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Estimated Makeup of Computing Workload Purposes in Santa Clara Data Centers

City Council and Authorities Concurrent
October 6, 2026

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Estimated Makeup of Computing Workload Purposes in Santa Clara Data Centers
Meeting
October 6, 2026
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City Council and Authorities Concurrent
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Text extracted from the city's file for reading and search. Open the original on santaclara.legistar1.com. That file is the official record.

Primary Computing Use of Data Centers in Santa Clara
Estimated Based on Total Data Center Electrical Load (MW) - 2026 Al Training 16%
• Teaching an Al model by processing large amounts of data so it can learn patterns and develop its capabilities.
• Example: Training a model to understand language or recognize images. 16%
Al Inference 13%
• An evolution of Al development, where a trained artificial intelligence model processes new, unseen data to generate real-world predictions, decisions, or 13% outputs.
• Example: When an autonomous Al agent executes multi-step workflows, makes decisions, and uses tools independently to achieve a specific goal without constant human intervention.
71% All Other Data Centers 71%
• Cloud infrastructure (laaS/PaaS)
• Enterprise IT / Saas
Semiconductor / HPC / R&D
Network / CDN / Telecom
Disaster recovery / storage / other
Note: Planning-level estimate based on publicly identifiable facilities, operator disclosures, market information, and workload characteristics.

Percentages represent the primary computing workload of stand-alone data centers. Actual workloads may overlap and change over time.

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