Depends on the app. Multiply larger size x1000s of images, x1000s of visitors, x days. For offsite backups, 2x the storage cost. My general rule is, any image over 40k is too big for a web page, unless your website is about photography/high-resolution imagery. And I hate jaggies and compression artifacts as much as anybody ;-)