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AutoObserve

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AutoObserve is OpenObserve's autonomous SRE agent. It watches every service, learns a baseline for each signal, and raises an issue whenever something drifts. Each issue comes with its best read on the cause, the evidence it checked, and the coverage gaps it cannot see.

AutoObserve Standard view showing this week's problems and the Suggestions rail

Preview

AutoObserve is available in OpenObserve Enterprise builds only and is an experimental preview. It currently runs on demo data with no backend: every problem, chart, and interaction stays within the page, so you can explore the concept before real detection and automation land.

Enable AutoObserve

The AutoObserve menu entry is controlled by the ZO_EXPERIMENTAL environment variable (boolean, default false). Set it to true on the OpenObserve server:

ZO_EXPERIMENTAL=true

The value reaches the UI through the organization config endpoint (/api/{org}/config) as experimental. Once it is true, AutoObserve appears in the left navigation just above Reliability (the group that holds Alerts) and links to /autoobserve. The flag only controls the menu entry; in an enterprise build the /autoobserve page itself is always reachable by URL. The older /auto-observe-2 path redirects to it.

Standard and Nerd views

AutoObserve has two views, switched with the Standard / Nerd toggle in the top bar. Your choice is remembered in the browser, and a shared link can force a view with ?view=nerd.

  • Standard is the default view: a summary of this week's problems plus a Suggestions rail, with History, Settings, and How it works in the top bar.
  • Nerd is a tabbed workspace with Issues, Coverage, Activity, and Policy tabs.

Approvals you make in one view show up in the other.

Demo scenarios

Because AutoObserve runs on demo data, the Standard view has a Demo scenario selector at the bottom of the page. You can also set it with the ?scenario= query parameter. Switching scenario resets any approvals you made. The Nerd view always shows the Demo week scenario.

Scenario?scenario=What it shows
Demo weekdemoA busy, mixed week with active incidents, a known recurring bug, and coverage gaps
All clearallClearA quiet system with nothing wrong
Active incidentincidentA single incident in progress
Can't seecantSeeServices AutoObserve cannot watch (coverage gaps)
No baselinenoBaselineServices still learning their baseline

Issues

The Issues tab lists the incidents AutoObserve has raised, newest first and grouped by day. Columns are Incident, Problem, Severity (P1–P4), Signal (a sparkline), Affected services, Started, Status, and Cause.

AutoObserve Nerd view Issues tab with the incident table

Use the toolbar to narrow the list:

  • Search filters by title, ID, cause, or service name (written to ?q=).
  • All / P1–P4 toggles filter by severity and show a count for each.
  • Open / Resolved / All toggles filter by status. The tab opens on Open.

Click any row to open the issue drawer.

Issue details

The issue drawer has four tabs: Overview, Incident Analysis, How it unfolded, and Alert Triggers.

The Overview tab summarizes the incident:

  • Severity, status, and affected services, plus a proposal card when AutoObserve suggests a fix (Proposed fix, or Waiting for your OK when it needs approval, with an Approve button) or a detection change (What would have caught this earlier).
  • A Root cause card with the summary, the likely cause, a High / Medium / Low confidence tag, and a sparkline of the offending signal. See the evidence jumps to the evidence trail on the Incident Analysis tab.
  • A notification card showing the Slack or email message AutoObserve sent (Notification sent), or Held for Friday's summary for lower-priority items.
  • A Timeline of what happened, and a Blast radius showing upstream callers, affected services, and downstream dependencies.

AutoObserve issue drawer Overview tab

The Incident Analysis tab is AutoObserve's reasoning in full:

  • Verdict: the impact and how long the problem lasted.
  • What I checked: each hypothesis it considered, marked Confirmed, Ruled out, or Still open, with a reason.
  • Healthy vs affected: a comparison table, for example heap usage by node.
  • Evidence trail: the evidence and signals behind the verdict, in the order they unfolded.
  • Next step: the proposed action, with Approve and Reject when it is waiting on you.
  • Full report: the complete write-up, which you can copy or download.

AutoObserve issue drawer Incident Analysis tab

The How it unfolded tab shows the incident as a chain of cards ordered by time: the triggering change, each detector firing, any links in the chain it could not see (unwatched services or forecast harm), and the outcome.

The Alert Triggers tab lists the correlated alert firings behind the incident.

Coverage

The Coverage tab shows how completely AutoObserve watches each service across six signals: Requests, Errors, Latency, Saturation, Log patterns, and Dependencies. A summary bar shows how many services are fully watched, the percentage, services added this week, and the total detector count.

Each service-signal cell is in one of four states:

StateMeaning
WatchedA detector is active. In the table view, a filled dot marks anomaly detection and an outlined ring marks a fixed threshold.
LearningThe service is new and AutoObserve is building its 7-day baseline. A progress bar shows how many of the 7 days have been learned.
GapAutoObserve cannot watch this yet, typically because metrics lack service.name or there is no data at all.
Not applicableThe signal does not apply to the service, for example a database has no downstream calls.

Map view

The default Map view draws each service as a hexagon colored by state. Use Fill by to color by Coverage state, Learning progress, Detector count, or Last scanned age. Select legend chips to highlight the matching services; the rest are dimmed.

AutoObserve Coverage tab map view with services drawn as hexagons

Table view

Switch to Table for a matrix with one row per service and a cell per signal. Filter with the All / Watched / Learning / Gaps / Can't watch toggles, and click any cell to open the service drawer.

Service drawer

Clicking a service opens a drawer with a chart for each signal it watches. The drawer header links to Traces and the Service Catalog. Services with a gap also show the reason and a suggested fix.

AutoObserve service drawer with per-signal charts

Activity

The Activity tab is AutoObserve's change ledger: every detector it created, threshold it retuned, and fix it applied or proposed. Proposals that need your approval are grouped at the top under Needs your approval. Filter by loop (Coverage, Calibration, Investigation, Action) or by outcome.

AutoObserve Activity tab change ledger

Each row shows When, Loop, Action, Target, Change (a before → after diff), Confidence, Decision, and Outcome. Expand a row to see the full evidence and the side-by-side diff. Auto-applied changes and changes you already decided also show any review-window timer and an Undo button.

For entries awaiting approval, use the Approve and Reject buttons in the row, or the edit (pencil) button to adjust the change and then Save and approve.

Policy

The Policy tab shows how AutoObserve behaves. In this preview it shows fixed product defaults; per-organization overrides come later. It has five sections:

  • Coverage: action classes that close coverage gaps, such as creating detectors and adding library alerts, each set to Auto, Suggest, or Off.
  • Alert changes: calibration classes, such as raising or lowering thresholds, extending evaluation windows, fixing alert queries, and attaching destinations. Only deduplication applies on its own; everything else waits for your approval.
  • Fixes: fix classes such as rollback, reverting config, restarting pods, and scaling services. Marked Phase 2 and shown disabled.
  • Investigation & paging: P1 is investigated in parallel while P2–P3 wait behind a gate. P1 and P2 page you, P3 sends a message, and P4 goes into the Friday summary.
  • Channels: the connected notification channels.

AutoObserve Policy tab showing the Alert changes section and the mode of each action class

Settings, History, and How it works

The Standard view top bar opens three drawers:

  • Settings: where AutoObserve can reach you, how much it should do on its own (Tell me, Ask me first, or Fix it, then tell me), and when it pages you. Under Advanced you can set autonomy for each kind of fix, the summary day, and services it should ignore.
  • History: a timeline of problems, changes, fixes, and your decisions, with a link from each entry to the change it relates to.
  • How it works: a five-step walkthrough (I find your services, I watch them, I stay quiet unless it's real, I explain every page, I fix what you've allowed). It opens automatically on your first visit.

AutoObserve Settings drawer

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