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Understanding Data Center Redundancy: Power, Cooling, and Network Explained

Designing High Availability: The Role of Redundancy in Data Centers When we talk about high availability in infrastructure, redundancy is usually the …

datacentercloudcomputinginfrastructuredevops
Dev.to Apr 27, 2026, 12:03 UTC
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HCP Terraform's free tier is gone - what AWS teams should actually do next

When the HashiCorp BSL licence change landed in August 2023, we thought "HashiCorp won't do anything too aggressive - they need the community too much…

terraforminfrastructureawsdevops
Dev.to Apr 26, 2026, 01:36 UTC
EN

Google TPU 8 vs Nvidia: 8t and 8i Specs Explained

TL;DR: AI is splitting into two economies: training and inference. Training is a handful of hyperscalers spending tens of billions on clusters that ru…

aiinfrastructuregooglenvidia
Dev.to Apr 22, 2026, 20:50 UTC
EN

When AI Services Shut Down: Why Your Payment Layer Needs to Outlast Your Models

OpenAI Sora was shut down on March 24, 2026. No warning. No migration period. Just gone. If your agent was using Sora to generate video content and tr…

aipaymentsagenticaiinfrastructure
Dev.to Apr 21, 2026, 04:32 UTC
EN

AI/ML Infrastructure on AWS: A Production-Ready Blueprint

Deploying ML models to production requires more than just a SageMaker endpoint. Here's the 5-layer architecture I use for every ML deployment. Layer 1…

awsmachinelearningmlopsinfrastructure
Dev.to Apr 20, 2026, 00:21 UTC
EN

The Restore Path Is the Most Neglected Part of Backup Design

The restore path is where backup architectures fail — not the backup job, not the retention policy, not the storage tier. This is not an operations fa…

dataprotectionbackupsdisasterrecoveryinfrastructure
Dev.to Apr 19, 2026, 13:37 UTC
EN

Day 1 — Root Security & IAM Identity Center

In my ongoing startup infrastructure series, I began by securing the most critical part of any AWS account: the root user and access management layer.…

awscloudinfrastructuredevops
Dev.to Apr 19, 2026, 12:23 UTC
EN

Most webhook security guides protect the wrong side. The scary part is delivery.

Everyone secures webhook ingestion. Almost nobody talks about SSRF via the delivery worker. I've been staring at webhook architectures for years, and …

securitywebhooksbackendinfrastructure
Dev.to Apr 18, 2026, 19:09 UTC
EN

Kubernetes v1.36 Drops April 22: What Platform Engineers Actually Need to Know

TL;DR: Kubernetes v1.36 releases April 22, 2026. The headline features are DRA GPU partitioning, workload-aware preemption for AI/ML jobs, and the per…

kubernetesdevopscloudcomputinginfrastructure
Dev.to Apr 18, 2026, 04:54 UTC
EN

The Control Plane Shift: Why Every Infrastructure Decision in 2026 Is the Same

Your VMware renewal lands. The number is larger than last year. You open a spreadsheet and start modeling Nutanix. Your platform team flags that Terra…

kubernetesdevopsinfrastructurecloudnative
Dev.to Apr 13, 2026, 12:25 UTC
EN

I Generated 35 Million AI Images. The Model Was Never the Product.

Most teams building with AI image generation APIs obsess over which model to use. FLUX or Stable Diffusion? Which checkpoint? Which LoRA? I ran an AI …

ainanobananainfrastructuretooling
Dev.to Apr 12, 2026, 22:23 UTC
EN

Why Every Developer Should Learn Terraform in 2026 (And How to Start)

👋 Hey there, tech enthusiasts! I'm Sarvar, a Cloud Architect with a passion for transforming complex technological challenges into elegant solutions. …

terraformawsdevopsinfrastructure
Dev.to Mar 13, 2026, 18:32 UTC

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