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Measure real recordings, reserve headroom, combine age and capacity limits, and prove the oldest eligible program is removed before storage fills.

Protect the restored state, verify media identity and paths, then repair missing artwork or matches in a pilot library before broad metadata changes.

Test representative files one variable at a time and record Direct Play, remux, audio conversion, video transcode, or failure for every client.

Bundle disk-touching jobs into useful active windows, keep metadata changes scoped, and verify both new-media discovery and a real idle period.

Measure raw network and storage separately before file copies, then preserve one large-file and one small-file result for future comparisons.

Treat IPv6 as a separate routed security path. Prove outbound, inbound, DNS, and application behavior before publishing an AAAA record.

Compare direct and proxied uploads at fixed sizes, map each status and timestamp to a layer, then change only the limit or timeout proven to fail.

Build an explicit source-to-service matrix, test one client per VLAN, and keep file permissions separate from network reachability.