How Knowledge Graph addresses the daily worries of each role on your team.
Estimated time: 2 min
What keeps you up at night?
Role / Worries
What you get with Knowledge Graph
SRE, On-call Engineer
Getting paged in early morning with no idea what’s related
Spending the first 30 minutes of every incident just mapping what’s affected
Never being sure you’ve found the real root cause versus a downstream symptom
A unified timeline of correlated metrics, logs, traces, and insights across all affected components, no manual correlation required
Causality traversal that surfaces the origin of the issue, not just related symptoms
Grafana Assistant to suggest root cause hypotheses and next steps
Platform, Infrastructure Engineer
No single view of how services, infrastructure, and databases connect to each other
Constantly maintaining topology documentation that goes stale the moment something deploys
An entity map that rebuilds automatically from your live telemetry, always current, never stale
Automatic discovery of services, hosts, pods, and databases and how they relate
Insights that surface saturation, failures, and errors without you writing a single alert rule
Senior Engineer
Being the only person who knows the service topology
Getting escalated to on every major incident because no one else knows where to start
Topology encoded automatically so any engineer can navigate the system without tribal knowledge
Entity catalog with health status and insights visible to the whole team
Guided investigation that shifts troubleshooting from “who do we page?” to “here’s what changed and why”
Engineering Manager, VP Engineering
Watching MTTR stay flat quarter after quarter
Best engineers stuck in war rooms instead of building
Not knowing which tools in your observability stack are actually being used
A single intelligence layer across Application Observability, Kubernetes Monitoring, DB Observability, and Frontend Observability, no additional tooling to manage
Incident response that scales with headcount, not just expertise
Activates on top of data you’re already sending, with minimal incremental cost