📰 Dev.to · Muskan
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⚡ AI Lessons
Dev.to · Muskan
6h ago
An AWS VM is not a deploy target until domains, HTTPS, and a registry are wired in at provision time
A fresh EC2 instance is not an environment. It is a Linux box with an IP address and a checklist attached. Someone still has to point a domain at it,
Dev.to · Muskan
6h ago
A Kubernetes cluster is one line on your bill, so you cannot see which namespace burns the money
Your cloud bill shows a Kubernetes cluster as a single number. EKS, GKE, and AKS all roll node compute into one rolled-up figure. Finance sees the total.
Dev.to · Muskan
6h ago
A VM should cost you one push, not a week of firewall rules: ZopDay runs your service behind a managed edge
Most teams pick a VM because the runtime is simple. Then they spend a week paying for that choice in firewall rules, SSH key rotation, a certbot cron job,
Dev.to · Muskan
3d ago
How to fix ImagePullBackOff error in Kubernetes
Quick Answer (TL;DR) ImagePullBackOff means the kubelet cannot pull your container image...
Dev.to · Muskan
3d ago
Commitment discounts vs spot when each saves more
Cloud teams waste between 40% and 60% of their infrastructure budget on a false choice: committing to reserved capacity they won't fully use or chasing spot
Dev.to · Muskan
4d ago
K8s cost allocation without manual tagging in 2026
Manual tagging breaks at scale. Here's the 2026 playbook: five attribution signals Kubernetes gives you for free, plus the tools that turn them into showback.
Dev.to · Muskan
4d ago
AWS Savings Plans vs Reserved Instances in 2026
A practitioner's break-even math for AWS Savings Plans vs Reserved Instances in 2026. Real numbers, decision framework, and where each commitment actually pays
Dev.to · Muskan
1w ago
EKS vs GKE vs AKS in 2026: The Real Cost of 100 Nodes
The hidden complexity of Kubernetes pricing We measured a production 100-node Kubernetes...
Dev.to · Muskan
2w ago
OpenAI vs Anthropic vs Bedrock vs Vertex vs Gemini: True per-token cost in 2026
Per-token list prices hide the actual cost of running production LLM workloads. We measured a 340% variance between advertised pricing and real monthly spend.
Dev.to · Muskan
3w ago
The railway went down for 10 hours, and it wasn't their fault. Here's the part nobody is talking about.
22:10 UTC. May 19, 2026. The railway's monitoring starts screaming. Dashboard, 503. API,...
Dev.to · Muskan
⚡ AI Lesson
3w ago
From auto-recommendation to one-click cloud remediation, the workflow most tools skip
Every cloud cost tool does auto-recommendation well. Almost none of them do one-click remediation safely. Here is the 5-step engineering pattern that closes the
Dev.to · Muskan
3w ago
Most Traffic Spikes Are Predictable. So Why Are We Still Panic-Scaling?
The usual playbook when a big event is coming: someone sends a Slack message three hours before...
Dev.to · Muskan
3w ago
Every team has an architecture diagram. Nobody trusts it. Here's what we built instead.
The actual problem with cloud architecture visibility. The real issue isn't that teams don't...
Dev.to · Muskan
4w ago
Cost Per Customer for SaaS: The Unit Economics Dashboard That Killed Three Pricing Mistakes
Cost Per Customer for SaaS: The Unit Economics Dashboard That Killed Three Pricing...
Dev.to · Muskan
1mo ago
Closed-Loop IAM Remediation: Auto-Fixing Security Misconfigurations Without a Human in the Loop
Automated remediation for cloud cost waste is now table stakes. Idle VMs get shut down at midnight....
Dev.to · Muskan
1mo ago
eBPF Gives Kubernetes Full Network Visibility Without the Sidecar CPU Tax
Service mesh adoption in Kubernetes hit a wall in 2025. Not because teams stopped wanting visibility,...
Dev.to · Muskan
1mo ago
Golden Paths That Include Cost Guardrails: A Platform Engineering Playbook
Every service provisioned from a Backstage template starts with a git repo, a Kubernetes namespace,...
Dev.to · Muskan
1mo ago
The Shadow Cloud Spend: $50k a Month FinOps Audit of Forgotten Dev Accounts
The Shadow Cloud Spend: $50k a Month Hiding in Forgotten Dev Accounts Every mid-size...
Dev.to · Muskan
1mo ago
AWS Control Tower vs. Custom Landing Zones: Which Governance Model Actually Scales
Most teams pick their multi-account governance model the wrong way. They evaluate AWS Control Tower...
Dev.to · Muskan
1mo ago
Policy-as-Code with OPA Gatekeeper: Stopping Cloud Waste Before It Deploys
Your cloud account has Service Control Policies. Your Terraform pipelines have compliance checks....
Dev.to · Muskan
1mo ago
Kubernetes VPA vs HPA vs KEDA: Which Autoscaler Actually Cuts Your Bill
The average Kubernetes cluster runs at 13% CPU utilization and 20% memory utilization. That means 87%...
Dev.to · Muskan
1mo ago
S3 Storage Class Automation: Stop Paying Hot Prices for Cold Data
A typical production S3 bucket at 18 months old has accumulated objects across every feature that...
Dev.to · Muskan
1mo ago
The Real Cost of a Service Mesh: Istio Sidecar Overhead in Production
Istio does not appear on your infrastructure budget as a line item. It appears as a gradual expansion...
Dev.to · Muskan
2mo ago
Your Azure VM's CPU Is at 12%: Here's What That's Actually Costing You
Azure Advisor flags over 35% of Azure VMs as underutilized. The threshold it uses is 15% average CPU...
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