

Cooling Infrastructure with Ellie Ford
Jul 16, 2025
Ellie Ford, a Staff Software Engineer at DevZero with expertise in cloud tech and Kubernetes, shares her insights on the evolution of data centers and the significance of hardware in software development. She discusses innovative cooling solutions and the evolving landscape of server hardware, including the latest technologies like Bluefield two network cards. Ellie also emphasizes the need for diversity in tech, particularly in open-source communities, and offers a glimpse into the future of disaggregated hardware and dynamic resource management.
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Cost and Control of Own Hardware
- Running your own hardware can be much cheaper than cloud due to avoiding egress fees and taxes.
- It also gives more control and better performance, but requires careful capacity planning and tuning.
Kubernetes Over-Provisioning Waste
- 80% of containerized workloads are over-provisioned, leading to significant waste.
- This waste translates directly into paying more in cloud or infrastructure costs.
Avoid Full Load for Stability
- Avoid running systems at full load to meet strict SLAs and reduce tail latency.
- Overloaded Linux systems risk kernel OOM killer locking up and needing a power cycle, so reserve capacity for stability.