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Real-Time Bidding

An auction-based mechanism where individual ad impressions are bought and sold in real time as a user loads a page, with the entire bidding process completing in under 100 milliseconds per impression.

Real-time bidding (RTB) is the transactional protocol that powers most programmatic advertising. When a user visits a page, an ad request triggers an auction where multiple advertisers submit bids for that specific impression. The auction completes before the page finishes loading, and the winning ad is displayed to the user.

RTB is where AI and growth engineering intersect most directly in adtech. Each bid decision is essentially a prediction problem: given what we know about this user, this context, and this placement, what is the expected value of showing our ad? Growth teams that build custom bidding models or leverage DSP machine learning features can significantly outperform competitors using static bid strategies. The key engineering challenge is latency, as bid responses must arrive within strict time limits, requiring optimized inference pipelines and efficient feature stores. Teams that master RTB optimization gain a structural advantage in paid acquisition efficiency.

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