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📰 Dev.to · NTCTech

69 articles · Updated every 3 hours · View all reads

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Configuration Drift Is the Symptom. Ownership Is the Problem.
Dev.to · NTCTech 1w ago
Configuration Drift Is the Symptom. Ownership Is the Problem.
Configuration drift is treated as a visibility problem solved by tooling. It isn't. It's a breakdown...
Most Cloud Exit Strategies Start Too Late — Here's the Architecture Reason Why
Dev.to · NTCTech 1w ago
Most Cloud Exit Strategies Start Too Late — Here's the Architecture Reason Why
Every cloud exit strategy has the same structural problem: by the time the exit decision gets made,...
Autonomous Operations Fail for the Same Reason Distributed Systems Fail
Dev.to · NTCTech 2w ago
Autonomous Operations Fail for the Same Reason Distributed Systems Fail
Cisco shipped AgenticOps last week. Microsoft, AWS, and Google are right behind them. The...
Why Most Disaster Recovery Tests Don't Test Recovery
Dev.to · NTCTech 3w ago
Why Most Disaster Recovery Tests Don't Test Recovery
The test passed. The runbook completed. Infrastructure came back online inside the RTO window. None...
Private Cloud Is Back — Because Governance Never Left
Dev.to · NTCTech 3w ago
Private Cloud Is Back — Because Governance Never Left
The private cloud narrative was declared dead by cloud-first doctrine for the better part of a...
Most Sovereignty Strategies Fail Before Architecture Begins
Dev.to · NTCTech ⚡ AI Lesson 3w ago
Most Sovereignty Strategies Fail Before Architecture Begins
Sovereignty strategy control plane failures follow a pattern that most organizations never diagnose...
AI Placement Decisions Are Architecture, Not Optimization
Dev.to · NTCTech 3w ago
AI Placement Decisions Are Architecture, Not Optimization
AI placement latency is not the problem most teams think they are managing. The default framing...
Nutanix AHV Operations: What Changes After VMware Migration
Dev.to · NTCTech 3w ago
Nutanix AHV Operations: What Changes After VMware Migration
The operational friction begins after the migration succeeds. Workloads are running. Clusters are...
The AI Control Plane Is Becoming the New Shadow IT
Dev.to · NTCTech 3w ago
The AI Control Plane Is Becoming the New Shadow IT
Shadow IT used to mean a SaaS subscription purchased outside the approval process. The fix was a...
IaC Drift Is Inevitable — Design for Detection, Not Prevention
Dev.to · NTCTech 3w ago
IaC Drift Is Inevitable — Design for Detection, Not Prevention
Drift is not a tooling failure. It is evidence that multiple control planes still exist. IaC drift...
Inference Is Becoming the New Steady-State Cost Center
Dev.to · NTCTech 4w ago
Inference Is Becoming the New Steady-State Cost Center
Training was a bounded investment event. Inference is an unbounded operational residency...
The Dashboard Said the Migration Succeeded
Dev.to · NTCTech 4w ago
The Dashboard Said the Migration Succeeded
Migration dashboards don't measure operational continuity because operational continuity was never...
GPU Utilization Is Becoming the New Cloud Waste Crisis
Dev.to · NTCTech 1mo ago
GPU Utilization Is Becoming the New Cloud Waste Crisis
Enterprises are now paying premium-market prices for infrastructure that spends most of its life...
Idle Cloud Cost Is the New Egress Cost
Dev.to · NTCTech 1mo ago
Idle Cloud Cost Is the New Egress Cost
Idle cloud cost is now the bill surprise egress used to be — except it's structurally worse. Egress...
The Infrastructure Team Is the Real Single Point of Failure
Dev.to · NTCTech ☁️ DevOps & Cloud ⚡ AI Lesson 1mo ago
The Infrastructure Team Is the Real Single Point of Failure
Every serious infrastructure investment goes into redundant hardware, distributed systems, and...
The Console Is the Shadow Control Plane
Dev.to · NTCTech 1mo ago
The Console Is the Shadow Control Plane
Most organizations believe they have one infrastructure control plane. They have two. The declared...
Egress Audit Framework: How to Find Unbounded Movement Paths
Dev.to · NTCTech 1mo ago
Egress Audit Framework: How to Find Unbounded Movement Paths
Every unbounded egress path is an architectural permission boundary that was never intentionally...
The Day 2 Operations Debt You Inherited From Terraform
Dev.to · NTCTech 1mo ago
The Day 2 Operations Debt You Inherited From Terraform
Terraform codebases outlive the teams that wrote them. That is the first thing to understand before...
The VM That Survived the Migration But Lost Its Identity
Dev.to · NTCTech 1mo ago
The VM That Survived the Migration But Lost Its Identity
The migration ran clean. The VM came up on AHV within the expected window. Storage latency was...
The Control Plane Problem in VMware Alternatives
Dev.to · NTCTech 1mo ago
The Control Plane Problem in VMware Alternatives
Most VMware migration plans inventory VMs, clusters, storage, and licensing. Very few inventory the...