InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now. Learn more →
MLflow Alternatives
Similar projects and alternatives to MLflow
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InfluxDB
InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
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Grafana
The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.
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Pandas
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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Stream
Stream - Scalable APIs for Chat, Feeds, Moderation, & Video. Stream helps developers build engaging apps that scale to millions with performant and flexible Chat, Feeds, Moderation, and Video APIs and SDKs powered by a global edge network and enterprise-grade infrastructure.
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vertex-ai-samples
Notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage machine learning and generative AI workflows using Google Cloud Vertex AI.
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clearml
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
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wandb
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better MLflow alternative or higher similarity.
MLflow discussion
MLflow reviews and mentions
Posts with mentions or reviews of MLflow.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2025-06-20.
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DevOps, MLOps, or Platform Engineering, In 2025, who will own the pipeline?
MLflow or Weights & Biases for experiment tracking
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Top 10 Open-source AI/ML platform engineering tools
MLflow
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Future AI Deployment: Automating Full Lifecycle Management with Rollback Strategies and Cloud Migration
AI Model Lifecycle Management:MLflow Documentation
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10 Must-Know Open Source Platform Engineering Tools for AI/ML Workflows
MLflow provides developers with comprehensive tools for managing the entire ML lifecycle. Its four primary components—tracking, models, projects, and model registry—facilitate efficient, reproducible, and scalable ML pipeline building.
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Python in DevOps: Automation, Efficiency, and Scalability
MLOps elevates DevOps principles to AI workloads. The new frontiers of DevOps are managing large model training jobs, handling GPUs, and automating ML pipelines. Python tools like MLflow and Kubeflow make this possible.
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AIOps, DevOps, MLOps, LLMOps – What’s the Difference?
Model management: MLflow, Kubeflow are used for managing the deployment and lifecycle of models.
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Understanding the MLOps Lifecycle
Popular tools for model development are TensorFlow, MLFlow, and PyTorch.
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How to Use KitOps with MLflow
As artificial intelligence (AI) projects grow in complexity, managing dependencies, maintaining reproducibility, and deploying models efficiently become critical challenges. These processes require tools that can streamline development, tracking, and deployment. Tools like KitOps and MLflow simplify these workflows by automating key aspects of the machine learning (ML) project lifecycle. KitOps simplifies the AI project setup, while MLflow keeps track of and manages the machine learning experiments. With these tools, developers can create robust, scalable, and reproducible ML pipelines at scale.
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20 Open Source Tools I Recommend to Build, Share, and Run AI Projects
MLflow is an open source platform for managing the machine learning project lifecycle, from model development to deployment and performance evaluation. It is beneficial for several reasons.
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Top 10 MLOps Tools for 2025
6. MLflow
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A note from our sponsor - InfluxDB
www.influxdata.com | 18 Jul 2025
Stats
Basic MLflow repo stats
76
21,215
9.9
5 days ago
mlflow/mlflow is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of MLflow is Python.
Sponsored
InfluxDB – Built for High-Performance Time Series Workloads
InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
www.influxdata.com
Review ★★★★☆ 7/10