Big icons were mostly used in splash pages.
Design role
I was hired to work on WhatsGood product UI. During that time most of my work was devoted to designing a huge iconset that would help their apps to have a unified look & feel.
A lot of the icons were used specifically to illustrate food categories and subcategories.
Even more food types :)
Some icons were purely function-oriented and were used throughout the mobile and web apps.