Outerbounds simplifies Kubeflow with a managed platform for building, tracking, and scaling ML workflows—no YAML or Kubernetes expertise needed.

A Better Alternative to Kubeflow: Simplified, Scalable, and Python-First

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Join our office hours for a live demo! Whether you're curious about Outerbounds or have specific questions - nothing is off limits.

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A Better Way to Leverage Kubernetes for ML

Kubeflow makes Kubernetes accessible for ML, but Outerbounds makes it seamless. By abstracting complexity, Outerbounds enables data scientists to define workflows in Python, avoid YAML, and focus on ML development. With a fully managed platform that integrates compute, orchestration, and tracking, Outerbounds delivers faster time-to-value and a unified MLOps experience—all without the operational overhead.

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Simplified Kubernetes Integration

Python Workflows, No YAML

Define workflows entirely in Python while Outerbounds abstracts Kubernetes complexity. No YAML configs or deep Kubernetes expertise needed—just efficient, accessible ML workflows.

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Fully Managed Platform

Infrastructure, Handled for You

Outerbounds deploys, updates, and manages your Kubernetes-based ML platform. Spend less time on infrastructure and more time on delivering impactful ML projects.

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Unified and Scalable MLOps

From Experimentation to Production

Outerbounds combines orchestration, tracking, and deployment into one integrated platform. Scale seamlessly across teams and clouds without piecing together tools.

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Cloud-Agnostic and Cost-Efficient

Optimize Resources Across Clouds

Avoid vendor lock-in with multi-cloud support and built-in tools for optimizing compute spend. Scale your ML workflows without unnecessary overhead or reconfiguration.

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Start building today

Drop in any Friday at 9am PT for an open Q&A with our team. Whether you're curious about Outerbounds or have specific questions — nothing is off limits.

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Trusted by the best

Been using metaflow for a while now, and love it. At its best, it hugely speeds up our development cycles
Harvey Pratt
Chief Executive Officer
Decoration