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