Sponsored Products System Design: Structure, Forecasting, and Bid Control

How to organize SP advertising portals into stable layers, classify portals according to winning rate, and then use role-based bidding to execute them

For sustainable advertising growth, three things must be true at the same time:

  • Architecture: clear layering
  • Prediction: First distinguish between potential entrances and money-eating entrances
  • Bid: Execute price discipline by tier target

1) Do the architecture first

Entries are separated by type and role:

  • Keyword line and product line
  • Volume level, incubation level, and risk control level

2) Do prediction and classification again

Based on historical performance signals, resources are prioritized for high-probability conversion portals.

3) Finally make bidding discipline

The bidding strategy must serve the goals of each layer, rather than one global rule.

Business results

When the three work together, the account will be more stable:

  • Lower structure-borne noise
  • Greater budget concentration
  • TACoS is more predictable

Authoritative reference