Question: 38 I Which HPE software enables secure multi-tenancy for AI workloads?

HPE Ezmeral Runtime Enterprise is a unified container platform designed to run both cloud-native and non-cloud-native applications at scale. It is built on Kubernetes and provides a secure, multi-tenant architecture. This allows different teams or projects (tenants) to share the same physical infrastructure while maintaining logical isolation for their data, compute resources, and AI/ML workloads. The platform uses Kubernetes namespaces, role-based access control (RBAC), and resource quotas to enforce this secure separation, making it the ideal HPE solution for managing shared AI environments.

B. Windows Server: This is a Microsoft operating system, not an HPE software product as specified in the question.
C. Linux cron jobs: This is a standard time-based job scheduler in Unix-like operating systems; it does not provide a platform for multi-tenancy or workload management for AI.
D. VMware Workstation: This is a desktop virtualization product from VMware, not HPE. It is not designed for enterprise-scale, secure multi-tenancy of AI workloads.

1. HPE Ezmeral Runtime Enterprise Data Sheet: "HPE Ezmeral Runtime Enterprise is the industry’s first enterprise-grade container platform... It provides multi-cluster

multi-tenant management for containerized applications with persistent storage

for a complete solution to orchestrate both cloud-native and non-cloud-native applications. It is purpose-built for data-intensive

AI / ML

and stateful application workloads..."

Source: HPE Ezmeral Runtime Enterprise Data Sheet

Document ID: a00103212enw

Page 1

"Key features and benefits" section.

2. HPE Ezmeral Runtime Enterprise Technical White Paper: "HPE Ezmeral Runtime Enterprise provides a secure

multi-tenant environment by leveraging Kubernetes tenants (based on Kubernetes namespaces) with role-based access control (RBAC) and resource quotas. This allows IT to securely share resources among multiple lines of business or project teams

while providing application users with self-service access to their own dedicated environments."

Source: HPE Ezmeral Runtime Enterprise 5.4 Technical White Paper

Document ID: a50003718enw

Page 6

"Secure multi-tenancy" section.

3. HPE Ezmeral Software Documentation: "HPE Ezmeral Runtime Enterprise provides a secure

multi-tenant environment by leveraging Kubernetes tenants (based on Kubernetes namespaces) with role-based access control (RBAC) and resource quotas."

Source: HPE Ezmeral Runtime Enterprise 5.5.x Documentation

"Key Features" section.