Case studies

Real-world photo archive case studies

Proof that file-level media normalization works in practice on large, messy, real-world archives.

These case studies show what happens when fragmented media collections are rebuilt into deterministic archive structures before being sent to Lightroom, Apple Photos or any DAM.

A guide explains the problem. A concept page explains the model. A case study proves the workflow on a real archive.

37,614 media files processed
311 source folders
9h 08m normalization runtime
0 runtime errors
Completed normalization run with final metrics

37,614-photo archive normalization

A real-world normalization run over an archive spanning 2001 to 2019, distributed across 311 source directories and processed into a deterministic metadata-based structure.

  • 37,614 processed
  • 187 duplicates
  • 13,332 no GPS
  • 23,306 SQLite cache

This case demonstrates how file-level media normalization can rebuild a fragmented archive into a stable archive layer before import into a catalog or DAM.