/default",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "ACGatewayWorkloadIdentity",
      "Effect": "Allow",
      "Action": "bedrock-agentcore:CreateWorkloadIdentity",
      "Resource": "arn:*:bedrock-agentcore:*:*:workload-identity-directory/default/workload-identity/*",
      "Condition": {
        "Null": {
          "aws:ResourceTag/AmazonDataZoneProject": "true"
        },
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "ACUnscoped",
      "Effect": "Allow",
      "Action": [
        "xray:GetTraceSegmentDestination",
        "xray:GetSamplingRules",
        "xray:GetSamplingTargets",
        "xray:PutTraceSegments",
        "xray:PutTelemetryRecords",
        "tag:GetResources"
      ],
      "Resource": "*"
    },
    {
      "Sid": "ACLogsQuery",
      "Effect": "Allow",
      "Action": [
        "logs:StartQuery",
        "logs:GetQueryResults"
      ],
      "Resource": [
        "arn:aws:logs:*:*:log-group:/aws/bedrock-agentcore/runtimes/*",
        "arn:aws:logs:*:*:log-group:aws/spans"
      ],
      "Condition": {
        "ForAnyValue:StringEquals": {
          "aws:CalledVia": "bedrock-agentcore.amazonaws.com"
        },
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "ACLogRetention",
      "Effect": "Allow",
      "Action": "logs:PutRetentionPolicy",
      "Resource": "arn:aws:logs:*:*:log-group:/aws/bedrock-agentcore/*",
      "Condition": {
        "ForAnyValue:StringEquals": {
          "aws:CalledVia": "bedrock-agentcore.amazonaws.com"
        },
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "ACResourcePolicy",
      "Effect": "Allow",
      "Action": [
        "logs:PutResourcePolicy"
      ],
      "Resource": "arn:aws:logs:*:*:log-group:/aws/bedrock-agentcore/runtimes/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SSOReadOnlyPermissions",
      "Effect": "Allow",
      "Action": [
        "identitystore:DescribeUser",
        "identitystore:DescribeGroup",
        "sso:DescribeInstance",
        "sso:DescribeApplication"
      ],
      "Resource": "*",
      "Condition": {
        "Bool": {
          "aws:ViaAWSService": "true"
        }
      }
    }
  ]
}

Version history

Current version v47, edited by AWS on 2026-10-29. Version history is recorded from 2026-11-11. Earlier versions are in the IAM console under Policy versions.

Attach snippets

aws iam attach-role-policy --role-name ROLE_NAME --policy-arn arn:aws:iam::aws:policy/SageMakerStudioProjectRoleMachineLearningPolicy
aws iam attach-user-policy --user-name USER_NAME --policy-arn arn:aws:iam::aws:policy/SageMakerStudioProjectRoleMachineLearningPolicy
aws iam attach-group-policy --group-name GROUP_NAME --policy-arn arn:aws:iam::aws:policy/SageMakerStudioProjectRoleMachineLearningPolicy

Resources:
  ExampleRole:
    Type: AWS::IAM::Role
    Properties:
      AssumeRolePolicyDocument: {}  # replace with your trust policy
      ManagedPolicyArns:
        - arn:aws:iam::aws:policy/SageMakerStudioProjectRoleMachineLearningPolicy

resource "aws_iam_role_policy_attachment" "sagemakerstudioprojectrolemachinelearningpolicy" {
  role       = aws_iam_role.example.name
  policy_arn = "arn:aws:iam::aws:policy/SageMakerStudioProjectRoleMachineLearningPolicy"
}

role.addManagedPolicy(
  iam.ManagedPolicy.fromAwsManagedPolicyName("SageMakerStudioProjectRoleMachineLearningPolicy"),
);

Sources

Pending editorial review. No editorial sources are listed yet.

• Official AWS reference for SageMakerStudioProjectRoleMachineLearningPolicy
• Report a data issue