Disabling the cache option in Litespeed cache plugin doesn’t seem to do the trick. After some trials of disabling options here and there. It seems that the problem was with both the JS Minify & Combine feature of Litespeed. Enabling with any one of them will cause the Add To Quote button to disappear.
