Add operational data journal with retention policy #1316
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Description
Dump operational datastore to timestamped JSON snapshots every 5 minutes (in /var/lib/statd/). The operational.json symlink always points to the latest snapshot.
Implement hierarchical retention policy that keeps the first snapshot of each time period (hour/day/week/month/year), providing fine-grained recent history while preventing unbounded disk usage.
This will allow us to plot / track how the system state evolves as well as give us somewhat fine-grained info in the case of an event, such as a crash.
Add unit test simulating months of snapshots to verify retention behavior using a statd stub that only runs the retention code locally (unit test)
Checklist
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