Capacity Planning a Browser Image Upload to Object Storage and Backend Thumbnails

Object storage strategies for image thumbnails emphasize treating each resize as an immutable generation, preserving originals alongside WebP and AVIF derivatives. By publishing via database pointer only after verification, systems avoid accidental deletions. Retention policies delete whole generations, not prefix‑matched objects, ensuring reproducibility for developer tools and training artifacts while supporting convenient serving and lifecycle management.