Epok vs Grafana + Loki
Loki stores your logs cheaply. Grafana visualizes them. But neither tells you when something is wrong — that's on you. You write the alert rules, build the dashboards, tune the thresholds, and maintain it all as your services change. Epok does that part automatically.
Where Grafana + Loki wins
If you already run Prometheus + Tempo + Loki, Grafana gives you a unified view across all three telemetry types in one UI, and a vast library of community dashboards and plugins for slicing that data exactly how you want. Epok correlates signals automatically rather than handing you a canvas to build — if your team prefers fully custom, hand-built dashboards, Grafana is the deeper toolkit.
Loki's label-based architecture means storage costs scale with cardinality, not message size. And the Grafana ecosystem — community dashboards, 200+ plugins, and a massive user base — means you're never starting from scratch when you need a custom visualization.
- —You want automatic anomaly detection and root cause analysis without writing LogQL alert rules or maintaining dashboards.
- —Your team is small and you don't have engineering hours to spend on observability infrastructure setup and maintenance.
- —You want detection on day one, not after weeks of dashboard building and threshold tuning.
- —You already run Prometheus and Tempo and want unified logs/metrics/traces in a single Grafana instance.
- —You need extensive custom dashboards with templated variables, annotations, and cross-data-source correlations.
- —You have platform engineers who can invest time in Loki operations, alert-rule authoring, and dashboard maintenance.
Point your existing shipper at a new endpoint.
Epok accepts the Loki push protocol natively. If you run Promtail, Grafana Alloy, or any client that pushes to Loki's /loki/api/v1/push endpoint, point a copy at Epok. Same protocol, same config, same labels.
You can run both side by side. Keep Grafana for hand-built dashboards. Let Epok watch your logs, metrics, and traces for anomalies and draft the root cause. They complement each other.
Run them side by side. No card.
Dual-ship a copy of your telemetry for a week and compare what each tool actually catches. Every detector and full AI included in the trial.
* Capability comparisons, and any time or effort estimates, reflect our reading of publicly documented features and our own deployment experience as of June 2026. They may not capture every plan, feature, or recent change — verify current capabilities directly with each vendor.
Datadog, Splunk, Elastic, Grafana, Loki, Amazon CloudWatch, and other product and company names are trademarks of their respective owners. Epok is not affiliated with, endorsed by, or sponsored by them.