What 120 KB is good for
120 KB is a realistic working limit for a content management system. WordPress, Ghost, and similar platforms generate several derivative sizes from every upload, so the original's weight multiplies through the media library.
Compressing before upload rather than after is the important habit. The CMS derives its thumbnails from whatever you give it.