Reliability

The system keeps working when nobody is watching.

A process can report itself healthy while failing most of its work. That is why every system here checks the data, not only the daemon.

System status Sample
AI assistant Healthy
Database Healthy
Nightly report Healthy
Data collector Healthy
Supplier feed Degraded — retrying
Last check
34 sec ago
Automated tests
—
Failed jobs, 24 h
—
Alerting
Armed

Check the data, not the daemon.

A process can report itself healthy while failing most of its work. We have watched that happen for thirty-one hours before anything noticed. Every system checks the resulting data rather than trusting process status alone.

Measure before setting thresholds.

An alert that fires constantly becomes background noise, and an ignored alert is the same as no alert. So the normal gap between records is measured first and the limit derived from it, rather than guessing a number that feels about right.

Separate transient failures from real ones.

A dropped connection should be retried. A missing file should not — retrying it wastes time and hides the cause. The distinction is written down in each system, because the wrong choice in either direction is invisible until it matters.

Document why, not only what.

What a system does and why each check exists, so whoever inherits it can operate it without us. You should not depend on a vendor through not understanding your own system. If that means you eventually stop needing us, that is the correct outcome.

Reporting

Numbers with their freshness attached.

A figure without a timestamp is a guess. Every panel states when its data last arrived, so a stale dashboard announces itself instead of misleading you.

Operations dashboard Sample data
Records today
128,904
+4.1% vs. yesterday
Jobs completed
1,440
0 failed
Data freshness
52 s
Threshold 300 s
Tests passing
93 / 93
Last run on deploy
Records per hour · last 24 h (sample)
Scheduled reports (sample)
ReportDueState
Daily reconciliation06:00Sent
Supplier price delta07:30Sent
Weekly summaryMon 08:00Queued
Stale-data sweepHourly1 warning