Build an AI Cloud Cost Spike Detector with Claude API and Prometheus
Automatically detect unusual cloud cost spikes, identify the cause, and get an AI-generated explanation and recommended fix using Claude API and Prometheus metrics.
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Automatically detect unusual cloud cost spikes, identify the cause, and get an AI-generated explanation and recommended fix using Claude API and Prometheus metrics.
Being a generalist DevOps engineer is getting harder to sell. Here's the T-shaped model — broad knowledge plus one deep area — and how to pick your depth.
DevStream automates developer platform setup — install ArgoCD, Grafana, GitHub Actions, and more with one config file. Honest review after testing it.
Building Docker images for both ARM64 and AMD64 fails with QEMU errors, manifest issues, or wrong architecture? Here are the exact fixes.
Compare the top AI-assisted Kubernetes debugging tools. K8sGPT, kubectl-ai, and k9s each help differently — here's when to use which and what they actually do.
When you have thousands of LLM requests to process, synchronous API calls don't scale. Here's how to build async batch inference pipelines with Celery, Redis, and Anthropic.
Docker and Kubernetes containers are built on Linux cgroups and namespaces. Understanding these fundamentals helps you debug container issues and set resource limits properly.
Use the Model Context Protocol (MCP) with Claude API to build a DevOps assistant that can read Kubernetes state, run Terraform commands, and query metrics via natural language.
Need to expose a local service, connect private networks, or enable zero-trust access? Compare Cloudflare Tunnel, ngrok, and Tailscale to pick the right one.