Fix Predictive Alerting False Positives in Prometheus Python Models
Predictive alerting on Prometheus data pages on-call for pod restarts, not real anomalies? Here's the root cause and three fixes that work.
Build a Self-Hosted Log Anomaly Detector to Cut Alert Noise
How we replaced regex log alerts with a self-hosted log anomaly detection pipeline using IsolationForest, Vector, and FastAPI.
Building an Online Anomaly Scoring Sidecar for Grafana Alerts
AI anomaly detection in Grafana is mostly statistics, not magic — here's how to wire online scoring into alerts without flapping.
Grafana Alerting Checklist: Wiring AI Anomaly Scores Correctly
A practical Grafana AI anomaly detection checklist for wiring model scores into unified alerting without alert storms or false negatives.
RAG Pipeline for SRE Runbooks: 7 Vector Search Tips That Work
Building a RAG pipeline for SRE runbooks? These 7 practical tips cover embeddings, retrieval tuning, and cost control before you trust it on-call.
Auto-Summarize On-Call Incidents with n8n AI Agents
Build an n8n AI agent incident automation that posts structured summaries, probable causes, and runbook links to Slack within 90 seconds of an alert firing.
LLM Log Triage With Loki and CloudWatch Insights
Cut incident triage from 8 minutes to 30 seconds by piping Loki and CloudWatch logs directly into an LLM. Real patterns, real code, real cost controls.
How to Query ALB Access Logs with Amazon Athena for Incident Triage
Query ALB logs in Athena directly from S3 during live incidents. No ETL, no SSH grep sessions — just SQL against the exact 29-column schema.
WordPress php-fpm Profiling: Three Mistakes That Hid the Real Bottleneck
We had php-fpm slow logging enabled for six weeks and thought we were monitoring everything. Turns out every slow request was silently vanishing into /dev/null — and php-fpm never said a word.
AWS DataSync Task Failures: Finding the Error the Console Hides
DataSync tasks fail silently more often than AWS lets on. Here's the exact runbook — symptoms, root causes, and three fixes — to recover a broken transfer and prevent it from happening again.
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