Mlops

---
name: mlops
title: Plan and run MLOps
summary: Router for MLOps work on Snowflake — assess maturity, pick promotion patterns, and implement CI/CD, monitoring, and governance.
description: "Use when a developer or data engineer wants to assess MLOps maturity, design a promotion strategy (Code/Model/Hybrid), or implement MLOps capabilities (CI/CD, monitoring, retraining, governance) on Snowflake for traditional ML or LLM/GenAI workloads. Triggers: mlops, mlops maturity, mlops assessment, mlops strategy, mlops pattern, mlops framework, model promotion, ml ci/cd, ml monitoring, llmops, rag pipeline ops, fine-tuning ops."
prompt: Help me set up MLOps on Snowflake for my ML project.
language: en
status: Published
author: Snowflake Solutions Team
type: snowflake
tools:
  - snowflake_sql_execute
  - Bash
  - Read
  - Write
  - Edit
  - Glob
  - Grep
---

# Plan and run MLOps

## Overview

Router skill for operationalizing ML and LLM/GenAI workloads on Snowflake. It covers the *process and governance layer* — when to promote, what gates to enforce, what to monitor, how to roll back. It does **not** cover SDK-level code (model registration, feature store APIs, training loops) — that belongs to the `machine-learning` skill.… load the full skill through Skill Me