Optimizing auction revenue from the seller's perspective is a well studied problem in Game Theory. However, as is often the case, practical auctions extend well beyond the simplifying assumptions made in the literature. This talk will exemplify some of the gaps between theory and the optimization of real-time bidding ad auctions at Outbrain, and will highlight areas where theoretical ideas may still be productized despite the gaps.