MLOps

MLflow

Open source platform for the ML lifecycle

Website

mlflow/mlflow

28.0k

GitHub stars

+4.9% over tracked period

172

Active job listings

Listings mentioning "MLflow"

25.3M

PyPI downloads/month

-31.1% over tracked period

6.3k

GitHub forks

Contributor and adoption proxy

Skills that appear with MLflow

Most commonly listed alongside MLflow in active job postings — worth pairing together.

Python1.32%

Machine Learning1.09%

AWS0.96%

Docker0.89%

Kubernetes0.82%

LLMs / GenAI0.72%

PyTorch0.69%

Spark0.63%

RAG0.59%

Airflow0.56%

SQL0.53%

AI Agents0.53%

% = share of MLflow job listings that also mention this skill

Is MLflow worth learning in 2026?

MLflow currently appears in 172 active job listings across the roles we track — a direct signal of employer demand.

The GitHub repository has 28.0k stars, growing 4.9% over the tracked period. High star counts combined with job demand are the strongest signal when evaluating a tool to invest in.

With 25.3M monthly PyPI downloads, MLflow has broad ecosystem adoption beyond listed jobs — a sign teams are using it in production.

In job listings, MLflow most frequently appears alongside Python, Machine Learning, AWS. Pairing these skills strengthens your profile significantly.

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GitHub data via GitHub REST API · Downloads via pypistats.org · Job data from active listings · Updated weekly