Establish daily yield analysis
Tracked CPM and win-rate performance by exchange to support frequent pricing decisions.
← All projects
Case study 15 · Yield Management
Creating Competition to Lift eCPM and Revenue
Dynamic pricing, inventory segmentation, and first-party data improved auction pressure.
A real-estate publisher redesigned its AdX and demand strategy so premium inventory was priced and exposed more competitively rather than being trapped in a static, low-yield hierarchy.
30%eCPM increase
73%revenue growth
Dailypricing analysis
Higherdemand competition
The operating problem behind the symptoms.
Premium property-research audiences were not translating into premium yield. A static hierarchy favored lower-paying demand, inventory was not segmented by value, and AdX faced too little competitive pressure. The publisher needed better pricing control without sacrificing fill.
- Low competition among demand partners.
- Static floors and weak inventory segmentation.
- Limited use of first-party audience value.
A practical transformation sequence.
The work was organized around a small number of operating choices that could be governed, measured, and repeated—not a collection of disconnected initiatives.
Create competitive price pressure
Adjusted value CPMs and floor logic so demand partners had to compete more aggressively for premium supply.
Segment inventory by value
Applied differentiated pricing to premium placements, audience groups, and remnant inventory.
Activate first-party data
Used audience segments and retargeting potential to strengthen the commercial value of requests.
What changed in the day-to-day model.
Before
- Static low-pressure hierarchy
- Broad inventory pricing
- Underused audience value
After
- Competitive allocation
- Tiered pricing
- Audience-informed yield decisions
Results that connect to the intervention.
Higher unit yield
eCPM increased by 30% through stronger competition and more disciplined pricing.
Substantial revenue growth
Revenue increased 73% as pricing and demand allocation improved.
A more active yield discipline
Daily analysis and exchange reviews replaced static setup with ongoing optimization.
What made the change durable.
- Premium traffic does not guarantee premium yield without competition and pricing discipline.
- Inventory segmentation makes floor strategy more precise and defensible.
- Auction strategy should be described consistently with the actual technical setup before publication.