diff --git a/src/sagemaker/utils.py b/src/sagemaker/utils.py
index 45509f65f6..cc42896cf5 100644
--- a/src/sagemaker/utils.py
+++ b/src/sagemaker/utils.py
@@ -1457,11 +1457,11 @@ def volume_size_supported(instance_type: str) -> bool:
         # Any instance type with a "d" in the instance family (i.e. c5d, p4d, etc)
         # + g5 or g6 or p5 does not support attaching an EBS volume.
         family = parts[0]
-        return (
-            "d" not in family
-            and not family.startswith("g5")
-            and not family.startswith("g6")
-            and not family.startswith("p5")
+
+        unsupported_families = ["g5", "g6", "p5", "trn1"]
+
+        return "d" not in family and not any(
+            family.startswith(prefix) for prefix in unsupported_families
         )
     except Exception as e:
         raise ValueError(f"Failed to parse instance type '{instance_type}': {str(e)}")
diff --git a/tests/unit/test_utils.py b/tests/unit/test_utils.py
index 2f0fd77580..3284d966e2 100644
--- a/tests/unit/test_utils.py
+++ b/tests/unit/test_utils.py
@@ -1815,6 +1815,8 @@ def test_volume_size_not_supported(self):
             "local",
             "local_gpu",
             ParameterString(name="InstanceType", default_value="ml.m4.xlarge"),
+            "ml.trn1.32xlarge",
+            "ml.trn1n.32xlarge",
         ]
 
         for instance in instances_that_dont_support_volume_size: