Multi-tenancy and isolation in MLOps - Cheat Sheet & Quick Revision

Recall & Review

beginner

What is multi-tenancy in MLOps?

Multi-tenancy means multiple users or teams share the same MLOps platform or resources, but their data and models stay separate and secure.

beginner

Why is isolation important in multi-tenant MLOps environments?

Isolation keeps each tenant's data, models, and compute separate to prevent interference, data leaks, and security risks.

intermediate

Name two common methods to achieve isolation in multi-tenant MLOps platforms.

1. Using containers or virtual machines to separate compute environments. 2. Applying strict access controls and namespaces for data and resources.

intermediate

How does resource quota help in multi-tenancy?

Resource quotas limit how much CPU, memory, or storage each tenant can use, preventing one tenant from using all resources and affecting others.

beginner

What is a namespace in the context of multi-tenant MLOps platforms?

A namespace is a way to group and isolate resources like models, data, and jobs for each tenant, so they don’t mix or interfere.

What does multi-tenancy allow in an MLOps platform?

A All users share the same data and models

B Multiple users share the platform but keep data separate

C Only one user can use the platform at a time

D Users cannot run models simultaneously

Multi-tenancy means multiple users share the platform but their data and models remain isolated.

Which method helps isolate compute environments in multi-tenant MLOps?

A Containers or virtual machines

B Sharing a single server without separation

C Using the same user account for all tenants

D Disabling access controls

Containers or virtual machines create separate environments for each tenant to isolate compute resources.

What is the purpose of resource quotas in multi-tenancy?

A Allow unlimited resource use for all tenants

B Share resources equally without limits

C Limit resource use per tenant to prevent overload

D Disable resource monitoring

Resource quotas limit how much each tenant can use to avoid one tenant affecting others.

Which of the following best describes a namespace?

A A network protocol

B A type of machine learning model

C A shared data storage for all tenants

D A group that isolates tenant resources

Namespaces group and isolate resources for each tenant to prevent interference.

Why is isolation critical in multi-tenant MLOps?

A To prevent data leaks and interference

B To allow all tenants to share data freely

C To reduce platform security

D To slow down model training

Isolation protects tenant data and operations from being accessed or affected by others.

Explain what multi-tenancy means in MLOps and why it is useful.

Think about how many teams can work on the same system safely.

Describe how isolation is achieved in multi-tenant MLOps environments.

Consider both technical tools and policies that keep tenants separate.