MORE DEPTH (WITH SEMI-FLAT DESIGN)
Shadows add more depth and make designs pop a lot more.

This one give the illusion it is floating.

Shadows give a flat illustration a more 3D feel to it.

Sometimes giving depth helps users determine visual hierarchy.