How Publishers Sell Ad Inventory: Direct Deals, Ad Networks and Programmatic Exchanges
Company: Rakuten
Role: Product Manager
Category: Software Engineering Fundamentals
Difficulty: medium
Interview Round: Other
As a product manager working on advertising products at Rakuten, explain the main ways a publisher earns money from its ad inventory. For each one, describe how it works, how the price is set, and why a publisher would choose it.
```hint Order by how the sale happens
Line the options up from deals a salesperson negotiates to impressions an automated auction sells one at a time. For each, ask who the buyer is, who sets the price and how much control the publisher keeps.
```
### Clarifying Questions
- What kind of publisher should I assume: a content site or app, a retailer selling ads on its own marketplace, or a site that also earns through affiliate links?
- Should the answer stay with selling ad impressions, or also cover adjacent models such as sponsorships and affiliate commissions?
- Do you want a survey of the options, or also a recommendation for how a particular publisher should combine them?
### What a Strong Answer Covers
- The main sales channels, from negotiated deals to fully automated auctions, with how each one works step by step.
- The pricing models in use and who carries the performance risk under each.
- The systems each channel relies on, on the publisher side and the buyer side, and how an impression passes between them.
- Trade-offs between yield, fill rate, control over who advertises, data leakage and operating cost.
- How a publisher combines channels so they compete for each impression rather than being called in a fixed order.
### Follow-up Questions
- Why did many publishers move from a waterfall to header bidding, and what did that change cost them?
- How does the loss of third-party cookies change the relative value of direct deals, private marketplaces and open-auction inventory?
- How should a retailer with first-party shopper data sell ads on its own site differently from a news publisher?
Overview: A foundational ad-tech question for a product manager at Rakuten about how publishers earn revenue from their ad inventory. It tests knowledge of direct-sold deals, ad networks and programmatic exchanges, the pricing models and systems behind each, and the trade-offs a publisher weighs when combining them.