If this sounds like your week
Media libraries punish naive pattern templates.
Tags, containers, and timestamps disagree across sources. rename music files using id3 tags windows.
Where tooling usually breaks
Assume heterogeneous sources until proven otherwise.
Normalize with cohort tests—then scale.