Session
Energy Is the Limiting Factor: Make Every Watt Matter
As Kubernetes becomes the platform to scale AI/ML, energy efficiency is no longer optional. The IEA projects data center electricity consumption will roughly double to 950 TWh by 2030 compared to 2025.
Open source communities are already addressing this challenge. Kepler, the CNCF project for monitoring power, was rewritten to improve the accuracy of its power attribution model. Its new GPU power attribution method surfaces efficiency opportunities in MLOps. Universities and research labs are validating Kepler’s power metrics. Telco companies are using Kepler to benchmark their Cloud Native Functions.
The Green Software Foundation and the CNCF’s environmental sustainability and operational resilience groups are translating advocacy into engineering standards through the Software Carbon Intensity specification for OpenTelemetry.
Join me to learn how to monitor the energy use of your workloads and where to start contributing.
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