Home icon

HyperPod enhances ML infrastructure with security and storage

Machine Learning Blog



This article announces new security and storage enhancements for Amazon SageMaker HyperPod, a purpose-built infrastructure for foundation model training and inference at scale.

  • Customer Managed Keys (CMK) support enables encryption of EBS volumes with customer-controlled keys for compliance
  • CMK support allows independent encryption of root and secondary volumes with different keys per instance group
  • Custom AMIs can be encrypted with CMK independently of volume encryption
  • Amazon EBS CSI driver support enables dynamic, Pod-level storage management for Kubernetes volumes
  • EBS CSI driver supports both ephemeral and persistent volumes for large-scale AI workloads
  • Volume resizing capability allows dynamic expansion of storage without cluster recreation
  • Features require HyperPod cluster with Amazon EKS orchestration and continuous node provisioning

These enhancements make SageMaker HyperPod more enterprise-ready by providing enhanced security governance and flexible storage options for foundation model training and deployment.



Go to article

The AWS News Feed is currently looking for gold sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.

Related articles

Aug 22
2025
Amazon SageMaker HyperPod enhances ML infrastructure with scalability and customizability
Nov 25
2025
HyperPod now supports Multi-Instance GPU to maximize GPU utilization for generative AI tasks
Nov 26
2025
SageMaker HyperPod now supports Managed tiered KV cache and intelligent routing
Apr 10
2025
Reduce ML training costs with Amazon SageMaker HyperPod

The AWS News Feed is currently looking for silver sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.