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AWS sagemaker documentation change

Service: sagemaker · 2025-07-25 · Documentation medium

File: sagemaker/latest/dg/remote-access-remote-setup.md

Summary

Restructured documentation with step-by-step guidance, added ABAC/VPC/filtering links, and detailed remote access activation process

Security assessment

Adds documentation about security features like IAM permission configurations, authentication methods (IAM/IdC), and access control mechanisms. While security-related, there's no evidence of addressing a specific vulnerability.

Diff

diff --git a/sagemaker/latest/dg/remote-access-remote-setup.md b/sagemaker/latest/dg/remote-access-remote-setup.md
index c5f316da4..580196e85 100644
--- a//sagemaker/latest/dg/remote-access-remote-setup.md
+++ b//sagemaker/latest/dg/remote-access-remote-setup.md
@@ -5 +5 @@
-Configure security and permissions
+Step 1: Configure security and permissionsStep 2: Enable remote access for your space
@@ -20 +20,27 @@ Different connection methods require different IAM permissions. Configure the ap
-## Configure security and permissions
+###### Topics
+
+  * Step 1: Configure security and permissions
+
+  * Step 2: Enable remote access for your space
+
+  * [Advanced access control](./remote-access-remote-setup-abac.html)
+
+  * [Set up Studio to run with subnets without internet access within a VPC](./remote-access-remote-setup-vpc-subnets-without-internet-access.html)
+
+  * [Set up automated Studio space filtering when using the AWS Toolkit](./remote-access-remote-setup-filter.html)
+
+
+
+
+## Step 1: Configure security and permissions
+
+###### Topics
+
+  * Method 1: Deep link permissions
+
+  * Method 2: AWS Toolkit permissions
+
+  * Method 3: SSH terminal permissions
+
+
+
@@ -24 +50 @@ Different connection methods require different IAM permissions. Configure the ap
-For users connecting via deep links from the SageMaker AI UI, use the following permission and attach it to your SageMaker AI [space execution role](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-roles.html#sagemaker-roles-get-execution-role-space) or [domain execution role](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-roles.html#sagemaker-roles-get-execution-role). If the space execution role is not configured, the domain execution role is used by default.
+For users connecting via deep links from the SageMaker UI, use the following permission and attach it to your SageMaker AI [space execution role](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-roles.html#sagemaker-roles-get-execution-role-space) or [domain execution role](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-roles.html#sagemaker-roles-get-execution-role). If the space execution role is not configured, the domain execution role is used by default.
@@ -50 +76 @@ For users connecting through the AWS Toolkit for Visual Studio Code extension, a
-  * For IAM authentication, attach this policy to the IAM user or role.
+  * For IAM authentication, attach this policy to the IAM user or role
@@ -52 +78 @@ For users connecting through the AWS Toolkit for Visual Studio Code extension, a
-  * For IdC authentication, attach this policy to the [Permission sets](https://docs.aws.amazon.com/singlesignon/latest/userguide/permissionsetsconcept.html) managed by the IdC.
+  * For IdC authentication, attach this policy to the [Permission sets](https://docs.aws.amazon.com/singlesignon/latest/userguide/permissionsetsconcept.html) managed by the IdC
@@ -121 +145 @@ After setup, users can run `ssh my_studio_space_abc` to start up the space. For
-###### Topics
+## Step 2: Enable remote access for your space
@@ -123 +147 @@ After setup, users can run `ssh my_studio_space_abc` to start up the space. For
-  * [Advanced access control](./remote-access-remote-setup-abac.html)
+After you set up the permissions, you must toggle on **Remote Access** and start your space in Studio before the user can connect using their local VS Code. This setup only needs to be done once.
@@ -125 +149 @@ After setup, users can run `ssh my_studio_space_abc` to start up the space. For
-  * [Set up Studio to run with subnets without internet access within a VPC](./remote-access-remote-setup-vpc-subnets-without-internet-access.html)
+###### Note
@@ -127 +151,13 @@ After setup, users can run `ssh my_studio_space_abc` to start up the space. For
-  * [Set up automated Studio space filtering when using the AWS Toolkit](./remote-access-remote-setup-filter.html)
+If your users are connecting using Method 2: AWS Toolkit permissions, you do not necessarily need this step. AWS Toolkit for Visual Studio users can enable remote access from the Toolkit.
+
+###### Activate remote access for your Studio space
+
+  1. [Launch Amazon SageMaker Studio](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-updated-launch.html#studio-updated-launch-console).
+
+  2. Open the Studio UI.
+
+  3. Navigate to your space.
+
+  4. In the space details, toggle on **Remote Access**.
+
+  5. Choose **Run space**.