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⚡ AI Lessons
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
5d ago
AI Assistants Can Now Drive Your Kubernetes Cluster. Here's the Ops Risk Nobody's Costing In
Red Hat is building an open-source MCP server for Kubernetes and OpenShift, which lets AI assistants...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
2w ago
AWS Trusted Advisor vs Compute Optimizer vs Cost Explorer: What Each One Actually Finds
AWS gives you three native tools that all claim to help with cost, and the "my provider says I'm...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
2w ago
What an Idle NAT Gateway, Idle Load Balancer and Sub-5% EC2 Instance Actually Cost You Per Month
"Idle" sounds free. It is not. Some of the most reliable waste in an AWS account comes from resources...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
2w ago
The Cloud Zombie Index: Unattached EBS Volumes, Orphaned Snapshots, Unused Elastic IPs and Incomplete Multipart Uploads
Every cloud account is haunted. Not by anything dramatic, just by resources that outlived whatever...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
Azure VM Stopped vs Deallocated: Why You're Still Being Charged (and the Disks Nobody Mentions)
You shut the VM down to save money, and next month it is still on the bill. This is one of the most...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
Scheduling EC2 and RDS Start/Stop at Scale: Why Your Shutdown Script Breaks at 300 Instances
Everybody's cloud cost journey has the same first chapter: someone writes a Lambda that stops the dev...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
Kubernetes at the Edge Hit a Wall. Fleet Management Is the Way Through.
Kubernetes at the edge has been "the next big thing" for a few years now, and this month the honest...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
Railway vs Render vs Fly.io vs Just Using AWS: The Real Monthly Cost Once You Outgrow the Free Tier
Every few months a wave of "we left Railway" posts shows up, and every one of them is really about...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
GreenOps Is FinOps With a Second Bill: Carbon-Aware Scheduling in Practice
Most of us learned to think about cloud workloads in terms of one bill: the dollar cost. There is a...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
Which Team Is Eating Your Kubernetes Bill? Cost Attribution Without Perfect Tagging
The Kubernetes bill arrives as one number. The cluster is shared. Ten teams run on it. And when...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
Reclaiming Terabytes: How to Cut a Managed Database Bill Without Downtime
Managed databases are the cloud cost line people quietly stop looking at. Compute gets rightsized,...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
KEDA 3.0 Scale-to-Zero: How We Cut Intermittent Kubernetes Workload Costs to Almost Nothing
KEDA 3.0 just landed, and the headline feature is the one I care about most as someone who watches a...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
What Is CI/CD? Explained with a Real Pipeline Example
A beginner-friendly explanation of CI/CD with a real GitHub Actions pipeline you can copy. Learn what continuous integration and continuous delivery mean, why t
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
What Is Infrastructure as Code? A Beginner's Guide
A plain-English beginner's guide to Infrastructure as Code (IaC): what it is, the problem it solves, how declarative tools like Terraform work, and how to start
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
HPA vs VPA vs KEDA: Which Kubernetes Autoscaler Actually Cuts Your Cloud Bill
Autoscaling is supposed to save money. A lot of the time it doesn't, because people reach for the...
Dev.to · Muskan Bandta
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Terraform vs. Pulumi in 2026: Which Should You Learn First?
If you're getting into infrastructure as code, you hit the same fork in the road I did: Terraform or...
DeepCamp AI