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AWS sagemaker documentation change

Service: sagemaker · 2026-07-01 · Documentation low

File: sagemaker/latest/dg/debugger-enable-tensorboard-summaries.md

Summary

Added deprecation notice for Debugger (closing to new customers after 6/30/26) and removed legacy SageMaker Python SDK v2 code examples

Security assessment

The change adds a service deprecation notice without mentioning any security vulnerabilities. The removed content is legacy SDK examples unrelated to security.

Diff

diff --git a/sagemaker/latest/dg/debugger-enable-tensorboard-summaries.md b/sagemaker/latest/dg/debugger-enable-tensorboard-summaries.md
index ecf8a69ca..444a50164 100644
--- a//sagemaker/latest/dg/debugger-enable-tensorboard-summaries.md
+++ b//sagemaker/latest/dg/debugger-enable-tensorboard-summaries.md
@@ -8,0 +9,4 @@
+###### Note
+
+After careful consideration, we have made the decision to close new customer access to Amazon Sagemaker Debugger, effective 6/30/26. Existing customers can continue to use the service as normal. AWS continues to invest in security and availability improvements for Debugger, but we do not plan to introduce new features. For more information, see [Debugger availability change](./debugger-availability-change.html). 
+
@@ -61,3 +64,0 @@ For more information about the Debugger configuration APIs, see the Debugger `[C
-SageMaker Python SDK v3
-    
-    
@@ -74,13 +74,0 @@ SageMaker Python SDK v3
-SageMaker Python SDK v2 (Legacy)
-    
-    
-        from sagemaker.estimator import Estimator
-    
-    estimator = Estimator(
-        ...
-        # Debugger parameters
-        debugger_hook_config=hook_config,
-        tensorboard_output_config=tensorboard_output_config
-    )
-    estimator.fit()
-