epok

Blog

Guides, comparisons, and opinions on log monitoring for teams that ship fast.

·6 min read

Six Rule Packs at 100% Precision and 100% Recall

How six detector rule packs hit 100% precision and 100% recall on a labeled corpus — and the CI gate that makes sure they stay there. Security, web, database, dependency, search, infrastructure.

detectionrule packsbenchmarksprecisionrecall
·8 min read

The Incidents That Hide Between Alerts

Six classes of production failure that don't trip threshold alerts and don't show up in AI-summarized log feeds — but cost engineering teams real money every week. What Epok catches that the rest of your observability stack will quietly miss.

detectionincidentsproductionobservabilityalerting
·6 min read

Why Your AWS Logging Bill Is Out of Control

CloudWatch charges for ingestion, storage, queries, dashboards, and alarms separately. Here's where the money actually goes and what you can do about it.

cloudwatchawspricingcomparison
·7 min read

Datadog Alternatives for Small Teams

Datadog is built for enterprises with enterprise budgets. Here are the real options for teams of 5-20 engineers who need log monitoring without the five-figure bill.

datadogcomparisonpricing
·5 min read

How to Catch New Errors in Production Before Users Report Them

Most error monitoring tools count known errors. The dangerous ones are the errors you've never seen before. Here's how automatic error fingerprinting works.

errorsdetectionproductionalerting
·5 min read

Silent Failures: The Bug That Won't Page You

The scariest production failures aren't the ones that throw errors. They're the ones where a service dies and the logs just stop. Here's why silence detection matters more than error alerting.

silencemonitoringproductionalertingdetection
·5 min read

You Don't Need Dashboards to Monitor Your Logs

The logging industry sold us on dashboards. Build panels. Write queries. Tune thresholds. But what if the tool just told you when something was wrong?

monitoringdashboardsgrafanaobservabilityanomaly-detection
·8 min read

20 Kubernetes Failures You Should Be Alerting On

CrashLoopBackOff is just the beginning. Here are 20 Kubernetes failure modes that show up in logs and deserve automated alerts.

kubernetesk8salertingdevops
·6 min read

What Log Management Actually Costs in 2026

We compared the real cost of CloudWatch, Datadog, Grafana Cloud, Splunk, Elastic Cloud, and Epok at three different volumes. The numbers are not close.

pricingcomparisonlog-managementdatadogcloudwatch
·5 min read

Stop Writing Alert Rules by Hand

You can't predict every failure mode. Static thresholds miss novel incidents and drown on-call in false alarms. Anomaly detection is the way out.

alertinganomaly-detectionon-call
·4 min read

Why We Built Epok

We kept building dashboards nobody watched and alert rules that missed the real problems. So we built the log monitoring we actually wanted.

epokcompanylog-intelligencemonitoringanomaly-detection