News

Mar 20, 2026

Your Infrastructure Will Fail. Here's How to Make It Fix Itself.

Modern AI infrastructure is too complex for manual incident response. Self-healing systems combine telemetry pipelines, anomaly de...

Mar 18, 2026

Hybrid Observability Unifies Metrics, Logs, Traces, and Data Into a Single Pane...

Too many tools, too many blind spots. Hybrid observability brings all signals into one view faster fixes, less noise, no lock-in.

Feb 25, 2026

How I Built a 1 GB Observability Stack for My Go Startup Using Prometheus, Loki,...

I needed observability for my Go Telegram bot running on a free VPS with only 4 GB of RAM, where the app already used ~2 GB. After...

Nov 05, 2025

Stop Hunting Logs: How OpenTelemetry Brings Metrics, Logs, and Traces Together

OpenTelemetry is a Kubernetes tool that gives you vendor-neutral instrumentation libraries and a Collector that receives, processe...

Oct 28, 2025

Why kube-prometheus-stack Isn’t Enough for Kubernetes Observability

Kube-prometheus-stack bundles Prometheus and Grafana for monitoring Kubernetes workloads. On the surface, it looks like the answer...

Sep 02, 2025

Scaling PHP Symfony Metrics at 200k RPM: 50+ Servers, Zero Overhead with UDP + T...

At scale, PHP metrics collection with Redis + Prometheus quickly breaks down—timeouts, memory spikes, and unscalable scrapes. This...

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