Introduction

Learn about the ZenML Pro features and deployment scenarios.

What is ZenML Pro?

The Pro version of ZenML extends the Open Source product with advanced features for enterprise-grade MLOps. It provides multi-user collaboration, role-based access control, flexible deployment options, and professional support to help teams scale their ML operations.

Walkthrough of ZenML Model Control Plane

To get access to ZenML Pro, book a call.

ZenML OSS vs Pro Feature Comparison

Feature Category	ZenML OSS	ZenML Pro
User Management	Single-user mode	Multi-user support with SSO, organizations, and teams
Access Control	❌ No RBAC	Full role-based access control with customizable permissions
Multi-tenancy	❌ No workspaces/projects	Workspaces and projects for team and resource isolation
ZenML Web UI	Basic pipeline and run visualization	Pro UI with Model Control Plane, Artifact Control Plane, and comparison views
Pipeline Execution	Run pipelines via SDK/CLI	Run pipelines from the UI, manage schedules through the UI, triggers
Stack Configuration	User-managed stacks	Advanced stack configurations with workspace/project-level restrictions for platform teams
Security	Community updates	Prioritized security patches, SOC 2 and ISO 27001 certification
Deployment	Self-hosted only	SaaS, Hybrid, or Self-hosted options
Support	Community support	Professional support included (SaaS deployments)
Reporting	Basic run tracking	Advanced usage reports and analytics
Core Features	✅ Run pipelines on stacks ✅ Full observability over runs ✅ Artifact tracking	✅ All OSS features ✅ Run Snapshots ✅ Model Control Plane ✅ Artifact Control Plane ✅ Enhanced filtering and search

Security & Compliance

All ZenML Pro deployments include:

• ✅ SOC 2 Type II certification

• ✅ ISO 27001 certification

• ✅ Vulnerability Assessment Reports available on request

• ✅ Software Bill of Materials (SBOM) available on request

Documentation Guide

This documentation is organized to help you understand, deploy, and manage ZenML Pro:

Section	Description
System Architecture	How ZenML Pro services (Control Plane, Workspace Server, Workload Manager) communicate and interact
Scenarios	Decision guide to help you choose between SaaS, Hybrid, and Self-hosted deployments
Configuration Details	Reference for configurable options, environment variables, and permissions for each component
Upgrades and Updates	How to upgrade each ZenML Pro component
Core Concepts	Organizations, Workspaces, Projects, Teams, and Hierarchy
Access Management	Roles, Permissions, Service Accounts, and Secrets

Pro Feature Details

Workspaces

Isolated environments for teams and projects

Organizations

Top-level entity for managing users and teams

Teams

Group users for simplified access management

Roles

Customizable role-based access control

Projects

Organize work within workspaces

Snapshots

Trigger pipelines from dashboard, SDK, CLI, or REST API

Deployment Options

SaaS, Hybrid, or Full On-Prem deployments