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Anyscale vs Umami: 2026 Comparison

Anyscale Umami
Overview Scalable AI compute platform built on Ray for deploying and fine-tuning large language models in production. Umami is a simple and fast open-source website analytics alternative focused on privacy. It is self-hosted and provides essential web metrics without collecting any personal data.
Pricing Pay-per-use ($$-$$$$) Free ($0)
Key Features
  • Ray-based
  • Auto-scaling
  • Fine-tuning
  • Managed endpoints
  • Multi-model
  • GPU clusters
  • Open-source
  • self-hosted
  • privacy-focused
  • real-time data
  • custom events
  • multi-site support
  • API access
  • lightweight
Pros
  • Built on Ray
  • Excellent scaling
  • Production-grade
  • Fine-tuning support
  • Completely free
  • Privacy-focused
  • Self-hosted control
  • Very lightweight
Cons
  • Complex setup
  • Higher learning curve
  • Enterprise-focused pricing
  • Requires self-hosting
  • Limited features
  • No official support
  • Basic reporting