diff --git a/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider.go b/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider.go
index 3117b1c73654..26eff930c0bd 100644
--- a/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider.go
+++ b/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider.go
@@ -115,6 +115,13 @@ func (aws *awsCloudProvider) NodeGroupForNode(node *apiv1.Node) (cloudprovider.N
 		klog.Warningf("Node %v has no providerId", node.Name)
 		return nil, nil
 	}
+
+	// Skip SageMaker HyperPod instances
+	if strings.HasPrefix(node.GetName(), "hyperpod") {
+		klog.V(4).Infof("Skipping SageMaker HyperPod node %s", node.Name)
+		return nil, nil
+	}
+
 	ref, err := AwsRefFromProviderId(node.Spec.ProviderID)
 	if err != nil {
 		// Dropping this into V as it will be noisy with many Hybrid Nodes
@@ -143,6 +150,11 @@ func (aws *awsCloudProvider) HasInstance(node *apiv1.Node) (bool, error) {
 		return true, cloudprovider.ErrNotImplemented
 	}
 
+	// Skip SageMaker HyperPod instances
+	if strings.HasPrefix(node.GetName(), "hyperpod") {
+		return true, cloudprovider.ErrNotImplemented
+	}
+
 	// avoid log spam for not autoscaled asgs:
 	//   Nodes that belong to an asg that is not autoscaled will not be found in the asgCache below,
 	//   so do not trigger warning spam by returning an error from being unable to find them.
@@ -205,10 +217,19 @@ type AwsInstanceRef struct {
 }
 
 var validAwsRefIdRegex = regexp.MustCompile(fmt.Sprintf(`^aws\:\/\/\/[-0-9a-z]*\/[-0-9a-z]*(\/[-0-9a-z\.]*)?$|aws\:\/\/\/[-0-9a-z]*\/%s.*$`, placeholderInstanceNamePrefix))
+var sageMakerRefIdRegex = regexp.MustCompile(`^aws:///[-0-9a-z]+/sagemaker/.*$`)
 
 // AwsRefFromProviderId creates AwsInstanceRef object from provider id which
 // must be in format: aws:///zone/name
 func AwsRefFromProviderId(id string) (*AwsInstanceRef, error) {
+	// Special case for SageMaker format: aws:///<region>/sagemaker/...
+	if sageMakerRefIdRegex.MatchString(id) {
+		return &AwsInstanceRef{
+			ProviderID: id,
+			Name:       "sagemaker-node",
+		}, nil
+	}
+
 	if validAwsRefIdRegex.FindStringSubmatch(id) == nil {
 		return nil, fmt.Errorf("wrong id: expected format aws:///<zone>/<name>, got %v", id)
 	}
@@ -313,6 +334,11 @@ func (ng *AwsNodeGroup) DecreaseTargetSize(delta int) error {
 
 // Belongs returns true if the given node belongs to the NodeGroup.
 func (ng *AwsNodeGroup) Belongs(node *apiv1.Node) (bool, error) {
+	// Skip SageMaker HyperPod instances
+	if strings.HasPrefix(node.GetName(), "hyperpod") {
+		return false, nil
+	}
+
 	ref, err := AwsRefFromProviderId(node.Spec.ProviderID)
 	if err != nil {
 		return false, err
diff --git a/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider_test.go b/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider_test.go
index 1910f8752fd5..1c6bbed8ef3b 100644
--- a/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider_test.go
+++ b/cluster-autoscaler/cloudprovider/aws/aws_cloud_provider_test.go
@@ -725,8 +725,21 @@ func TestHasInstance(t *testing.T) {
 	assert.Equal(t, cloudprovider.ErrNotImplemented, err)
 	assert.True(t, present)
 
-	// Case 3: correct node - not present in AWS
+	// Case 3: incorrect node - sagemaker hyperpod is unsupported
 	node3 := &apiv1.Node{
+		ObjectMeta: metav1.ObjectMeta{
+			Name: "hyperpod-node-1",
+		},
+		Spec: apiv1.NodeSpec{
+			ProviderID: "aws:///use1-az2/sagemaker/cluster/hyperpod-abc123-i-abc123",
+		},
+	}
+	present, err = provider.HasInstance(node3)
+	assert.Equal(t, cloudprovider.ErrNotImplemented, err)
+	assert.True(t, present)
+
+	// Case 4: correct node - not present in AWS
+	node4 := &apiv1.Node{
 		ObjectMeta: metav1.ObjectMeta{
 			Name: "node-2",
 		},
@@ -734,12 +747,12 @@ func TestHasInstance(t *testing.T) {
 			ProviderID: "aws:///us-east-1a/test-instance-id-2",
 		},
 	}
-	present, err = provider.HasInstance(node3)
+	present, err = provider.HasInstance(node4)
 	assert.ErrorContains(t, err, nodeNotPresentErr)
 	assert.False(t, present)
 
-	// Case 4: correct node - not autoscaled -> not present in AWS -> no warning
-	node4 := &apiv1.Node{
+	// Case 5: correct node - not autoscaled -> not present in AWS -> no warning
+	node5 := &apiv1.Node{
 		ObjectMeta: metav1.ObjectMeta{
 			Name: "node-2",
 			Annotations: map[string]string{
@@ -750,7 +763,7 @@ func TestHasInstance(t *testing.T) {
 			ProviderID: "aws:///us-east-1a/test-instance-id-2",
 		},
 	}
-	present, err = provider.HasInstance(node4)
+	present, err = provider.HasInstance(node5)
 	assert.NoError(t, err)
 	assert.False(t, present)
 }