How are you handling product image cleanup for Shopify or ecommerce stores?

I’m curious how other ecommerce sellers or marketers here handle product image cleanup at scale.

For small stores, editing one image at a time with Canva, Photoshop, remove.bg, or a Shopify app is usually fine. But once you have 50–500 product images, the workflow gets messy:

  • removing or replacing backgrounds
  • keeping filenames/SKUs organized
  • exporting Shopify/Amazon/social sizes
  • compressing images before upload
  • checking difficult products like glass, jewelry, reflective items, or hair/fur

Do you usually handle this with a Shopify app, a desktop workflow, a cloud background remover, or outsourcing?

I’ve been testing a local desktop workflow for this kind of batch cleanup, mainly because I wanted to avoid uploading every product photo one by one and paying per image. Curious what others are using and what features matter most for ecommerce catalogs.