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Data centersAI infrastructureModel trainingDeveloper tools

Don't rent the cloud, own instead

Owning a $5M data center

blog.comma.ai

February 5, 2026

8 min read

🔥🔥🔥🔥🔥

77/100

Summary

Comma operates its own data center for model training, metrics, and data storage. Owning a data center offers advantages over cloud solutions, enabling more control and customization.

Key Takeaways

  • Comma operates its own data center, which has cost approximately $5 million, significantly less than the estimated $25 million it would have spent using cloud services.
  • Running a personal data center allows for greater control over compute resources, avoiding the high costs and inefficiencies associated with cloud providers.
  • The data center utilizes 600 GPUs in custom-built machines and employs outside air cooling to minimize energy consumption.
  • Power costs in San Diego are high, with an estimated expenditure of $540,112 on electricity in 2025, prompting plans to produce their own power in the future.
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Coverage & discussions

Hacker News · blog.comma.ai

Don't rent the cloud, own instead ↗

Community discussions

Hacker News discussion ↗

Historical count: 5 · 5 saved in sample · Historical sample

Analysis ready

Community Sentiment

Mixed

Positives

  • Managed private cloud solutions can significantly reduce operational costs, making them a viable alternative for companies looking to optimize their spending without heavy capital expenditure.
  • Renting bare metal instead of virtual machines can provide better performance for the same cost, which is beneficial for companies that require high computational power.

Concerns

  • The high upfront capital expenditure and associated risks of owning infrastructure make it impractical for most startups until they reach a late-stage growth phase.
  • Reliability concerns with on-premise solutions can deter companies from adopting them, as managing multiple data centers and ensuring disaster recovery is complex and resource-intensive.

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