An image affects more than the appearance of a page. Its dimensions, file weight and loading behaviour influence how quickly the content becomes usable. I consider those details while choosing a visual, rather than treating them as a separate finishing task.
A strong crop can communicate more effectively than a large uncropped file. Appropriate dimensions and deferred loading can keep a project grid responsive. The aim is to preserve the visual quality that matters while avoiding unnecessary weight.