The problem is also two fold, because if you mark something as featured it shows up on the desktop version, but not on the andriod version and visa versa, for now I would leave them all unchecked until Andrei has found the error, what I have done is to create a page with the featured items hard coded so the products show up on the desktop version as well as the Andriod, it's not the best solution but it keeps the site current, I am not sure that you can do this as it will effect all of your other categories.
Ron