perf(metrics): a latest-value table for "what is it now"; dashboard cells say loading, failed and as-of (#5208)
The dashboard's host widgets took 18-60 s. Every "latest reading" query (hosts overview, host-agent fleet, host page, vitals, SNMP, MCP get_host) searched plugin_metrics for the newest row per metric. Postgres has no skip scan, so each one read every raw sample in the 7-day window. - plugin_metric_latest: one row per (source, resource, metric). record_metrics upserts it in the same transaction, moving forward only and in sorted key order. Migration 0030 seeds it by stepping the existing index. - Retention drops a latest row once its sample leaves the raw window, so a resource that stopped reporting disappears when its history does, as before. Renames carry it along. - A quiet host keeps its last values, marked stale. A time-bounded query would have shown it as missing. - Vitals sparklines span the 6 h they claim, averaged in SQL to ~120 points, instead of fetching 6 h raw and drawing the last 120 samples. - Dashboard and share-view cells: "Loading…" until the first answer; a 20 s deadline per fetch; "Couldn't load (why)" with Retry now and an automatic retry for cells that don't poll; "as of HH:MM" in the header, and "couldn't refresh · as of" when a refresh fails over shown data. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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@@ -89,6 +89,7 @@ Quick reference for where key functions, models, and entry points live in the co
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| `AlertState` | `steward/models/alerts.py` | `alert_states` |
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| `AlertEvent` | `steward/models/alerts.py` | `alert_events` |
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| `PluginMetric` | `steward/models/metrics.py` | `plugin_metrics` |
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| `PluginMetricLatest` | `steward/models/metrics.py` | `plugin_metric_latest` |
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| `AnsibleRun` | `steward/models/ansible.py` | `ansible_runs` |
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| `User` | `steward/models/users.py` | `users` |
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| `AppSetting` | `steward/models/settings.py` | `app_settings` |
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