https://epok.cloud/blog Detection-first observability — engineering notes on anomaly detection, root cause analysis, and alert discipline. en-us Sun, 21 Jun 2026 00:00:00 GMT https://epok.cloud/blog/detection-first-observability https://epok.cloud/blog/detection-first-observability Sun, 21 Jun 2026 00:00:00 GMT 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. observability devops sre monitoring https://epok.cloud/blog/multi-signal-root-cause https://epok.cloud/blog/multi-signal-root-cause Sun, 21 Jun 2026 00:00:00 GMT 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. observability root-cause-analysis sre mttr incident-response https://epok.cloud/blog/how-we-measure-detection-accuracy https://epok.cloud/blog/how-we-measure-detection-accuracy Sun, 21 Jun 2026 00:00:00 GMT 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. alert fatigue false positives detection accuracy monitoring rca https://epok.cloud/blog/alert-storm-incident-grouping https://epok.cloud/blog/alert-storm-incident-grouping Sun, 21 Jun 2026 00:00:00 GMT An alert storm is fifty pages for one incident. How dedup, trace-ID incident grouping, dynamic suppression, and severity rationing cut the noise. observability devops sre monitoring on-call https://epok.cloud/blog/stop-building-monitoring-by-hand https://epok.cloud/blog/stop-building-monitoring-by-hand Sun, 21 Jun 2026 00:00:00 GMT Static thresholds and hand-built dashboards both rot. Why you should stop writing alert rules and let detection learn each service's baseline instead. monitoring alerting anomaly-detection dashboards observability https://epok.cloud/blog/the-incidents-that-hide-between-alerts https://epok.cloud/blog/the-incidents-that-hide-between-alerts Tue, 12 May 2026 00:00:00 GMT 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. detection incidents production observability alerting https://epok.cloud/blog/why-your-aws-logging-bill-is-out-of-control https://epok.cloud/blog/why-your-aws-logging-bill-is-out-of-control Fri, 20 Mar 2026 00:00:00 GMT 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. cloudwatch aws pricing comparison https://epok.cloud/blog/datadog-alternatives-for-small-teams https://epok.cloud/blog/datadog-alternatives-for-small-teams Wed, 18 Mar 2026 00:00:00 GMT 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. datadog comparison pricing https://epok.cloud/blog/catch-new-errors-before-users-report-them https://epok.cloud/blog/catch-new-errors-before-users-report-them Sun, 15 Mar 2026 00:00:00 GMT 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. errors detection production alerting https://epok.cloud/blog/silent-failures-the-bug-that-wont-page-you https://epok.cloud/blog/silent-failures-the-bug-that-wont-page-you Thu, 12 Mar 2026 00:00:00 GMT 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. silent failure absence detection monitoring alerting production https://epok.cloud/blog/kubernetes-failures-you-should-alert-on https://epok.cloud/blog/kubernetes-failures-you-should-alert-on Sun, 08 Mar 2026 00:00:00 GMT CrashLoopBackOff is the one everyone watches. Here are 20 Kubernetes failures — in logs and events — that actually deserve an alert. kubernetes k8s alerting devops https://epok.cloud/blog/why-we-built-epok https://epok.cloud/blog/why-we-built-epok Sat, 28 Feb 2026 00:00:00 GMT 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. epok company detection-first observability root-cause-analysis