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Schema Changes Without Pager Nights- Contracts and Shadow Pipelines for Data Teamspsd

Schema Changes Without Pager Nights: Contracts and Shadow Pipelines for Data Teams

Why Do Small Schema Changes Still Wake People Up at 2 AM? Data teams love to say “it’s just a column addition, it shouldn’t break anything.” And yet, somewhere downstream, a transformation job silently dies, an ML pipeline ingests unexpected nulls, or dashboards light up with errors. The result? Midnight Slack pings, hotfix patches, and […]

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Liquid Cooling Changes Everything- Thermal-Aware Design for Mixed CPU_GPU Racks

Liquid Cooling Changes Everything: Thermal-Aware Design for Mixed CPU/GPU Racks

The Cooling Layer Is Now a Cloud Strategy Layer For years, cooling was considered a backend infrastructure concern   something facility teams handled while engineers focused on compute, networking, and deployment strategy. That era is over. With AI and GPU-intensive workloads reshaping data center density, cooling has officially entered the conversation as a core architecture

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