📰 Dev.to · Muskan
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⚡ AI Lessons
Dev.to · Muskan
2d 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
1w 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
1w 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
1w 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
1w 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
2w 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
2w 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
2w 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
2w 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
3w 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
3w 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
3w 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
3w 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
3w 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
3w 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
1mo 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...
Dev.to · Muskan
1mo ago
Cloud Database Cost Optimization: RDS, Cloud SQL, and Cosmos DB Compared
Compute costs are visible and easy to reason about: vCPUs times hours times price. Database costs are...
Dev.to · Muskan
1mo ago
Developer Productivity Metrics: What to Measure and How to Improve Them
Developer Productivity Metrics: What to Measure and How to Improve Them Most engineering...
Dev.to · Muskan
1mo ago
How to Right-Size Kubernetes Node Groups Without Breaking Production
Over-provisioned node groups are the most common source of Kubernetes compute waste. The average...
Dev.to · Muskan
1mo ago
AWS vs Azure vs GCP Pricing in 2026: Compute, Storage, and Network Compared
The on-demand price for equivalent compute is almost identical across AWS, Azure, and GCP. A 4-vCPU,...
Dev.to · Muskan
1mo ago
Cloud Cost Anomaly Detection: How to Catch Surprise Bills Before They Hit
Cloud bills don't spike gradually. They spike overnight. A misconfigured NAT gateway starts routing...
Dev.to · Muskan
2mo ago
Tag Governance at Scale: How to Build a Cloud Tagging Strategy That Actually Sticks
Tag Governance at Scale: How to Build a Cloud Tagging Strategy That Actually Sticks ...
Dev.to · Muskan
2mo ago
The Hidden Cost of Dev Environments: Why Your Staging Cluster Runs 24/7 (And How to Stop It)
The Hidden Cost of Dev Environments: Why Your Staging Cluster Runs 24/7 (And How to Stop...
Dev.to · Muskan
2mo ago
Going to Production: Spot Instances, Karpenter, and the Graviton Advantage
A deep dive into Kubernetes cost optimization using Spot Instances, Karpenter provisioning, and ARM architecture.
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