Help operations teams see which business services depend on an event, what evidence is current and who can resolve the issue.
Follow the operating responseThe source confirms the last observed business event.
Device, network and collection failure remain possible.
The feed is reachable; interruption history still needs reconciliation.
Several alerts may describe one underlying issue. The response depends on the service, process and customer commitment affected, as well as the observations available to the operations team.
Operational intelligence connects events to those dependencies and their owners. Responders can move from an alert to the affected service, business impact and team responsible for investigation.
Connect assets, applications, process steps, locations and service owners. Keep the source and last confirmation time for each relationship because ownership and dependencies change. A stale dependency map can direct an incident to the wrong team or hide an important downstream effect.
Metrics, logs and traces provide different kinds of operational evidence. OpenTelemetry describes these signals and their roles in observing systems. Business records add another layer: the order, payment, production job or customer request that explains why the technical condition matters.

Group related observations using explicit identifiers and time context. Show the affected services and the evidence supporting the relationship. The operator can confirm the incident, assign responsibility and choose an approved response with the current operating conditions in view.
| Context | Why it matters |
|---|---|
| Dependency | Shows what may be affected downstream |
| Freshness | Shows whether the observation is still current |
| Ownership | Identifies the responsible operating team |
| Action permissions | Defines what can be changed and by whom |

Recovery responsibilities
Establish the affected interval, missing events and replay results.
Check which orders actually left the site during the interruption.
Use the reconciled evidence before communicating customer status.
A missing heartbeat can indicate a network problem, a device outage or a collection failure. Preserve those alternatives until evidence resolves them. Mark inferred relationships and estimated impact clearly so responders understand which conclusions require confirmation.
Automated actions need idempotency, limits and a recovery path. Repeated delivery of the same event must not repeatedly perform a consequential action. Operators need a record of attempted changes, their outcomes and any subsequent manual intervention.
Delayed observations, unavailable sources and changes in ownership can interrupt an incident response. A shared record of the affected services, current findings and outstanding work helps the next responder pick up the investigation.
Time to identify an owner, time spent collecting records and unresolved dependencies show where response processes need attention. These measures help operations teams assess whether their information is supporting the work.