Engineering metrics comparison

Koalr vs Grafana

Grafana is the world's most popular observability platform. Grafana OnCall handles on-call scheduling, and Grafana dashboards can surface DORA metrics with the right data sources. Koalr is the purpose-built engineering intelligence layer — pre-merge risk prediction, CODEOWNERS governance, and AI chat that Grafana simply wasn't designed for.

Feature comparison

FeatureKoalrGrafana
Deploy risk prediction (pre-merge)
LLM chat on live engineering data
CODEOWNERS sync + enforcement
Coverage-risk correlation
DORA metrics⚠️ Via custom dashboards
AI tool adoption tracking (Copilot/Cursor)
Incident correlation⚠️ Via Grafana OnCall
Deployment platform connectors (10+)⚠️ Requires custom datasources
Free tier✅ OSS
Open API / webhooks out

✅ Full support  ·  ⚠️ Partial / limited  ·  ❌ Not available

3 reasons teams switch from Grafana to Koalr

🛡️

Pre-merge deploy risk — no amount of dashboards prevents incidents

Grafana excels at showing you what went wrong after a deployment. Koalr prevents incidents before they happen — scoring every PR across 32 signals before merge. Grafana has no concept of pre-merge risk; it's observability, not prevention.

📊

DORA metrics out of the box — no custom datasources

Getting DORA metrics in Grafana requires custom datasources, query writing, and dashboard maintenance. Koalr computes all four DORA metrics automatically from your GitHub, deployment platform, and incident tool connections — no PromQL or Loki queries required.

🤖

LLM chat on engineering data — not just visualizations

Koalr's AI chat answers natural-language questions: 'Which PRs are highest risk this week?' 'Which service has the worst CFR trend?' Grafana gives you panels and charts. You still have to know what to look for.

🔒

Engineering governance — CODEOWNERS, not just metrics

Koalr syncs CODEOWNERS, enforces required reviews via GitHub Check Runs, and tracks compliance as a deploy risk signal. Grafana has no code ownership features — it's an observability and alerting platform, not an engineering governance tool.

Switching from Grafana? We'll help you migrate.

Our team will walk you through setup, data migration, and getting your first risk scores in under an hour. No lengthy onboarding — just results.