Detection, investigation
& root cause.
Guides, comparisons, and opinions on catching failures and finding the cause across logs, metrics, traces, infrastructure, and RUM.
Detection-First Observability: Stop Searching, Start Being Told
Detection-first observability flips the model: instead of storing everything and handing you a search bar, the tool finds the problem and proves it. Here's why search-first is backwards.
Root Cause Analysis Across Every Signal, On One Screen
Automated root cause analysis that reads logs, metrics, traces, infrastructure, and RUM together and cites every claim to its source, so you cut MTTR instead of hopping tabs.
How We Measure Detection Accuracy (and Admit When We're Not Sure)
Alert fatigue is a precision problem. How to weigh precision vs recall in monitoring — and why Epok caps its confidence and stays quiet on thin evidence.
When Fifty Alerts Are One Incident
An alert storm is fifty pages for one incident. How dedup, trace-ID incident grouping, dynamic suppression, and severity rationing cut the noise.
Stop Building Monitoring by Hand
Static thresholds and hand-built dashboards both rot. Why you should stop writing alert rules and let detection learn each service's baseline instead.
The Incidents That Hide Between Alerts
The worst outages don't trip a threshold. A guide to missed incidents: silent services, slow cascades, new errors, latency drift — and how to catch them.
Why Your AWS Logging Bill Is Out of Control
Your CloudWatch bill climbs every month and nobody can say why. The real driver isn't the per-GB rate — it's the metering, cardinality, and DIY time.
Datadog Alternatives for Small Teams (2026)
Datadog alternatives for small teams in 2026: an honest look at Grafana, Axiom, Better Stack, and Epok — by billing model, not just per-GB rate.
Catch New Errors in Production Before Your Users Do
The errors that take you down are the ones you've never seen before. Here's how automatic fingerprinting catches new errors in production on the first occurrence.
Silent Failures: The Bug That Won't Page You
A silent failure is when a service stops logging and no alert fires. Here's how absence detection catches the bug that never throws an error.
20 Kubernetes Failures You Should Be Alerting On
CrashLoopBackOff is the one everyone watches. Here are 20 Kubernetes failures — in logs and events — that actually deserve an alert.
Why We Built Epok
We built Epok because we kept shipping dashboards nobody watched and alerts that missed real outages. The honest origin story of a detection-first tool.