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费 ('fee, expense') is a productive suffix for any kind of charge: 学费 (tuition), 房费 (rent), 水电费 (utility bills), 手续费 (service fee). 广告费 covers both the advertiser's spending ('ad spend') and the publisher's revenue from selling ad slots.