Re: Just on the web?
Not sure about apps you install after this one, but the ones before will probably just keep running their last cached ad, or just stop working completely (if they've any sense).
For example, Real Racing 3 won't even work without an internet connection to download new ads every time you fire it up (not sure what would happen if I bought something from their store which in theory removes all that).