Flyte

Overview

Flyte is an open-source orchestration platform for data and machine learning pipelines. It manages workflows, versioning, and resource allocation across compute clusters using a Go-based backend.

Best for

Best for
Teams building and scaling production ML pipelines on Kubernetes

Use cases

• Automate multi-step ML training and evaluation pipelines
• Schedule and monitor data processing workflows at scale
• Version and reproduce complex AI experiments

Notes

Flyte is an open-source orchestration platform for data and machine learning pipelines. It manages workflows, versioning, and resource allocation across compute clusters using a Go-based backend.

7,056 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.

Use cases

• Automate multi-step ML training and evaluation pipelines
• Schedule and monitor data processing workflows at scale
• Version and reproduce complex AI experiments

Pros

• Strong workflow versioning and reproducibility
• Handles dynamic, complex dependencies between tasks
• Active community with 7,000+ GitHub stars

Cons

• Steep learning curve for new users unfamiliar with Kubernetes
• Limited native support for non-Kubernetes environments
• Documentation can be sparse for advanced use cases

Indexed from awesome-llmops and enriched against its public facts.