# Govern models with MLflow and Amazon SageMaker AI Model Registry sync: Part 2

DevFeed: [Govern models with MLflow and Amazon SageMaker AI Model Registry sync: Part 2](<https://devfeed.tech/articles/govern-models-with-mlflow-and-amazon-sagemaker-ai-model-registry-sync-part-2-4732.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/govern-models-with-mlflow-and-amazon-sagemaker-ai-model-registry-sync-part-2/>)

Author: Melanie Li

Published: 2026-09-08T17:03:50Z

Content type: article

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Amazon SageMaker AI](<https://devfeed.tech/topics/amazon-sagemaker-ai.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [amazon-sagemaker-ai](<https://devfeed.tech/tags/amazon-sagemaker-ai.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-identity-and-access-management-iam](<https://devfeed.tech/tags/aws-identity-and-access-management-iam.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [model](<https://devfeed.tech/tags/model.md>), [sync](<https://devfeed.tech/tags/sync.md>)

## AI overview

This article describes cross-account model-governance patterns for managed MLflow and Amazon SageMaker AI Model Registry sync. It covers hub-and-spoke and hybrid topologies, IAM-based roles, and CI/CD deployment of approved models.

## Source excerpt

Governing models across accounts is the next step after automatic model registration. This post extends managed MLflow and Amazon SageMaker AI Model Registry sync to two cross-account governance topologies: a hub-and-spoke pattern that centralizes governance with AWS RAM, and a hybrid pattern that keeps development accounts isolated.